#  @gambilldataengineering Chris Gambill | Data Engineering Strategy Chris Gambill | Data Engineering Strategy posts on YouTube about data, engineering, databricks, tech the most. They currently have [------] followers and [---] posts still getting attention that total [-----] engagements in the last [--] hours. ### Engagements: [-----] [#](/creator/youtube::UCxti3udEHVCZLs4NYkUeEEw/interactions)  ### Mentions: [--] [#](/creator/youtube::UCxti3udEHVCZLs4NYkUeEEw/posts_active)  ### Followers: [------] [#](/creator/youtube::UCxti3udEHVCZLs4NYkUeEEw/followers)  ### CreatorRank: [---------] [#](/creator/youtube::UCxti3udEHVCZLs4NYkUeEEw/influencer_rank)  ### Social Influence **Social category influence** [technology brands](/list/technology-brands) [finance](/list/finance) [stocks](/list/stocks) [social networks](/list/social-networks) [exchanges](/list/exchanges) **Social topic influence** [data](/topic/data) #2039, [engineering](/topic/engineering) #3439, [databricks](/topic/databricks), [tech](/topic/tech), [python](/topic/python), [ai](/topic/ai), [real world](/topic/real-world), [sql](/topic/sql), [cloud](/topic/cloud) #1332, [how to](/topic/how-to) **Top accounts mentioned or mentioned by** [@chrisgambill](/creator/undefined) [@gambilldataengineeringcom](/creator/undefined) [@thedatacoach](/creator/undefined) [@chrisgambill28508aiistheatomicageofourtime1b3613f9c5c3sk630be118573f1e5c0a00668872655acc](/creator/undefined) [@10](/creator/undefined) [@gambilldataengineeringfeaturedsubconfirmation1](/creator/undefined) [@shagility](/creator/undefined) [@agiledatas](/creator/undefined) [@chrisgambill28508sqlshiddentravelitineraryonejoincouldderaileverything972a414f4f5d](/creator/undefined) [@h2oai](/creator/undefined) [@thoughtspot](/creator/undefined) [@google](/creator/undefined) [@airbytehq](/creator/undefined) [@lindsay](/creator/undefined) [@gambilldataengineeringsubconfirmation1](/creator/undefined) [@coderabbitai](/creator/undefined) **Top assets mentioned** [Microsoft Corp. (MSFT)](/topic/microsoft) ### Top Social Posts Top posts by engagements in the last [--] hours "Data Architecture for AI (2026 data engineering roadmap Phase 3) Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Substack: https://gambilldataengineering.substack.com/p/the-real-foundation-of-production Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Discover why that $8000/month real-time streaming architecture is destroying your budget and sabotaging your AI strategy. I break down" [YouTube Link](https://youtube.com/watch?v=67De-5Sxao8) 2026-02-16T15:30Z 11.4K followers, [---] engagements "If I Started Over As A Data Engineer Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Download the checklist: https://www.gambilldataengineering.com/gambill-data-business-templates#de-data-engineer Databricks & Spark Bootcamp: https://trk.udemy.com/Qj19Bz Modern Data Engineering on Databricks: https://trk.udemy.com/POGQoq SQL for Data Engineering: https://trk.udemy.com/aOdoyQ Designing Data-Intensive Applications https://amzn.to/4mserKS Unlock your data engineering career in [----] with this" [YouTube Link](https://youtube.com/watch?v=CEGN-LbiX4Y) 2025-08-06T13:15Z 11.4K followers, 41.1K engagements "This is Why You're Not Getting Paid $180K Unlock your path to a $180K+ data engineering career In this video discover the secret that separates junior data engineers from high-paid Databricks pros: mastering column-based storage. Whether youre prepping for a data engineering interview looking to boost your salary or want to understand the difference between row-based and column-based storage this guide is for you. Timestamps / Chapters: 00:00 - Introduction: Why Youre Stuck at $80K 01:10 - The Data Engineering Salary Gap 02:30 - Row-Based vs. Column-Based Storage Explained 04:15 - Real-World" [YouTube Link](https://youtube.com/watch?v=5S4h8JuorxI) 2025-07-18T03:00Z 11.4K followers, [----] engagements "Become a Data Engineer From Scratch: Start with ETL/ELT Considering a career as a Data Engineer in [----] Start your data engineering journey with this beginner-friendly introduction to the core concepts of ETL and ELT. In this video Chris Gambill (25-year data veteran) walks you through what data engineering is what data engineers actually do and the difference between ETL and ELT complete with real-world analogies and diagrams to help it all make sense. Whether you're transitioning from data analysis or just starting out this is the foundation you need. ✅ Learn the responsibilities of a data" [YouTube Link](https://youtube.com/watch?v=7HLVrkYIdCE) 2025-04-08T22:00Z 11.4K followers, [---] engagements "$180k Databricks Engineers Mastered This One Method Date formats driving you crazy Are you using PySpark to do your data cleansing Databricks and PySpark have great functions to handle various data formats. Watch now to learn how to keep your date values clean and improve the integrity of your data In this video I'll show you how to handle messy date formats in Databricks using PySpark covering: ✅ Parsing and transforming standard date formats (YYYY-MM-DD MM/DD/YYYY) ✅ Converting Unix Epoch time into readable dates ✅ Cleaning text-based dates like 'Oct 25th' ✅ Fixing Excel serial dates" [YouTube Link](https://youtube.com/watch?v=EFtUY27bEng) 2025-01-07T14:05Z 11.4K followers, [----] engagements "Advanced SQL: Master Dynamic Pivot queries with tSQL "Dynamically create a pivot query Stay tuned for T SQL next time #SQLtips" #DynamicPivot #Pivot SQL Data Engineer data analyst adavanced sql tricks sql for data analysis sql views sql for beginners sql full course sql joins data engineer roadmap data engineer mock interview data engineer interview data engineering course data engineer interview questions SQL Data Engineer data analyst adavanced sql tricks sql for data analysis sql views sql for beginners sql full course sql joins data engineer roadmap data engineer mock interview data" [YouTube Link](https://youtube.com/watch?v=R3jFGCHbOjk) 2024-06-27T05:32Z 11.4K followers, [--] engagements "Will AI Replace Data Engineers The Future of the Discipline Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates https://www.facebook.com/gambilldataengineering/ https://www.instagram.com/thegambill/ https://www.linkedin.com/in/databasemanagement/ https://www.tiktok.com/@chris.gambill Data Engineering Data Analytics Big Data Pipeline How To" [YouTube Link](https://youtube.com/watch?v=ewoWPyMmttc) 2026-02-15T15:01Z 11.4K followers, [---] engagements "Data Warehouse Schemas Explained: Stop Choosing Wrong in Interviews Start building better and quicker data models Embark on an exciting exploration of star and snowflake schemas in this video Join us as we delve into the fascinating world of data modeling equipping you to conquer your data projects with confidence. Brace yourself for a thrilling ride through the realm of data warehousing - a must-see for beginners and experts alike Find a short about vocabulary used in this video here: https://youtube.com/shorts/q9cSYe1DO2Yfeature=share Join me as I: Explain the basics of star and snowflake" [YouTube Link](https://youtube.com/watch?v=529MqZgvgug) 2024-07-07T18:45Z 11.3K followers, [----] engagements "Why Senior Engineers Dont Use Pandas (Polars & Spark Explained) Unlock the power of modern data processing In this video we guide you through the upgrade path from Pandas to Polars to Spark showing you when and why to switch tools for big data workflows. Learn practical tips performance benchmarks and hands-on exercises to level up your data engineering skills. Additional affiliate resources: Polars Cookbook https://amzn.to/3V2ZYJP Learning Spark 2nd ed. https://amzn.to/4m7ARAq Download the [--] pager: https://www.gambilldataengineering.com/business-templates#dataframe-upgrade-roadmap 0:00" [YouTube Link](https://youtube.com/watch?v=BYK7bp8MpSU) 2025-09-09T15:00Z 11.1K followers, 13.9K engagements "Schema Drift Ruined Their Pipeline Here's How to Prevent It Your pipeline didnt break until it did. No error no code change just blank dashboards and a silent upstream schema change. This is schema drift and in this episode of Data Disasters & Definitions Ill show you what it is how it breaks pipelines and what real-world strategies you can use to prevent it. 🎯 In this episode What schema drift actually is A real story of a pipeline silently breaking [--] ways to detect and prevent schema drift 🚨 Subscribe to the full series Data Disasters & Definitions Playlist 🔗 Download the Schema-Drift" [YouTube Link](https://youtube.com/watch?v=CrGJTYQ8PVE) 2025-05-03T15:36Z 11.3K followers, [---] engagements "30-Day Databricks Portfolio Projects That Actually Gets You Hired Are you stuck in tutorial hell watching endless data engineering videos but still feeling lost Break free with this actionable 30-day Databricks Data Engineering Plan In this step-by-step guide youll build a real end-to-end project master Databricks and create a portfolio that gets you hired. No more random skillsfollow this proven roadmap to become a job-ready data engineer. Join our coaching program: https://www.gambilldataengineering.com/mentoring-program Chapters: 00:00 - Introduction: Why Youre Stuck in Tutorial Purgatory" [YouTube Link](https://youtube.com/watch?v=JWKz0Hcdg-8) 2025-10-20T15:30Z 11.3K followers, [----] engagements "The Hidden Cost of Exactly Once Processing #DataEngineering #TradeOffs Designing Data-Intensive Applications https://amzn.to/45QIzci Spark and Python for Big Data with PySpark https://trk.udemy.com/DyEE7y Week [--] Focus: Designing Data-Intensive Applications (DDIA) by Martin Kleppmann This book is foundational for any data engineer. Why it's crucial: If you've ever been asked why a pipeline dropped messages or whether to use "at least once" versus "exactly once" processing and found yourself silent this book is your answer. It's about understanding the "traffic" before you build the "highway"." [YouTube Link](https://youtube.com/watch?v=Kc2NQ4zhX8I) 2025-09-01T02:13Z 11K followers, [----] engagements "Exactly-Once vs At-Least-Once: The Trade-off You're Getting Wrong #DataEngineering #DDIA Designing Data-Intensive Applications https://amzn.to/45QIzci Spark and Python for Big Data with PySpark https://trk.udemy.com/DyEE7y Week [--] Focus: Completing Your Deep Dive into Designing Data-Intensive Applications (DDIA) You've made a fantastic start to your data engineering roadmap This week we're urging you to complete your mastery of DDIA a must read foundational book for data engineers. Why DDIA is still crucial: Last week we emphasized that DDIA is essential for understanding how data moves fails" [YouTube Link](https://youtube.com/watch?v=M4o5978EBvM) 2025-09-08T14:33Z 11K followers, [----] engagements "Decoding Etl: The Key To Data Integration Unlock the mysteries of ETL (Extract Transform Load) in this informative video on data integration. As a data engineer understanding ETL is crucial for building efficient data pipelines and conducting thorough data analysis. Dive into the world of ETL concepts data extraction loading and the differences between ETL and ELT. Watch this video to gain a solid introduction to ETL and enhance your data engineering skills Data Extraction Data Integration Data Loading Data Pipelines ELT Concepts What is ELT What is ETL data analysis data analytics data" [YouTube Link](https://youtube.com/watch?v=MB3JgJ4JPv0) 2024-06-19T14:50Z 11.3K followers, [--] engagements "PhD to Startup Founder: The Meme Stock Market That Got Him Sued **From Neuroscience to Startups: A Data Pros Journey Kyle Stratis Interview Join host Chris as he interviews Kyle Stratus founder of Stratus Data Labs and OReilly author about his unique journey from neuroscience PhD to startup founder and data innovator. Discover how Kyle transitioned into tech built a viral meme stock market and what he learned from startup successes and failuresincluding a legendary cease and desist from NASDAQ Perfect for aspiring data scientists engineers and entrepreneurs. Timestamps 00:00 Introduction:" [YouTube Link](https://youtube.com/watch?v=RJ0McEr1IRc) 2025-08-02T23:17Z 11.1K followers, [--] engagements "The $1M Mistake From Skipping Data Pipeline Tests #expensive #lesson #testing I once encountered an engineer whose lack of thorough software testing led to silent bugs in production causing significant data inaccuracies and failed audits. This incident highlights the critical importance of proper error handling and coding best practices to maintain software quality. Learn how to prevent these issues and avoid the dreaded "unhandled exception has occurred in your application" message. software testing bugs software bugs unhandled exception has occurred in your application error handling" [YouTube Link](https://youtube.com/watch?v=UWuIhcAOquc) 2026-01-30T16:18Z 11.4K followers, [----] engagements "AI + Data engineering (2026 Data Engineering Roadmap Phase 2) Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Text-to-SQL AI systems promise to turn your LLM into a senior data analyst. But in reality they fail 80-85% of the time on real-world data. This video exposes why benchmarks lie and how to build systems that actually work in" [YouTube Link](https://youtube.com/watch?v=WVf6SLF3RxM) 2026-02-09T15:30Z 11.4K followers, [----] engagements "7 Books Every Data Engineer Needs to Read Designing Data-Intensive Applications https://amzn.to/45QIzci Fundamentals of Data Engineering https://amzn.to/4lMN3Xh Data Governance https://amzn.to/4myGcBZ Storytelling With Data https://amzn.to/4lH98pZ Always good to have for any DE: The Data Warehouse Toolkit https://amzn.to/45Sd0yH SQL Performance Explained https://amzn.to/4lOy1QK The Pragmatic Programmer https://amzn.to/47eXsaz Level up from pipeline builder to senior engineer. In this video I share the [--] books that actually changed how I design systems ship stable data products and interview" [YouTube Link](https://youtube.com/watch?v=_oy683m_onI) 2025-08-26T15:30Z 11.1K followers, [----] engagements "Your Code Works Perfectly That's A Problem (Phase 1: [----] DE Roadmap) Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Most junior data engineers write code that silently fails in production costing companies thousands in lost revenue and broken trust. This video reveals the harsh truth about production-ready code and shows you exactly" [YouTube Link](https://youtube.com/watch?v=jPgM3yghV5Q) 2026-02-03T15:30Z 11.4K followers, [----] engagements "Junior Engineer Mistake: Relying on CRON Jobs Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Master Data Engineering: https://youtu.be/D5bln7fqMZQ AI Defense Guide" (Free): https://www.gambilldataengineering.com/business-templates#ai-defense-guide Is your current setup just five cron jobs and a shared calendar That approach might be capping your data engineering career. It's time to level up with real data automation and workflow automation Consider the complexity of your data workflow and the need" [YouTube Link](https://youtube.com/watch?v=k866zO1M6SA) 2025-11-19T16:01Z 11.4K followers, [---] engagements "Star Snowflake or Galaxy Schema Dont Get It Twisted Too many data models are mislabeled as Snowflake when theyre clearly Star In this short I break down the difference between Star Schema Snowflake Schema and Galaxy Schema (Fact Constellation) with clear no-nonsense definitions. 🔹 Star Schema = flat dimensions fast queries ❄ Snowflake Schema = normalized dimensions more joins 🌌 Galaxy Schema = multiple fact tables sharing dimensions Understanding the right schema can make or break your data warehouse performance. 🔔 Subscribe for weekly data engineering insights 📎 Learn more at" [YouTube Link](https://youtube.com/watch?v=o5UwodQTAtQ) 2025-05-10T22:51Z 11.3K followers, [----] engagements "Why Databricks Pays $146K More Than Average Engineers #TechCareers #HighPaying #DataStack Discover the lucrative world of Databricks engineering and find out why these professionals can earn upwards of $146000. In this video we delve into the reasons behind the high demand and generous compensation for Databricks engineers exploring the skills qualifications and expertise required to succeed in this field. From the impact of big data and cloud computing to the role of Databricks in modern data engineering we cover it all. Whether you're an aspiring engineer or a seasoned professional looking" [YouTube Link](https://youtube.com/watch?v=qs9FhA4xBy8) 2025-12-26T21:35Z 11.4K followers, [----] engagements "What is the E in ETL What is the E of ETL What it means and why it is important to data engineering and data driven organizations. Whether you're a beginner or a seasoned data engineer mastering ETL is crucial for turning raw data into actionable insights. **** Links to free resources used in the parent video **** Data.Gov: https://catalog.data.gov/dataset This is where HMDA data came from that was used in the tutorial Azure Synapse Analytics: https://azure.microsoft.com/en-us/products/synapse-analytics/ **** Affiliate links to my Equipment and Tools ***** vidIQ:" [YouTube Link](https://youtube.com/watch?v=riWXKJMK8Eg) 2024-06-12T09:39Z 11.3K followers, [--] engagements "The [----] Data Engineer Roadmap That Makes The Others Obsolete Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates The ETL monkey is dead. If you want to survive as a data engineer in [----] you need to stop thinking like a plumber and start thinking like a strategic partner. This comprehensive roadmap reveals the four critical phases every" [YouTube Link](https://youtube.com/watch?v=uCTVYf9FBQY) 2026-01-26T16:45Z 11.4K followers, [----] engagements "Create a Dynamic Dataset in Azure Synapse Analytics Setting up Reusable Dynamic datasets in Azure Synapse for APIs Watch full episode to find out Watch the full episode where we pull crypto data from the CoinGecko API using Azure Synapse Pipelines" [YouTube Link](https://youtube.com/watch?v=0OCs5_Z46GE) 2024-06-19T11:10Z [--] followers, [---] engagements "MASTERING Data Terms: Explained Simply Think you understand ETL Still fuzzy on what a Data Lake really is And where do Data Marts fit in In this episode of DATA Words I break down three essential data engineering termsETL Data Lake and Data Martwith real-world examples and plain-English explanations. 🚪 Whether you're a beginner a business stakeholder or a self-taught data pro looking to level upthis is for you. 📦 What Youll Learn: What ETL really means (using a Home Depot shelf analogy) Why a Data Lake is like your junk drawer (and how to avoid a data swamp) How a Data Mart is like the ice" [YouTube Link](https://youtube.com/watch?v=0Uqpi84xgGE) 2025-04-03T20:00Z [----] followers, [--] engagements "$180k Data Engineering Partitioning & Distribution Secrets Are your Databricks jobs still running slow and costing a fortuneeven after switching to Delta Lake Discover the #1 mistake most engineers make and learn the proven strategies that separate $80K engineers from $180K+ experts. In this video Chris Gambill breaks down real-world partitioning and distribution techniques that will supercharge your data lake performance and slash your cloud bill. Chapters: 00:00 Introduction: Why Your Delta Lake is Still Slow 00:26 The Real Unlock: Distribution & Partitioning 00:33 The Cost of Ignoring Data" [YouTube Link](https://youtube.com/watch?v=0Xsg84QKkr4) 2025-07-22T03:30Z [----] followers, [---] engagements "Secure Your Data Warehouse Like You Would Your Own Home (maybe more) **** Links to free resources used in the video **** Azure Data Studio: https://learn.microsoft.com/en-us/azure-data-studio/download-azure-data-studio **** Affiliate links to my Equipment and Tools ***** vidIQ: https://vidiq.com/GDataEngineering Bilione Webcam Stand: https://amzn.to/3X5SKGZ Nuroum Webcam: https://amzn.to/4bKbtN0 Logitech Creators Microphone: https://amzn.to/3yFRhNn ***Connect with Me*** https://www.facebook.com/gambilldataengineering/ https://www.instagram.com/thegambill/" [YouTube Link](https://youtube.com/watch?v=1ECB-sEJ7Dw) 2025-05-12T20:33Z [----] followers, [--] engagements "Master These Architecture Patterns To Land Your Next Big Data Role Do you love data but don't quite get Medallion Architecture Do you think that Medallion Architecture is just a buzz word Do you think Medallion is really just a name to a method that has been around for decades (Staging Production Presentation) Join us for what will be sure to be a enlightening and passionate discussion about data architecture with the great Shane Gibson (@shagility) myself and here to mediate and help keep us in line will be Ramona Truta" [YouTube Link](https://youtube.com/watch?v=1HUCUU5G_Ns) 2025-10-03T13:55Z [----] followers, [---] engagements "Lakehouse vs Warehouse - The Future Of Data Engineering Are you considering transitioning from a traditional data warehouse to a modern lakehouse architecture Worried about potential efficiency loss in the process In this live session I'll walk you through: The key differences between data warehouses and lakehouses. Challenges you might face during the transition. Actionable strategies to eliminate efficiency loss including tips on query optimization leveraging the Medallion architecture and using tools like partitioning and caching. 💡 What You'll Learn: Why lakehouses are the future of data" [YouTube Link](https://youtube.com/watch?v=1Ykdxz3rJz8) 2024-11-16T16:45Z [---] followers, [--] engagements "LIVE: The Silent Killers of Data Engineering (And How to Catch Them Before Its Too Late) Are hidden problems lurking in your data pipelines In both medicine and data engineering silent killers can do major damage. quietly with no warning until its almost too late. In this live session Chris Gambill breaks down the three hidden threats every data engineering team needs to catch before disaster strikes. Youll learn: How technical debt is like high blood pressure (and how to lower it before a meltdown) How invisible data drift is the carbon monoxide of analytics Why organizational issues can" [YouTube Link](https://youtube.com/watch?v=2M5coPBXdWs) 2025-05-24T03:35Z [----] followers, [--] engagements "Microsoft Fabric Setup That Separates $80K from $150K Data Engineers a comprehensive tutorial on setting up an Azure Fabric workspace emphasizing proper configuration to prevent high costs. The presenter shares a personal anecdote about a significant cost overrun due to poor governance and monitoring. Chapters: Introduction and Importance of Proper Setup: 00:00 Creating a Resource Group: 00:57 Naming Standards for Resource Groups: 01:03 Steps to Create a Resource Group: 01:33 Creating a Fabric Workspace: 02:28 Naming Conventions for Fabric Workspace: 02:34 Configuring Fabric Workspace" [YouTube Link](https://youtube.com/watch?v=3TJ6di8sr78) 2025-06-21T03:30Z [----] followers, [---] engagements "Data Engineering 101: Create Production-Ready Pipelines Every Time Most data engineers think production-ready is just a checklist. Heres what that gets you: blown budgets failed audits and late-night calls that can end your career. Watch now as we wrap up the only Data Engineer Masterclass you need to land your next role In this episode I share my own $10000 production disaster. and show you the no-excuses checklist that every data engineer needs to complete before you complete your project Download the Production Handoff Workbook Now: https://www.gambilldataengineering.com/business-templates" [YouTube Link](https://youtube.com/watch?v=44oMRf8uZH0) 2025-06-07T03:30Z [----] followers, [---] engagements "Unlock the Power of Azure Synapse: Master Dynamic Data Sets Creating dynamic datasets and linked services in Azure Synapse Analytics Learn how to create and manage dynamic datasets and linked services in Azure Synapse Analytics. This tutorial covers essential concepts and techniques to streamline data integration making your ETL processes more efficient and adaptable. Discover how to parameterize connections reuse data sources and optimize your data pipelines. Whether you're a beginner or experienced data engineer this video will help you master the art of dynamic data integration in Azure" [YouTube Link](https://youtube.com/watch?v=4V5jgNQN-RI) 2024-11-07T11:15Z [---] followers, [--] engagements "3 Fabric Mistakes That Kill Data Engineering Careers Most data engineers build pipelines. Elite engineers build systems that scale and deliver answers that move the needle. Master the governance security and cost control strategies that separate operational prototypes from enterprise-grade Microsoft Fabric platforms. Learn workspace strategy access control with Microsoft Entra data classification with sensitivity labels and cost optimization techniques that can save thousands per month. 🔐 Key Topics Covered Workspace strategy for dev/test/prod environments Microsoft Entra integration for" [YouTube Link](https://youtube.com/watch?v=4XB9JWc01v8) 2025-07-07T03:15Z [----] followers, [---] engagements "Pull API data into your Datawarehouse with Synapse Learn how to pull data from an API into a data warehouse with this tutorial" [YouTube Link](https://youtube.com/watch?v=5cl4TqixwfU) 2024-06-30T21:38Z [--] followers, [--] engagements "Use This Python Script And Say Goodbye to Manual Staging Get the full Python script: https://www.gambilldataengineering.com/s/class_methods.py What if you could automate all of it Handling new CSV files and creating staging tables manually is a tedious error-prone process. You inspect the file figure out the schema write the SQL CREATE TABLE statement and load the dataevery single time a new file arrives. One small mistake It can break your pipeline delay reporting and cause major headaches. In this video Ill show you how to **build a Python class that dynamically reads CSV files infers their" [YouTube Link](https://youtube.com/watch?v=5tsIzKBVRh8) 2025-02-26T02:05Z [----] followers, [---] engagements "Senior Data Engineers Never Make These [--] Python Errors If you want to code like a senior data engineer dont make these [--] Python mistakes. These are the classic beginner errors that instantly reveal youre not ready for the next level and in this video Ill show you how to fix all of them fast. From SyntaxError invalid syntax to silent logic bugs with append() and default arguments were walking through the exact issues that real engineers spot a mile away. ✅ What you'll learn Why = vs == is more than just a typo The silent cost of bad indentation How to avoid input and list-related bugs that" [YouTube Link](https://youtube.com/watch?v=6Vo-pWBtOjg) 2025-06-24T01:00Z [----] followers, [---] engagements "Analytics Engineer Reality Check - $120K Skills You Actually Need 🚨 BRUTAL TRUTH: 70% of Analytics Engineers get stuck in "dashboard hell" within [--] months. After seeing hundreds of data professionals make this career move I'm exposing the harsh realities they don't tell you about Analytics Engineering in [----]. This isn't another feel-good career video - this is the unfiltered truth about what actually happens when you chase the AE title. What you'll discover: Why Analytics Engineers become "second-rate citizens" in data teams The $85K salary ceiling trap most AEs hit after [--] years Real" [YouTube Link](https://youtube.com/watch?v=6ecCGIu3q2A) 2025-04-01T15:09Z [----] followers, [----] engagements "Ethical AI and Data Governance - Protecting Your Business from Data Quality Nightmares Join me live as we dive into Ethical AI and Data Governance . why your data quality isnt just a technical checkbox but an ethical imperative. Well unpack realworld failures (from biased hiring tools to misconfigured AI inspections) explore the three pillars of governance (Transparency Accountability Fairness) and walk through a sample KPI dashboard you can implement today. Tune in for practical tips interactive Q&A and ready-to-use strategies to protect your business from costly mistakes and reputational" [YouTube Link](https://youtube.com/watch?v=6oUOcLtz6Ck) 2025-05-10T05:04Z [----] followers, [--] engagements "Only the Best Can Crack These Data Engineering Interview Questions Its time for Gambill Gauntlet #3 Think you can pass a real data engineering interview These arent textbook problemsthese are real-world challenges from the trenches. SQL modeling pipelinesif you want to level up your career this is your playground. 💬 Drop your answers in the comments 🧠 Ill personally score and review each one 🏆 Leaderboard updates Friday at 10PM ET 📋 Todays Challenges: Find the top-selling product per category using SQL Design a product table that tracks historical changes Build an incremental load" [YouTube Link](https://youtube.com/watch?v=6tjNm-k4EL8) 2025-04-14T19:00Z [----] followers, [---] engagements "Data Governance Horror stories Were talking about real-world data governance. not academic fluff. Youll get a downloadable Data Governance Workbook with Data ownership & access review templates Vendor & credential audit tracking Quarterly review logs Policy sign-off sheets And a full glossary + usage guide ⚠ If your organization cant answer Who owns this dataset or Who accessed this last month youre flying blind. ✅ Grab the free workbook here 👉 https://www.gambilldataengineering.com/business-templates 👤 Contact Chris Gambill Gambill Data LLC 📧 Chris.gambill@gambilldataengineering.com 🌐" [YouTube Link](https://youtube.com/watch?v=6vN-1NgH3o4) 2025-05-31T16:00Z [----] followers, [--] engagements "Unleash Your Data Power: 🚀FREE Business Intelligence Tools Complete walkthroughs of how to Install and use: Power BI SQL Server and Azure Data Studio Start your Data Journey Today Step by step guide to install and use these powerful FREE tools This comprehensive guide by data expert Chris (25+ years) shows you how to use Power BI SQL Server Express and Azure Data Studio to: Build interactive dashboards in Power BI Desktop 📊 Manage data efficiently with SQL Server Express 🗄 Query & visualize data with Azure Data Studio 🔍 Gain actionable insights from your data 💡 Ideal for small business" [YouTube Link](https://youtube.com/watch?v=6w9tMK4GVyY) 2024-08-28T15:45Z [---] followers, [--] engagements "Why Not To Be A DataOps Engineer Are you thinking about jumping into DataOps Or just curious what all the hype is about In this episode Chris dives deep into why DataOps is not all sunshine and rainbows. From the real challenges of the job to the toolbox every DataOps engineer relies on youll get the honest truth. and a few laughs along the way. Timestamps 00:00 Why NOT to Be a DataOps Engineer 01:00 What is DataOps (Really) 02:00 The Hard Truths Its Not All Automation 03:30 The Tools Behind DataOps 05:00 Why Some People Love It Anyway 06:00 Q&A Your DataOps Stories and Questions Mentioned" [YouTube Link](https://youtube.com/watch?v=8HiGOZFbED0) 2025-05-27T15:00Z [----] followers, [--] engagements "Why Did All Our Sales Numbers Turn to Zero Overnight #0 If you are a data engineer you know that Green is not always GOOD. Every data pipeline shows green at some point but does that really mean your data is safeIn this video Chris breaks down why traditional monitoring (even in ADF Synapse or Informatica) lets silent failures slip through and shows you exactly what to check to avoid business panic missing data and embarrassing Monday-morning surprises.Youll learnWhy green pipeline status successThe real cost of missing custom validation (war story included)Layered monitoring built-in vs." [YouTube Link](https://youtube.com/watch?v=9DWX50q9QuY) 2025-05-25T04:09Z [----] followers, [---] engagements "AI That Actually Helps Data Professionals If you ship AI-generated code you do not understand you will not be replaced by AI. You will be replaced by an engineer who knows how to use it well. Tomorrow at [--] PM ET I am going live with two sharp data pros for a straight talk session on collaborating with AI in real pipelines. 🗓 Friday August [--] [----] 🕙 10:00 PM ET 🔴 YouTube Live What we will cover Ramona Truta: her SQL benchmark how she used AI and a quick tour of her Framework for Agency Shane Gibson: creating and updating context with an agent why a canvas matters and where agentic" [YouTube Link](https://youtube.com/watch?v=9d_k-uS2LcA) 2025-08-15T03:28Z [----] followers, [--] engagements "Speed Up Your Queries And Your Career Unlock the power of Databricks with this in-depth guide to Liquid Clustering If your Databricks jobs are slow expensive or hard to explain this video is for you. Learn how Liquid Clustering can transform your data pipelines cut costs and make you stand out in job interviews. Well break down the differences between partitioning Z-ordering and Liquid Clustering show you how to implement it and share expert tips for interview success. Plus discover common pitfalls and how to avoid them What youll learn: Why traditional partitioning and Z-ordering fall short" [YouTube Link](https://youtube.com/watch?v=9g4FYet6FPU) 2025-08-29T03:30Z [----] followers, [---] engagements "Why Green Pipelines Still Fail (And How to Actually Catch It) Every data pipeline shows green at some point but does that really mean your data is safe In this video Chris breaks down why traditional monitoring (even in ADF Synapse or Informatica) lets silent failures slip through and shows you exactly what to check to avoid business panic missing data and embarrassing Monday-morning surprises. Youll learn: Why green pipeline status success The real cost of missing custom validation (war story included) Layered monitoring: built-in vs. custom checks vs. actionable alerts How to build simple" [YouTube Link](https://youtube.com/watch?v=A4A9UZeIAY4) 2025-05-23T13:30Z [----] followers, [--] engagements "Data World Shaken: Salesforce x Informatica & DuckLake Unveiled 🚨 Major News in Data Engineering 🚨 Today two industry-shaking headlines dropped: [--] Salesforce announces its $8B acquisition of Informatica. [--] DuckDB releases DuckLake their open-source lakehouse format Join me LIVE as I break down what these moves mean for data engineers the enterprise stack and the future of open-source analytics. Bring your questions and hot takes 🔗 **News Links:** - DuckLake Announcement: https://duckdb.org/2025/05/27/ducklake.html - DuckLake Website: https://ducklake.select/ - Salesforce x Informatica:" [YouTube Link](https://youtube.com/watch?v=ASfpUxRbXqo) 2025-05-28T13:44Z [----] followers, [---] engagements "Data Words: Execution Joins and Windows.Don't Cause A $7M Mistake One wrong JOIN made us think our pipeline was down $5M. In reality We were $2M over target. In this episode of DATA Words Chris Gambill breaks down: ✅ SQLs real execution order (its NOT SELECT first) ✅ JOIN types (and which one broke a Salesforce dashboard) ✅ Window functions explained with a Price Is Right twist ✅ The truth about SQL sub-languages (DDL DML DCL TCL) This isnt a syntax lesson. This is how to actually think in SQLand how to stop breaking your dashboards. 🔗 Resources & Links: 📥 Read The Blog On the Website:" [YouTube Link](https://youtube.com/watch?v=ASxIeO2qjFk) 2025-04-25T22:27Z [----] followers, [---] engagements "Where Did All The Entry-Level Jobs Go Why are junior data engineering jobs so rare In this short honest clip we break down the real reasons companies dont hand the keys to the kingdom to newcomersand what aspiring data engineers can do about it. Chris shares how he started in customer service and worked his way into data why the traditional on-ramp for juniors is disappearing and what skills actually matter in todays market. If youre trying to break into data engineering this is the reality check (and encouragement) you need. Chapters: 00:00 - Why Juniors Dont Get the Keys 01:00 - The" [YouTube Link](https://youtube.com/watch?v=AzME7Fm4tq0) 2025-08-18T15:30Z [----] followers, [---] engagements "Data Engineering AMA: AI For Engineers And General DE Questions Our Friday Night AMA this week will be a little about AI and what was going on with Gambill Data and we will really get into the nitty gritty about Data Engineering and what it takes to be a data engineer in todays climate I also wrote a Medium article on these skills: [--] Revolutionary AI Tools for Data Engineers In addition I released the Python Tutorial covering Classes and Functions. And the partner video to the article talking about the [--] big categories and a free and paid AI tool for each one Check it out Get the full Python" [YouTube Link](https://youtube.com/watch?v=B3OKdT40XCE) 2025-03-08T16:12Z [----] followers, [--] engagements "Friday Night Data Chat with Gambill Data Join us for our weekly Q&A about all things Data Want to create live streams like this Check out StreamYard: https://streamyard.com/pal/d/6043226078576640 ***Connect with Me*** https://www.facebook.com/gambilldataengineering/ https://www.instagram.com/thegambill/ https://www.linkedin.com/in/databasemanagement/ https://www.tiktok.com/@chris.gambill" [YouTube Link](https://youtube.com/watch?v=BK4w3FnLgrM) 2024-11-02T15:49Z [---] followers, [--] engagements "Why Senior Engineers Choose Polars over Pandas Unlock your next data career move by mastering Polars In this video we break down the four key features that make Polars a game-changer over Pandas for real-world data engineering: lazy evaluation parallelization query optimization and seamless Arrow/Parquet integration. You'll get hands-on code examples ROI insights interview prep and a free career cheat sheet to help you stand out in your next job interview. Whether you're prepping for a data engineering role or looking to boost your productivity this guide will show you how Polars can save" [YouTube Link](https://youtube.com/watch?v=BxuEA9gb3Rg) 2025-09-25T15:00Z [----] followers, [---] engagements "Level Up Your Career Do [--] Things Today Youre avoiding hard thingsand hoping success lands in your lap. Its not motivational. Its math. 🧠 Train your brain. Stack reps. 🚫 Stop whining. Stop doom scrolling and start reading those technical articles. Invest in yourself with a Udemy course instead of an overpriced latte. It's time to embrace **personal growth** through **self discipline** and **mindset** changes so you can achieve **success** and experience true **freedom**. #dohardthings #dataengineering #brutaltruth" [YouTube Link](https://youtube.com/watch?v=CJZFeIpQGvc) 2025-07-01T18:53Z [----] followers, [---] engagements "The WORST Agile Interview Mistake I've Made When interviewers ask: Tell me about your experience with Agile environments most data engineers freeze. They talk about standups and Jira boards but thats not what hiring managers want to hear. In this video I break down Agile for data engineers in plain English. Youll learn: ✅ How Agile ceremonies like standups sprint planning reviews and retros connect to real data engineering work. ✅ The five fundamentals of Agile in data projects: iterative delivery collaboration adaptive planning feedback and transparency. ✅ Exactly how to answer Agile" [YouTube Link](https://youtube.com/watch?v=CYNSMvsV3gc) 2025-09-29T15:30Z [----] followers, [---] engagements "Six Steps To Get ROI From Your Data Team Is your data team drowning in dashboards reports and endless requestsbut still not delivering real business impact In this video I break down the [--] strategic shifts every data leader needs to make to finally move the needle and drive ROI. Youll learn: Why most data teams fail to deliver results (and how to fix it) How to reframe requests so every project drives business outcomes The triage system that prioritizes what matters (and cuts the noise) How to build reusable data products that scale across teams The metrics that actually prove your teams" [YouTube Link](https://youtube.com/watch?v=Ca0ArTMXL_Q) 2025-07-16T13:01Z [----] followers, [--] engagements "5 Common Python Mistakes Costing You $50k/YR Description: Unlock the secrets to writing faster cleaner and more professional Python code for data engineering In this video I walk you through five real-world examples of bad vs. better Python showing you how to optimize your scripts save compute and impress in code reviews. Whether youre a junior or seasoned engineer these tips will help you level up your data pipelines. Chapters: 00:00 - Introduction 00:51 - Example 1: Building DataFrames (Stop looping use read_csv) 01:54 - Example 2: Row-wise Apply (Vectorize your math) 03:15 - Example 3:" [YouTube Link](https://youtube.com/watch?v=Co24yhV_6rc) 2025-09-03T15:30Z [----] followers, [---] engagements "$180k Data Engineers Dont Make These Python Mistakes in Databricks Are you making these common mistakes in Databricks In this video we break down the top [--] pitfalls that data engineers both new and experienced fall into when working with Databricks and Spark. From treating Databricks like a simple Jupyter Notebook to neglecting the power of Delta Lake and proper version control we cover the essential best practices that will elevate your data engineering skills. If you've ever found yourself debugging a failed production job in the middle of the night or wondering why your queries are" [YouTube Link](https://youtube.com/watch?v=D5bln7fqMZQ) 2025-06-25T15:45Z [----] followers, [---] engagements "MASTERING SQL Queries For Top Interview Questions You are NOT ready for your next data engineering interview until you can answer this top SQL Question" [YouTube Link](https://youtube.com/watch?v=D6o5pYghBAs) 2025-04-18T17:39Z [----] followers, [---] engagements "5 Data Engineering Skills to MASTER in [----] for TOP Salaries Do people turn to you for help with Excel Computer issues Finding data Are you great at learning new tools Do you LOVE data If so Data Engineering might be the right career for you With entry-level jobs starting in the six-figure range and mid to senior-level roles nearing $200k breaking into this field can be life-changing. Join our live stream this Friday night as we discuss the Top [--] Data Engineering Skills for 2025skills you need to land your dream role. Plus get your career questions answered LIVE and take advantage of" [YouTube Link](https://youtube.com/watch?v=Dywp4yVNEWc) 2024-11-23T16:42Z [---] followers, [--] engagements "Data Engineering Fundamentals Week 7: Data Governance and AI Are you risking your career with poor data governance in the age of AI Discover why bad data practices can sabotage your projects and your reputation. In this quick guide get resources to learn to protect sensitive information build trust and make your AI models legally defensible. We cover: The dangers of ignoring data ownership lineage and consent Real-world examples of AI gone wrong due to bad governance Simple steps to create a one-page governance card Pro tips for documenting data access and sensitivity Dont let AI weaponize" [YouTube Link](https://youtube.com/watch?v=E--RyQhcBYA) 2025-10-14T15:30Z [----] followers, [----] engagements "Ace Your Data Engineering Interview With Expert Advice Think you are prepared for your data engineer interview Think again Watch this to prepare now Think youve mastered the cloud stack Know how to debug a broken query under pressure And handle those vague stakeholder requests without losing your mind Welcome to Gambills Gauntlet: Week 4your weekly interview challenge for real-world data engineering scenarios. This weeks challenges: [--] Azure Data Factory vs. Synapse Pipelines when and why to use each [--] Troubleshooting wrong aggregation results in a SQL query [--] Handling a vague customer" [YouTube Link](https://youtube.com/watch?v=E0lLsphqZyk) 2025-04-08T04:50Z [----] followers, [--] engagements "The Not So Hidden Dangers of Vibe Coding We will explore What is Vibe Coding What is it Why you should stay away from it Join the conversation live and share your thoughts and experiences We will also be announcing this first week's Leaderboard for the Data Engineering Interview Challenge (Gambill's Gauntlet)" [YouTube Link](https://youtube.com/watch?v=E9SbjYd__7c) 2025-03-21T00:34Z [----] followers, [--] engagements "Streamlit + OpenAI + Azure = Fully Automated Onboarding (Live Demo) In this live session Im walking you through two powerful tools I built using Streamlit OpenAI and Azure. One for client onboarding. One for mentee assessments. Both send structured JSON to Azure Data Lake where it kicks off a pipeline and loads into Azure SQL Serverready for analysis. ✅ See how I use OpenAI to dynamically ask follow-up or quiz questions ✅ Learn how the JSON payloads are built and sent to ADLS ✅ Watch how I plan to parse and store the data in Azure SQL for reporting ✅ Live Q&A at the endbring your questions" [YouTube Link](https://youtube.com/watch?v=EHW1pJETIzA) 2025-04-05T03:26Z [----] followers, [--] engagements "AI Showdown: OpenAI vs. Anthropic Which is Best for Synthetic Data Can AI help you generate synthetic datasets quickly and ethically In this video I put two of the biggest AI platformsOpenAI and Anthropichead-to-head in a real-world test. Well see which one is faster more flexible and better suited for your business needs. Whether you care more about speed or ethical guardrails this showdown will help you decide. Be sure to subscribe and hit the notification bell so you dont miss the full video. Drop your thoughts in the commentswhich platform do you think will come out on top Upcoming Video:" [YouTube Link](https://youtube.com/watch?v=EpqQTEWSLf4) 2024-09-09T21:19Z [---] followers, [--] engagements "Stop Confusing These [--] Data Terms (Finally Explained Clearly) Too many people confuse data warehouses databases and data modelsand it leads to bad architecture messy reporting and wasted time. In this episode of DATA WORDS Im breaking down the difference between these three essential data terms using simple analogies and real-world examples. Whether you're just starting out or you're working with a business team thats mixing up their termsthis is the clarity you need. 🧠 What you'll learn: Why a data warehouse is like a library How a database functions like a filing cabinet What a data model" [YouTube Link](https://youtube.com/watch?v=EzpVrVAp7sw) 2025-04-11T01:00Z [----] followers, [--] engagements "The Cost Of Bad Data (and How To Fix It) Why Resilience Is the Hidden Metric Behind Every Data Strategy That Works. LIVE Everyone talks about speed. Few talk about survivability. And that's the difference between dashboards that impress and systems that last. Every data leader eventually learns this: Fast pipelines that break under pressure are a liability not an asset. They cost time revenue credibility and often without anyone realizing it decision-making power. Speed gets the budget. But resilience is what earns trust" [YouTube Link](https://youtube.com/watch?v=Fyu2qql5GqA) 2025-05-08T08:58Z [----] followers, [--] engagements "8 Weeks To Kick Start Your Career (Week 3) Week [--] Focus: Mastering SQL Performance Explained Fantastic work on completing your deep dive into Designing Data-Intensive Applications Having that solid foundation in system thinking is invaluable. Now let's sharpen your practical skills and make your queries run like lightning. This week we're diving into SQL Performance Explained to transform you from someone who writes SQL into someone who optimizes it ensuring your data pipelines run smoothly and efficiently. Why it's crucial: Have you ever experienced a moment when your query runs in [--] seconds" [YouTube Link](https://youtube.com/watch?v=H3DxEDF24h4) 2025-09-12T12:00Z [----] followers, [----] engagements "LIVE Azure Data Studio Tutorial: Quick Start Guide to Download Install and Connect Learn how to get started with Azure Data Studio in minutes This live tutorial covers the essential steps to download install and connect to your Azure or on-premises SQL server. Create new logons and users with ease. Perfect for beginners #AzureDataStudio #SQLServer #database #tutorial #howto #learn #beginner #datastudio #download #install #connect #SQL #database **** Links to free resources used in the video **** Azure Data Studio: https://learn.microsoft.com/en-us/azure-data-studio/download-azure-data-studio" [YouTube Link](https://youtube.com/watch?v=H7_KYVam05U) 2024-08-09T23:02Z [---] followers, [--] engagements "Data Engineering 101: Build Resilient Pipelines Your data pipeline didn't fail It LIED In this episode of Data Engineering [---] we dive deep into how to test your data pipelines detect schema drift validate data at every stage and build resilient workflows that protect your business from silent failures. You'll learn: ✅ How to catch future-dated orders and duplicate IDs 🧪 Property-based testing strategies ⚠ What happens when schema drift goes unnoticed 🧱 How to stage clean data into SQL Server 📊 Real-world horror stories of broken trust in data Plus we cover Python code for email alerts" [YouTube Link](https://youtube.com/watch?v=H8kcMSaPHyY) 2025-05-08T00:45Z [----] followers, [---] engagements "Data Engineering & Security: Your Questions Answered Today I'll be jumping on for about [--] minutes to do a short AMA and talk about how to ensure you are securing your secrets in your pipelines Join Codecademy while supporting the channel If you are a high school or college student you get 35% off with this link: https://www.pntrs.com/t/2-591852-361892-213588 Not a student but want a special discount get 15% off the normal prices with this special link from Gambill Data: https://www.pntrac.com/t/2-523372-361892-213588 🎙 New to streaming or looking to level up Check out StreamYard and get $10" [YouTube Link](https://youtube.com/watch?v=HkbdFnUZbLk) 2025-05-16T04:23Z [----] followers, [---] engagements "Startups vs Corporate: The Realities of Data Engineering Startup vs. Enterprise: What Its Really Like to Be a Data Professional Ever wondered what its like to work as a data professional in a fast-paced startup versus a large enterprise In this candid conversation Kyle and Chris break down the real differences challenges and rewards of both worlds. From wearing a million hats in a startup to navigating the structure of big organizations youll get actionable insights career advice and relatable stories from both sides of the tech industry. Chapters 00:00 Introduction: Startup vs. Enterprise" [YouTube Link](https://youtube.com/watch?v=Hvh3H6oJGmc) 2025-07-27T18:26Z [----] followers, [--] engagements "The Databricks Library You Don't Know About Unlock the full power of Databricks Functions 🚀 In this field manual Ill show you how to avoid common mistakes secure your data and streamline your workflows with real-world examples pro tips and horror stories. Whether youre a beginner or a seasoned data engineer youll learn how to make Databricks work for you not against you. TIMESTAMPS: 00:00 - Introduction 01:13 - File Access: Debugging & Automation 02:02 - Widgets & Runtime Parameters 02:44 - Notebook Chaining & Modular Pipelines 03:45 - Passing State Between Notebooks 04:31 - Secrets" [YouTube Link](https://youtube.com/watch?v=Ihqq1CqJsAA) 2025-07-30T15:00Z [----] followers, [---] engagements "Create SQL Table in Azure Synapse - Then Create a Pipeline "Creating new SQL table for staging data for Azure Synapse Pipelines " #New-Sql-Script #New-Table #azure #stagingtable" [YouTube Link](https://youtube.com/watch?v=JZYF5WJtDAo) 2024-06-19T11:17Z [---] followers, [---] engagements "Become a 10x Data Engineer With AI 10x Data Engineer Roadmap: Five Steps Unlock your potential as a data engineer and become the MVP who makes AI work at your company This video covers the five essential steps to becoming a 10x data engineer. Each chapter is a key step in the roadmap. Affiliate Resources (Books) Resources discussed in the video: Designing Data-Intensive Applications Martin Kleppmann https://amzn.to/45QIzci Fundamentals of Data Engineering Joe Reis Matt Housley https://amzn.to/4lMN3Xh Data Governance John Ladley https://amzn.to/4myGcBZ Storytelling With Data Cole Nussbaumer" [YouTube Link](https://youtube.com/watch?v=JwQngPyhSD0) 2025-09-05T16:00Z [----] followers, [---] engagements "GIGO Explained How Data Teams Build Trust With Data Quality Dirty data doesnt always crash your pipeline. Sometimes its worse. It silently poisons your results makes bad metrics look reliable and causes failed campaigns broken trust and bad decisions. In this episode of Data Disasters & Definitions Ill walk you through: What dirty data actually is (and what it isnt) A real-world $250K failure caused by misused fields and stale data The hidden cost of dirty inputs in the age of AI How to validate early assign ownership and push for data culture A real PySpark code snippet for email validation" [YouTube Link](https://youtube.com/watch?v=K2Td1j9Otv8) 2025-05-09T21:34Z [----] followers, [--] engagements "Gambill Data Data Career Live Q&A: How To Break Into Data in [----] Join us for a live Q&A session with Gambill Data to learn more about data careers data engineering and how to become a successful data engineer. Don't miss out on this valuable opportunity to get your questions answered by Chris Gambill Read the blog now Data Engineering Roadmap and Fresher Resume Guide https://www.gambilldataengineering.com/data-engineering/data-engineering-roadmap-and-fresher-resume-guide **** Links to free resources used in the video **** Azure Data Studio:" [YouTube Link](https://youtube.com/watch?v=Khp_wMXhAms) 2025-01-11T16:09Z [----] followers, [--] engagements "Become a HIGH-DEMAND Data Engineer in [----] (No BS Just Brutal Truth) Are you ready for the truth Data engineering in [----] isnt about flashy tools or cloud certs. its about survival. Most data engineers are replaceable because of these [--] things and AI is coming for the bottom 20%. If you want to be irreplaceable you have to earn it. In this episode Chris Gambill pulls back the curtain on what really makes a data engineer stand out in [----]. Forget the resume clichs. Forget the polished portfolio projects. Were talking about the real mistakes the disasters and the scars that make you valuable." [YouTube Link](https://youtube.com/watch?v=L5HNq9x10UM) 2025-06-02T03:31Z [----] followers, [----] engagements "Understanding These Terms Will Change Your Data Career #DataWords Confused about how your data actually moves through your systems Is a pipeline the same as ELT Where does Medallion Architecture fit in In this episode of DATA WORDS I break it all down using a factory production line analogy that makes these modern data concepts click: 🔹 Pipelines Your conveyor belt that automates and orchestrates every step 🔹 ELT The blueprint that tells your system what to do and when 🔹 Medallion Architecture The layered design that turns raw data into reliable insights 🔧 Well also look at real-world" [YouTube Link](https://youtube.com/watch?v=L6EGIZO4loM) 2025-04-18T01:00Z [----] followers, [--] engagements "Is SQL Still The Backbone of Business in [----] Think SQL is outdated Think again In this quick snippet Chris debunks the myth that SQL is dead explaining why it remains the backbone of analytics and data engineering in every modern company. From warehouses to dashboardseven ExcelSQL is everywhere. If you want a career in data mastering SQL is still non-negotiable. #dataengineering #SQL #TechMyths #CareerAdvice #Analytics" [YouTube Link](https://youtube.com/watch?v=Ld_RxnfaTPg) 2025-09-23T13:24Z [----] followers, [----] engagements "Master SQL Joins: The Gateway to Data Insights + [--] Key Interview Questions SQL Joins Explained For Freshers SQL Joins are essential for combining data and uncovering insights. In this video we break down INNER JOIN LEFT JOIN RIGHT JOIN and FULL OUTER JOIN with real-world examples from AdventureWorksDW2022. You'll learn how to avoid common mistakes and tackle SQL interview questions with confidence. Whether you're starting your data engineering journey or preparing for an SQL interview this video is packed with practical tips and expert advice to help you succeed. Watch now and unlock the" [YouTube Link](https://youtube.com/watch?v=MSREh16QCY8) 2025-01-24T01:38Z [----] followers, [---] engagements "Miss This And Fail Your Interview Unlock your next data engineering job with these must-know interview questions In this video I reveal the two critical data modeling questions you need to answer to impress any interviewer. Learn about SCD Types [--] [--] and [--] and discover the right approach to data warehouse modeling. Drop your answers in the comments for personal feedback Chapters: 00:00 - Hook: The [--] Questions You Must Answer 00:12 - When to Use Each SCD Type 00:26 - Common Mistakes: Weak Answers 00:40 - Call to Action: Comment Your Answers" [YouTube Link](https://youtube.com/watch?v=N4q3bdJz_SQ) 2025-08-20T10:04Z [----] followers, [----] engagements "The Art of Communicating To Achieve Real Results 🚨 LIVE This Friday 🎙 Special Guest: Shane Gibson (AgileData Podcast & Author) 📅 Friday at 10pm ET 📍 The Data Engineering Channel YouTube What if your next dashboard actually answered the right question This week I'm going live with Shane Gibson to talk about: ✅ How to ask the right questions ✅ How to communicate with business stakeholders (without sounding like a robot) ✅ And why better conversations = better data products Whether you're a data analyst engineer or architect if youve ever built something that nobody used (all of us) this" [YouTube Link](https://youtube.com/watch?v=N9cSbXwH4Uw) 2025-06-14T15:54Z [----] followers, [---] engagements "Is AI Bias Hiding In Your DATA And What Can You Do About It NOW Weve entered the Atomic Age of AI. The question is will we act ethically or repeat history This short video is a companion to my full Medium article: 🔗 Read the full article here: https://medium.com/@chris.gambill_28508/ai-is-the-atomic-age-of-our-time-1b3613f9c5c3sk=630be118573f1e5c0a00668872655acc In just [--] minutes well break down: Why AI is more than just a tool.it's a turning point The myth of neutral data and how it shapes bias What business leaders must understand about ethical AI My 5-question AI & Data Ethics Checklist" [YouTube Link](https://youtube.com/watch?v=NWS2N40_lGY) 2025-04-24T16:15Z [----] followers, [--] engagements "How Senior Engineers Make Data Quality Look Easy Unlock the power of Databricks DQX to keep your data pipelines flowingeven when bad data strikes In this video youll learn how to validate quarantine and manage data quality issues without breaking your workflows. Well walk through real-world examples show you how to set up DQX and share pro tips to avoid common mistakes. Perfect for data engineers analysts and anyone working with big data on Databricks. Chapters: 00:00 - Intro: Why Data Quality Matters 00:20 - What Youll Learn 00:31 - Data Pipeline Analogy: Airport Security 00:57 - What is" [YouTube Link](https://youtube.com/watch?v=OEwnU3ooFwo) 2025-09-13T14:30Z [----] followers, [---] engagements "How to Troubleshoot Data Engineering Issues Like a Pro Marketing swore the campaign had generated sales. The dashboard said otherwise. The data was ingested transformed and modeled so where did it go In this video I walk you through exactly how I traced the records and uncovered the real issue.an old hardcoded filter that silently excluded everything tied to the campaign name. You'll learn: How to think like a data detective Step-by-step data troubleshooting framework Common culprits in missing data issues How to trace individual records across your stack And how to prevent this from" [YouTube Link](https://youtube.com/watch?v=Ox8_sMNHwHk) 2025-06-16T05:48Z [----] followers, [---] engagements "Ask Me Anything: Data Engineering in the Real World (From Career to Consulting) Behind the Scenes: How I Work Full-Time & Still Help Clients" [YouTube Link](https://youtube.com/watch?v=PNyBij57bNw) 2025-05-17T17:30Z [----] followers, [---] engagements "Master Python for Data Engineering: Real-World API Pipeline Example Looking for more business related data content - Businesses: Reach out for a free consultation https://gambilldataengineering.com/contact Learn more about starting your business's data journey: https://www.gambilldataengineering.com/business-concept-blog Individuals looking to learn more: https://www.gambilldataengineering.com/data-engineering The NEW Data Roadmap: https://www.gambilldataengineering.com/data-engineering-honeycomb Unlock the full potential of your QuickBooks data with this step-by-step guide to building a" [YouTube Link](https://youtube.com/watch?v=PTWDTMZnifo) 2024-10-10T01:15Z [----] followers, [---] engagements "8 Week Bootcamp to Jump Start Your Data Career Gambill Data [--] Week Data Engineering Fundamentals Roadmap: Week [--] Dimensional Modeling In this session we dive into the core concepts of dimensional modeling a foundational approach for designing data warehouses that support efficient analytics and reporting. You'll learn about star and snowflake schemas fact and dimension tables and best practices for structuring data to enable fast flexible business intelligence. Whether you're new to data engineering or looking to strengthen your understanding of data warehouse design this week provides" [YouTube Link](https://youtube.com/watch?v=Pr5vr2wsFEc) 2025-09-28T19:33Z [----] followers, [----] engagements "AI IS Coming for Your Data Job And I Was Wrong I'm done sugar coating it AI is coming for your data job to take it. and amplify it.or replace you with someone who knows how to use it better. In this video I walk through [--] years of data industry evolution.Crystal Reports DTS Hadoop Power BI and now AI.and explain how every generation of tools promised to eliminate roles like ours. But the truth The real work never went away.It just changed form. Youll learn: Why AI is the next tool in a long line of "job killers" How you can adapt and thrive with AI Why AI is an amplifier not a replacement" [YouTube Link](https://youtube.com/watch?v=PveB9l8sT-U) 2025-05-13T15:45Z [----] followers, [---] engagements "Don't Use Databricks Without Knowing This Unlock your career as a data engineer by mastering Databricks Delta Live Tables (DLT) In this video well show you how to move from firefighting pipeline failures to building automated reliable data flows that get you noticed and promoted. Learn the four essential steps to DLT mastery see real code examples and discover how DLT can save you time reduce outages and help you deliver business value. Chapters 00:00 - Introduction: The Data Engineers Dilemma 00:25 - Why Most Data Engineers Get Stuck 00:52 - What is Delta Live Tables (DLT) 01:25 - Step 1:" [YouTube Link](https://youtube.com/watch?v=QMrRwHlQRBc) 2025-08-08T15:45Z [----] followers, [---] engagements "Save $120k as a Data ArchitectA CEOs Secret Weapon 💰 One company saved $120000 per year by quitting the FAANG cosplay and building a system that actually fit their business. In this video I break down three real-world data architecture patterns that actually workand show you exactly: What they cost Who theyre for What problems they solve And when you're about to massively overbuild ⚠ If youre spending cloud-scale money on startup-scale needs this is your wake-up call. 🔍 Covered in this video: ✅ Pattern [--] The Simple Foundation 💸 $5K$20K/year [--] person teams SQL + Power BI setups ✅ Pattern 2" [YouTube Link](https://youtube.com/watch?v=QQGWFIYQ7eI) 2025-07-08T16:00Z [----] followers, [---] engagements "When To Jump From Analyst to Engineer: Your Data Career Roadmap Unlock the secrets to owning the data narrative in your organization In this video you'll learn the distinct roles of Data Analysts Analytics Engineers and Data Engineers and how each contributes to a smooth reliable data lifecycle. Get practical interview questions exercises and resources to level up your data career. Chapters 00:00 - Introduction: The Data Dilemma 00:18 - What Youll Learn 00:26 - Meet Your Host: 25+ Years in Data 00:42 - The Cost of Role Confusion 00:57 - Who Owns the Data Lifecycle 01:12 - Data Analyst: The" [YouTube Link](https://youtube.com/watch?v=QSe29Bk2DDU) 2025-09-15T15:30Z [----] followers, [---] engagements "Data Architecture Principles That Skyrocket Your Career Join Ramona and me on Data With Direction as we discuss architecture patterns that set you on a career trajectory beyond your greatest imagination. You want to earn more Show you have the skills to move the needle I remember a time when I created manual triggers that I had to babysit and watch for an hour only to walk away at a critical moment. With the tools and knowledge I have today I do it differently. Want to hear those stories and how Ramona and I tackle them now You'll have to join us live Can't make it Put your questions below" [YouTube Link](https://youtube.com/watch?v=RKsm8-RyeeY) 2025-06-24T18:54Z [----] followers, [--] engagements "7 Steps To Fix Messy Customer Data In Minutes Unlock the secrets of Master Data Management (MDM) with this hands-on Databricks demo In this comprehensive tutorial youll learn how to consolidate messy customer records into a single trusted golden record using real-world techniques. Well walk through the entire MDM workflow step-by-step covering data standardization deterministic matching survivorship rules and more. Whether youre prepping for a data engineering interview or looking to level up your data pipeline skills this video has you covered. Timestamps / Chapters: 00:00 - Introduction &" [YouTube Link](https://youtube.com/watch?v=ROF_c7p3Uvc) 2025-10-10T15:30Z [----] followers, [---] engagements "You Won't Get Hired Unless You Know This Interview Answer Unlock the secrets behind one of the most commonand misunderstooddata engineering interview questions: OLAP vs OLTP. In this video we break down the real-world differences use cases and the classic interview trap that separates junior from senior candidates. With practical analogies expert tips and visual breakdowns youll be ready to impress in your next interview Want to dive deeper into the differences between OLAP vs OLTP check out Joe Reis' book: Fundamentals of Data Engineering Joe Reis Matt Housley https://amzn.to/4lMN3Xh If you" [YouTube Link](https://youtube.com/watch?v=T2kNAgr3vXg) 2025-09-01T15:30Z [----] followers, [---] engagements "The Truth About AI SQL and Your Future Data Job Is AI coming for your data job This video clip dives into the current reality of AI in data roles exploring its capabilities and crucial limitations. While AI can assist with tasks like debugging discover why it's far from replacing human data professionals. We'll expose the "garbage in garbage out" principle inherent biases in AI training data (with surprising examples) and why trusting AI with complex tasks is like letting a child drive an autonomous car. Understand how AI can amplify miscommunication and the critical need for human oversight" [YouTube Link](https://youtube.com/watch?v=U3F4zN5qHkI) 2025-06-30T16:01Z [----] followers, [---] engagements "Data Quality Skills That Separate $80K from $150K Data Engineers Did you know that poor data quality could be costing your company up to 31% of its revenue Dirty datainformation that's inaccurate incomplete or duplicated. is a silent killer of profits leading to wasted marketing spend poor strategic decisions and a loss of customer trust. It's an anchor that drags down your entire operation. In this video we break down the real-world cost of bad data and give you a clear 5-step blueprint to turn your biggest liability into your most powerful asset. Learn how to establish effective data" [YouTube Link](https://youtube.com/watch?v=VKW6NhrRx6Y) 2025-06-14T07:00Z [----] followers, [---] engagements "Leveraging Your Passion To Break Into Data in [----] What happens when you mix a love for flying with a knack for data In this episode Im joined by Ridah one of my mentees and the founder of Aviadata a company using analytics to revolutionize how flight schools operate. Well dive into Ridahs learning journey how he developed his skills in data engineering and how hes applying those skills to solve real problems in the aviation industry. ✅ His biggest challenges and breakthroughs ✈ How flight schools are using analytics to improve training 📊 What it takes to turn passion into a data-driven" [YouTube Link](https://youtube.com/watch?v=WCNs4fFmo8o) 2025-06-20T22:25Z [----] followers, [---] engagements "Can This Simple Trick Save Your Data Project Your data pipeline didn't fail It LIED In this episode of Data Engineering [---] we dive deep into how to test your data pipelines detect schema drift validate data at every stage and build resilient workflows that protect your business from silent failures. You'll learn: ✅ How to catch future-dated orders and duplicate IDs 🧪 Property-based testing strategies ⚠ What happens when schema drift goes unnoticed 🧱 How to stage clean data into SQL Server 📊 Real-world horror stories of broken trust in data Plus we cover Python code for email alerts" [YouTube Link](https://youtube.com/watch?v=X_bFcSY2X4w) 2025-05-12T16:25Z [----] followers, [---] engagements "Every Data Engineer Needs This Simple Guide Unlock the secrets of CRUD and ACID two essential concepts every data engineer must master In this video we break down CRUD and ACID in plain language provide actionable career takeaways and walk through real-world scenarios to help you ace your next job interview and build reliable systems. Download the one-pager https://www.gambilldataengineering.com/gambill-data-business-templates#acid-crud Chapters: 00:00 - Introduction: Why CRUD & ACID Matter 00:22 - What is CRUD 00:40 - CRUD Operations Explained 01:12 - CRUD Interview Questions & Examples" [YouTube Link](https://youtube.com/watch?v=YIao7gcqGwQ) 2025-09-19T15:30Z [----] followers, [---] engagements "SQL Fundamentals for Data Engineers The $3 Million Mistake SQL is the language behind every report dashboard and insight your business relies on. But its also where silent mistakes can cost millions. Lesson 3: SQL Fundamentals (and a Window Function Bonus) A key lesson in your Data Engineering [---] series In this lesson I walk through the SQL fundamentals every data engineer must know and I show you how to avoid the mistakes Ive seen (and made) over the last 20+ years. ✅ SELECT / WHERE / ORDER BY ✅ JOINs explained (with a party guest list analogy) ✅ GROUP BY & Aggregations ✅ Subqueries vs." [YouTube Link](https://youtube.com/watch?v=YPSa-n5o5CI) 2025-04-23T21:02Z [----] followers, [--] engagements "Master Data Monitoring: The #1 Skill That Gets Data Engineers Promoted Are your data pipelines really as healthy as you think In this video Chris Gambill breaks down the essentials of Data Monitoring and Observabilitythe backbone of trustworthy high-performing analytics systems. Learn the key terms and tools every data engineer should know from metrics and alerts to traces logs and the SLAs that keep your stakeholders sleeping easy. Plus get a rapid-fire rundown of best-in-class platforms like Prometheus Grafana Datafold dbt and more. What youll learn: What is Data Monitoring vs." [YouTube Link](https://youtube.com/watch?v=YR27hDZdSOs) 2025-05-22T01:55Z [----] followers, [---] engagements "Why You're Still A $80k Data Engineer You're a technically skilled data engineer. So why is your salary stuck in the mud while others are clearing $150k $180k or more The answer isn't learning another tool. It's fixing the career-killing mistakes you don't even know you're making. Your technical skills have become a blind spot preventing you from seeing what actually gets you paid and promoted. This video is the intervention you should have gotten years ago. We diagnose the three diseases that infect brilliant but underpaid engineers and give you the specific painful antidote for each one." [YouTube Link](https://youtube.com/watch?v=YmFAGRezR4M) 2025-06-27T05:59Z [----] followers, [---] engagements "This Data Engineering Skill is Worth $50K/YR Unlock the power of Big O Notation and see how understanding algorithmic complexity can transform your software engineering career. This video breaks down Big O in simple terms shows real-world cost scenarios and gives you actionable steps to level up your technical skills and salary. Chapters: 00:00 Introduction: Why Big O Matters for Your Career 00:44 The $50K Salary Difference & Promotion Impact 01:03 What is Big O Notation 01:10 Common Complexity Classes (O(1) O(log n) O(n) O(n)) 01:43 Cost Curves & Real-World Impact 02:14 Nested Loop Disaster" [YouTube Link](https://youtube.com/watch?v=aeid-Gk01-E) 2025-08-13T13:30Z [----] followers, [---] engagements "5 Rookie Mistakes in Data Engineering (Live) Are you new to data engineering and worried about common pitfalls derailing your projects Join me LIVE tonight as we dive into the top [--] rookie mistakes every fresher makes andmore importantlyhow you can avoid them ✅ Learn from real-world examples and save hours of headaches. ✅ Engage in interactive Q&A to solve your specific challenges. ✅ Walk away with immediate actionable tips to boost your skills. Bring your questions and your storieslets tackle these pitfalls together and set you up for success 📅 Live: Dont miss your chance to ask an expert" [YouTube Link](https://youtube.com/watch?v=bdRCrzV3JyQ) 2025-03-29T15:20Z [----] followers, [--] engagements "5 Revolutionary AI Tools for Data Engineers Are endless data prep tasks holding back your team In this video discover five powerful AI tools that tackle everything from automated machine learning to data cleaning visualization and observabilityplus one bonus solution that pulls it all together. Learn how real organizations have: ⚡ Slashed Data Prep Time by 70% using tools like Trifacta and OpenRefine 🔎 Boosted Model Accuracy with AutoML platforms (@H2Oai AutoML and DataRobot) Reduced Data Incidents by 90% using AI-driven observability (Monte Carlo) 📈 Elevated Data Visualization with" [YouTube Link](https://youtube.com/watch?v=c3cr2CFlUPU) 2025-02-27T19:15Z [----] followers, [--] engagements "5-Step Blueprint for Cloud Migration Success Looking for more business related data content - Businesses: Reach out for a free consultation https://gambilldataengineering.com/contact Learn more about starting your business's data journey: https://www.gambilldataengineering.com/business-concept-blog Individuals looking to learn more: https://www.gambilldataengineering.com/data-engineering The NEW Data Roadmap: https://www.gambilldataengineering.com/data-engineering-honeycomb Looking to migrate your business from on-premises to Azure but don't know where to start In this video we break down the" [YouTube Link](https://youtube.com/watch?v=d2oNng2FFO0) 2024-12-02T17:15Z [---] followers, [--] engagements "ETL Concepts (Easiest Explanation): Azure Synapse Analytics pipeline demo Dive deep into the ETL process-Extract Transform Load with Azure Synapse Pipeline Example. Learn what ETL means and why it is important to data engineering and data driven organizations. Whether you're a beginner or a seasoned data engineer mastering ETL is crucial for turning raw data into actionable insights. After covering the concepts I provide a walkthrough of pulling data from a REST API and loading the data into an Azure SQL Server via an Azure Synapse Pipeline If you have not seen this before you don't want to" [YouTube Link](https://youtube.com/watch?v=eF_q_xA0v5w) 2024-06-10T06:34Z [--] followers, [--] engagements "Debunking Data Engineering Myths: The Truth No One Tells You Youve probably heard this one: Data engineering Thats just building pipelines right Or maybe Only the tech giants care about that stuff. Well Im Chris and Ive spent the last [--] years building everything from messy Excel nightmares to modern cloud architectures" [YouTube Link](https://youtube.com/watch?v=eboIbEL1Gu4) 2025-05-24T05:36Z [----] followers, [---] engagements "Learn These [--] AI Skills The landscape for data engineering already looks like a who's who of applications languages and frameworks. Then you add AI skills on top of that It can feel overwhelming Join me as I discuss the top [--] AI skills in demand and why it isn't as overwhelming as it seems Join me live as I answer your questions Can't make it Ask your questions below now and I'll queue them up for the live stream" [YouTube Link](https://youtube.com/watch?v=fK_75G-s77w) 2025-07-19T06:18Z [----] followers, [---] engagements "3 Data Engineering Problems You Need to Try Before Your Next Interview 🔐 This week's Gambill's Gauntlet tackles one of the most important-but often overlooked-topics in data engineering: Orchestration & Security. Are your pipelines bulletproof Can they handle schema drift secret exposure and silent failures 💥 You'll learn: How to orchestrate around late-arriving data Secure alternatives to hardcoded API keys How to catch and recover from silent pipeline failures PLUS: We spotlight Zaffer's awesome response to last week's partitioning challenge don't miss it. 🧠 This Week's Gauntlet" [YouTube Link](https://youtube.com/watch?v=fN0xawimmmU) 2025-05-13T01:12Z [----] followers, [--] engagements "Evolution of Data Engineering Jobs and Will AI Change It Forever Turn your videos into live streams with https://restream.io" [YouTube Link](https://youtube.com/watch?v=giR50HRNnqE) 2025-05-05T11:48Z [----] followers, [--] engagements "STOP Doing Python Installation the Hard Way Discover PIP Master Python package management with this in-depth tutorial Learn how to install uninstall and manage packages efficiently using pip. Discover best practices for creating requirements files managing dependencies and working with virtual environments in Visual Studio Code. Boost your Python project productivity today Subscribe for more Python tips and tricks. #python #pip #packagemanagement #dataengineering #tutorial #programming #visualstudiocode Then dive deeper with our extended Python walkthrough and MARVEL API project:" [YouTube Link](https://youtube.com/watch?v=gs0yA69EUr0) 2024-08-02T12:15Z [---] followers, [---] engagements "Master Dimension Tables and Slowly Changing Dimensions for Data Warehousing Learn all about dimension tables and slowly changing dimensions (SCDs) in this comprehensive guide for data engineers and data analysts. Master how to model and manage dimension tables within your data warehouse to unlock valuable insights. Discover the difference between dimension and fact tables explore various types of SCDs (Type [--] [--] and 3) and gain practical knowledge through example interview questions and answers. Perfect for anyone looking to enhance their data modeling and management skills. Chapters: 00:00" [YouTube Link](https://youtube.com/watch?v=h5ZH0_RoIo0) 2024-06-25T16:15Z [----] followers, [---] engagements "Jump Start Your Data Career With This [--] Week Bootcamp This week's lesson from "The Pragmatic Programmer" teaches you how to write maintainable high-quality code that won't wake you up at 2AM when a one-off job comes back to haunt you. 🔧 YOUR DRILL: ✅ Refactor one job you own ✅ Move magic values to config files ✅ Standardize naming conventions ✅ Add comments explaining your logic 💡 INTERVIEW IMPACT: "We cut rework by documenting conventions and building a config loaderfollow-up changes took minutes instead of days." That's the kind of impact hiring managers remember. 📚 Want to level up" [YouTube Link](https://youtube.com/watch?v=he6d_pKIOPc) 2025-10-05T05:26Z [----] followers, [---] engagements "SQL Practices Costing You $30K/YR Unlock your next promotion by mastering SQL performance In this video you'll learn how to identify and fix hidden inefficiencies in your SQL queries boost your impact and accelerate your career growth. Real-world examples before-and-after refactors and actionable steps to make your SQL run faster and your work more visible. Download the checklist: https://www.gambilldataengineering.com/gambill-data-business-templates#sql-optimization For those of you that are learn by reading: SQL For Databricks: https://amzn.to/4fV4nrW Timestamps: 00:00 Introduction: Why" [YouTube Link](https://youtube.com/watch?v=i59XJHlNFTQ) 2025-08-22T15:30Z [----] followers, [---] engagements "Fix Slow Excel Dashboards With Python Today YouTube Description: Unlock the power of Python for data cleaning automation and dashboardingeven if youre a total beginner In this hands-on tutorial youll learn how to clean filthy CSVs process millions of rows in seconds and rebuild slow Excel dashboards in Python then load your data directly into Power BI for blazing-fast reports. Whether youre a business analyst Excel power user or aspiring data scientist this step-by-step guide will help you become your companys data hero. Well cover real-world problems show you how to avoid common pitfalls and" [YouTube Link](https://youtube.com/watch?v=jM4flfd7hsE) 2025-07-29T03:30Z [----] followers, [---] engagements "Your Code Is Worthless (Until You Learn This [--] Skill) So you did the homework. You realized your technical skills aren't enough and you're here for the antidote. Good. This video delivers the masterclass you were promised: the exact framework to translate your code into influence promotions and cash. If you feel like the smartest most undervalued person on your team it's likely because you're a "Brilliant Liability." You speak in code; the business speaks in dollars and deadlines. This session bridges that gap permanently. We'll dissect "The 'So What' Drill" and elevate it with the "Domino" [YouTube Link](https://youtube.com/watch?v=kCX5uecght8) 2025-06-27T06:00Z [----] followers, [---] engagements "Dont Miss Out On $120k/YR Because You Dont Know Are you preparing for a data engineering interview Dont get caught off guard by Slowly Changing Dimension (SCD) questions In this video youll learn the difference between SCD Type [--] Type [--] and Type [--] see real-world interview questions and get actionable tips to ace your next technical interview. Chapters: 00:00 Introduction: The SCD Interview Trap 00:25 What Are SCDs 01:16 Why SCD Questions Matter 01:44 SCD Type [--] Explained 02:11 SCD Type [--] Explained 02:18 SCD Type [--] Explained 02:37 Real-World Example: Customer Address Changes 02:48 How to" [YouTube Link](https://youtube.com/watch?v=kIAoLpO-O-o) 2025-08-12T03:30Z [----] followers, [---] engagements "The FUTURE of Data Ethics in AI by [----] Weve entered the Atomic Age of AI. The question is will we act ethically or repeat history This short video is a companion to my full Medium article: 🔗 Read the full article here: https://medium.com/@chris.gambill_28508/ai-is-the-atomic-age-of-our-time-1b3613f9c5c3sk=630be118573f1e5c0a00668872655acc In just [--] minutes well break down: Why AI is more than just a tool.it's a turning point The myth of neutral data and how it shapes bias What business leaders must understand about ethical AI My 5-question AI & Data Ethics Checklist you can start using today" [YouTube Link](https://youtube.com/watch?v=kUSCnTgxyXA) 2025-05-20T02:57Z [----] followers, [---] engagements "How Nonprofits Win With Data: With Lindsay Morgia (The Data Coach) Join Chris Gambill and special guest Lindsay Morgia (The Data Coach) for a live in-depth discussion on how nonprofits can use data to drive real impacteven on a shoestring budget. Well cover Lindsays career journey the unique data challenges facing nonprofits budget-friendly tools data strategy governance and the skills you need to succeed in the nonprofit data world. Whether youre a data professional nonprofit leader or just curious about making data work for good this session is packed with practical insights and real-world" [YouTube Link](https://youtube.com/watch?v=kykw8SX120M) 2025-06-07T15:21Z [----] followers, [--] engagements "Why Data Silos Happen And How To Fix It Is your organization suffering from data chaos When the sales team has one number marketing has another and operations has a third it's impossible to make sound business decisions. This problem known as data fragmentation is a silent killer of productivity and trust. In this video we break down exactly why data fragmentation happens and give you a practical step-by-step playbook to fix it. We explore the common causes from short-term fixes and departmental silos to the challenges of integrating new companies and the hidden dangers of "homebrew"" [YouTube Link](https://youtube.com/watch?v=l-Em8qRKJWE) 2025-06-18T15:37Z [----] followers, [--] engagements "Top Rookie Mistakes Data Engineers Make (And How to Avoid Them) Are you a fresh-faced data engineer or aspiring to break into the field In this live session were diving into the most common rookie mistakes data engineers make and more importantly how to avoid them From messy naming conventions to missing indexes these lessons will save you time frustration and maybe even your job. Ill also share real-world stories and practical tips to help you grow from a beginner to a pro. Stick around for an engaging discussion and bring your questionswhether you're struggling with SQL Python or building" [YouTube Link](https://youtube.com/watch?v=mD6f4YsCuzA) 2025-01-25T16:25Z [----] followers, [--] engagements "5 Data Engineering Mistakes Thatll Haunt You (and How to Avoid Them) Are your pipelines fragile overcomplicated or hiding silent data failures In this live session Ill walk you through [--] of the most commonand costlymistakes Ive seen in 25+ years of data engineering. From schema drift disasters to overengineered tech stacks Ill break down real-world examples and teach you how to build smarter cleaner and more reliable data systems. ✅ What youll learn: How to future-proof against schema changes Why simple tools often outperform complex ones Where data quality goes to dieand how to fix it How to" [YouTube Link](https://youtube.com/watch?v=mqIE06Hi49Y) 2025-05-02T18:36Z [----] followers, [--] engagements "3 SHOCKING Things Power BI Can NOT Do Are you doing ETL in Power BI NO Find out more" [YouTube Link](https://youtube.com/watch?v=n0E8Ugalxww) 2025-03-19T17:49Z [----] followers, [---] engagements "Must-Know Data Governance Skills That Keep You Safe In this video I walk through critical data governance guardrails every data team should implement to protect their systems satisfy auditors and avoid career-ending mistakes. Were talking about real-world data governancenot academic fluff. Youll get a downloadable Data Governance Workbook with Data ownership & access review templates Vendor & credential audit tracking Quarterly review logs Policy sign-off sheets And a full glossary + usage guide ⚠ If your organization cant answer Who owns this dataset or Who accessed this last monthyoure" [YouTube Link](https://youtube.com/watch?v=n18OElfGEiM) 2025-05-30T20:15Z [----] followers, [--] engagements "SQL Rank Mistake Everyone Makes Is your front-end betraying you Mixing RANK() and DENSE_RANK() can create gaps in leaderboards mis-paid bonuses and angry stakeholders. In just [--] seconds learn how to lock down one function and avoid costly rank disasters. 🔔 SUBSCRIBE for more SQL quick-wins: https://www.youtube.com/@GambillDataEngineeringsub_confirmation=1 💬 Share your worst #RankFail story in the comments 👍 Like if you found this helpful. 📘 Related tutorial: Data Engineering 101: SQL Fundamentals https://youtu.be/YPSa-n5o5CI 📘 Full Data Engineering [---] course:" [YouTube Link](https://youtube.com/watch?v=n1cVti7FB04) 2025-05-01T18:35Z [----] followers, [---] engagements "Upgrade Your Data Career by Enhancing Your Communication Skills In this Data Engineer Quick Byte I'm sharing a crucial soft skill that often gets overlooked: communication. Being able to clearly explain the "why" behind our technical decisions can make or break the success of a data project. It's not just about building reliable pipelines or optimizing queries-it's about ensuring that every stakeholder understands the value we're creating. Next time you're in the weeds of coding take a moment to think about how you'll share those insights with your team. Communication can turn good data work" [YouTube Link](https://youtube.com/watch?v=o2xw38oPEV0) 2024-12-13T21:20Z [---] followers, [---] engagements "Nail Your Data Engineering Interview Handling Failures Scaling and Project Handoff Ever get a [--] a.m. call because your pipeline crashed. and your company just lost $30000 Most data engineers wont admit it but thats the real test of productionization and scaling. In this weeks Gambills Gauntlet Ill show you how senior data leaders actually answer the questions that make or break your career access control compliance breach response and proving your dashboards under real audit fire. Then we drop three brutal real-world Gauntlet questions on production scaling handoff and Friday night disasters." [YouTube Link](https://youtube.com/watch?v=oKN_h6_SfkM) 2025-06-04T03:30Z [----] followers, [--] engagements "Data Engineer Career Path: From Novice to Ninja Thinking about a career in data engineering This live stream dives deep into everything you need to know Career Insights: Discover what inspired me to become a data engineer and what a typical day looks like. Skill Development: Learn the most in-demand skills for data engineers and how to stay up-to-date with the latest trends. Career Progression: Explore different career paths certifications and tips for negotiating a higher salary. Job Hunting: Get expert advice on acing data engineering interviews. Work-Life Balance: Learn how to maintain a" [YouTube Link](https://youtube.com/watch?v=oLxmJFrkIAo) 2024-08-25T06:12Z [---] followers, [---] engagements "Data Orchestration and Security: Don't Hand Your Credentials To A Hacker Would you hand your house keys to a stranger Thats exactly what its like when you build data pipelines without proper security. In this episode of Data Engineering [---] we break down how to secure your orchestration workflows using retries secrets vaults alerting and structured design. 🔒 Well walk through: What orchestration really means Why hardcoded secrets are a silent disaster How to secure your Airflow DAGs Real-world security horror stories Code snippets using Azure Key Vault & AWS Secrets Manager 🎯 Whether you're" [YouTube Link](https://youtube.com/watch?v=oSqSlo4e7Co) 2025-05-18T03:18Z [----] followers, [--] engagements "What is ETV: Hot Data Trend or Next Data Engineering Headache Tonight I'll be discussing a data trend where people are relying on a architecture process called ETV and calling it ETL. What is it and why it isn't sustainable tonight" [YouTube Link](https://youtube.com/watch?v=pKao7s2P-jo) 2025-03-15T15:53Z [----] followers, [---] engagements "Data Engineering AMA: Discussing AI with Nathan Smyth See you LIVE at 10PM ET 🚀 Dont forget to like & subscribe so you dont miss it It's Friday Yet Again Tonight we do our normal AMA as well as having a special guest Nathan Smyth will be here to talk about his experiences as a developer his [--] hour long engineering interview our opinion on the future of ETL the future of engineers as we see tools like Deepseek emerge and more You don't want to miss it Connect with Nathan: https://www.linkedin.com/in/nathansmyth/ Learn more With Udemy Using these affiliate links supports the channel and cost" [YouTube Link](https://youtube.com/watch?v=pZA155HX07E) 2025-02-08T16:07Z [----] followers, [--] engagements "Senior Data Engineers Master This Streaming Data Method Unlock the power of real-time data streaming in Databricks In this step-by-step tutorial you'll learn how to create and configure Lake Flow Declarative Pipelines using Databricks Free Edition. Whether you're prepping for an interview or building your first ETL pipeline this walkthrough covers everything from project setup to streaming table creation variable management and best practices for dynamic scalable data engineering. Chapters: 00:00 - Introduction & Databricks Streaming Options 00:36 - Starting a New Pipeline in Databricks 00:57" [YouTube Link](https://youtube.com/watch?v=puMgnoIwodc) 2025-10-13T15:30Z [----] followers, [---] engagements "How to Become a Data Architect (the Ultimate Guide) Looking for more business related data content - Businesses: Reach out for a free consultation https://gambilldataengineering.com/contact Learn more about starting your business's data journey: https://www.gambilldataengineering.com/business-concept-blog Individuals looking to learn more: https://www.gambilldataengineering.com/data-engineering The NEW Data Roadmap: https://www.gambilldataengineering.com/data-engineering-honeycomb Embark on a transformative journey from data engineer to data architect Thinking about your next career move" [YouTube Link](https://youtube.com/watch?v=q43jUUpxVNI) 2024-10-31T01:05Z [----] followers, [----] engagements "Orchestrating AI Swarms: Can Data Engineers Orchestrate The Chaos The biggest failures in AI today dont come from bad prompts. they come from broken systems. In this video I break down why AI agents need orchestration just as much as data pipelines do. If you're a data engineer you're already equipped with the exact mindset and tools needed to lead this next wave of intelligent automation. 📌 Topics covered What agent orchestration actually means Why your skills already transfer (DAGs LangGraph retries AutoGen etc.) Where most AI agents fail in real-world systems How to get started today with" [YouTube Link](https://youtube.com/watch?v=qnF0Rowu__M) 2025-06-10T03:30Z [----] followers, [---] engagements "Top Databricks Ingestion Method To Impress Your Interviewer Unlock the secrets to Databricks Lakeflow Connect In this comprehensive guide well walk you through proven strategies common pitfalls and expert tips to ensure your data flows smoothly and efficiently. This video will help you optimize your ingestion process avoid costly mistakes and get the most out of your databricks investment. Chapters: 00:00 - Introduction: If ingestion is eating your budget 00:07 - Connector shelf & Lake Flow Connect overview 00:21 - [--] Years in Data Engineering 00:32 - Winning Patterns & Audit Trails 00:59 -" [YouTube Link](https://youtube.com/watch?v=rNESi_uhCEo) 2025-08-20T15:30Z [----] followers, [---] engagements "Change Your Career Trajectory In [--] Minutes Unlock the power of Python for data cleaning analysis and dashboard automation In this step-by-step tutorial you'll learn how to process filthy CSVs handle millions of rows in seconds and rebuild slow Excel dashboards in Pythonthen load them directly into Power BI. Whether you're a beginner or looking to level up your data skills this video will help you become your company's data hero. Chapters: 00:00 - Introduction & What Youll Learn 00:23 - Problem X: Dirty Source Files 01:05 - Cleaning Data in Python 01:49 - Vectorization: Speeding Up Data" [YouTube Link](https://youtube.com/watch?v=riK69EmPvhk) 2025-07-24T05:34Z [----] followers, [---] engagements "Battle of the AIs: ChatGPT vs. Claude AI SHOWDOWN between: OpenAI and Anthropic Which AI will come out on top Tune in to find out We put them head-to-head in a showdown of their generative AI capabilities. We explore the strengths and limitations of each platform in terms of speed ethics and flexibility. Watch as we compare how OpenAI's GPT-4 and Anthropic's Claude stack up against each other when generating synthetic datasets and addressing complex data engineering tasks. Anthropic AI API: https://console.anthropic.com/dashboard OpenAI API: https://platform.openai.com/ For the full python" [YouTube Link](https://youtube.com/watch?v=rqTj4kjzDhE) 2024-09-13T03:41Z [---] followers, [--] engagements "Data Engineering 101: Learn Medallion Architecture (The Right Way) Trust isn't optional it's the only thing that keeps data teams alive. In this deep-dive lesson we're going beyond buzzwords to the brutal truth: How broken Silver layers unchecked schema drift and misinformation pipelines destroy companies from the inside. In this video you'll learn: ✅ The real meaning of Bronze Silver and Gold ✅ How promotion failures quietly ruin boardroom decisions ✅ Why schema drift is the sniper you never see coming ✅ The difference between operational dashboards and strategic intelligence ✅ What happens" [YouTube Link](https://youtube.com/watch?v=ruyspp2j9aY) 2025-04-30T21:14Z [----] followers, [--] engagements "Build The Future: Modern Data Engineering With Microsoft Fabric Ready to stop fighting spreadsheet chaos and deliver trusted data. fast In this kickoff episode of my new Azure Data Engineering series Ill show you why modern data pipelines are the foundation of every winning data team. Youll hear real-world horror stories see exactly whats possible with Azure Fabric Data Factory and Power BI and get a sneak peek at how you can start building a production-grade data platform from scratch. Whether youre prepping for the DP-700 or DP-600 exams or just want to finally end spreadsheet chaos this" [YouTube Link](https://youtube.com/watch?v=s31kVjQh0Aw) 2025-06-12T03:30Z [----] followers, [---] engagements "Land a High-Paying Data Job in [----] With These [--] Skills You Know the BasicsNow Master the Skills That Will Skyrocket Your Income Want to land a high-paying data engineering job in [----] These six must-have skills will give you a competitive edge in the data world. From SQL optimization and data contracts to automation and business impact learn exactly what hiring managers are looking for. Which skill do you think is the hardest to master Drop a comment below Level Up Your Skills Udemy Courses: Get expert-led courses on SQL Python dbt Airflow & more Airflow : http://bit.ly/4b7GqLv Write" [YouTube Link](https://youtube.com/watch?v=sB4c8Au9yNc) 2025-02-21T07:15Z [----] followers, [---] engagements "How To Win Job Offers and Promotions Are you tired of your data engineering work going unnoticed I reveal the #1 reason data engineers get stuck and how you can break through by clearly explaining your ROI. Learn a simple framework to connect your projects to real business value boost your career and finally get the recognition (and salary) you deserve. Chapters: 00:00 Why Your Work Isnt Getting Noticed 00:36 The ROI Framework: Time Cost Business 01:15 The Mindset Shift That Changes Everything 02:00 Real-World Example: Databricks Optimization 03:10 The ROI Formula You Can Steal 03:50 How to" [YouTube Link](https://youtube.com/watch?v=sDzAYz8MhTQ) 2025-08-01T03:30Z [----] followers, [---] engagements "Gambill Data Foundation Bootcamp: Week [--] Foundations of Data Engineering Fundamentals Unlock the secrets to building reliable data systems This week we break down the core principles from Joe Rices Fundamentals of Data Engineering so you can design with confidence avoid burnout and impress in interviews. Watch for actionable tips key concepts and your weekly mission Affiliate Links to resources: They are not small So my suggestion is go out and get Audible Here is the link: https://amzn.to/424vyut Video from Joe Reis and Matt Housley on insights from the book" [YouTube Link](https://youtube.com/watch?v=sbTH5fvYZew) 2025-09-20T17:44Z [----] followers, [----] engagements "Essential Data Engineering Skills You Need to Succeed Considering a career as a Data Engineer in [----] Find out what skills you need to master to be successful in this exicting career ➕ Follow me on LinkedIn: https://www.linkedin.com/in/databasemanagement/ 💻 Check out consulting & resources: gambilldataengineering.com #analyticsengineer #dataengineering #dbt #careerstrategy #finaldatadestination #gambilldata 00:00 Skills To Master in [----] 00:28 What are we covering 00:48 Serverless Computer and RTA 01:00 AI And Machine Learning 01:25 Skills Data Engineers Need Beyond [----] 01:50 Build a Strong" [YouTube Link](https://youtube.com/watch?v=sibr72lfgO4) 2025-04-12T00:00Z [----] followers, [---] engagements "Data Engineering Made Simple Roadmap & Resume Tips for Freshers Are you dreaming of becoming a data engineer but feeling overwhelmed by all the skills tools and concepts you need to master Or are you a fresher struggling to build a resume that stands out to recruiters In this video I'm breaking it all down for you: ✅ The Data Engineer Honeycomb of Traits: A visual roadmap to guide your learning journey. ✅ Key Skills & Tools: From SQL and Python to data modeling and cloud platforms. ✅ Project-Based Resume Example: How to showcase your skills even if you don't have formal work experience. 💡" [YouTube Link](https://youtube.com/watch?v=sj8IWyRfTBQ) 2025-01-13T20:45Z [----] followers, [---] engagements "The Skill That Gets Data Engineers Hired in [----] Want to land your next data engineering role Mastering PySpark in Databricks is the career skill that separates interview winners from everyone else. In this video Ill show you exactly how PySpark works why companies rely on it for big data and how you can use it to stand out in interviews. What youll learn in this video: 🔹 PySpark fundamentals in under [--] seconds 🔹 Why Databricks + PySpark matters for real companies 🔹 Five interview-ready PySpark coding examples (with common mistakes) 🔹 Practical exercise to test your skills in Databricks" [YouTube Link](https://youtube.com/watch?v=t3vfNTvRFaI) 2025-10-01T15:30Z [----] followers, [---] engagements "9 Myths About Data Engineering (And the Truth) Debunking Data Engineering Myths The Truth No One Tells You Think data engineering is just about writing code and building pipelines Think again. In this video Im exposing the top myths that keep businesses stuck. and data engineers frustrated. From Its just coding and Airflow to Only the tech giants need this stuff these misconceptions nearly derailed my own career (and almost cost my company a sales quarter). Ill share the real stories break down what the job is actually about and reveal why soft skills business understanding and adaptability" [YouTube Link](https://youtube.com/watch?v=tmMhTl5dEOk) 2025-05-26T16:35Z [----] followers, [--] engagements "Stop Losing Money on Your Next Job Offer Negotiate Like a Pro or Stay Underpaid in [----] Unlock the secrets to salary negotiation as a data engineer in [----] In this video you'll learn exactly what to say when to say it and how to anchor your value so you never leave money on the table again. Whether you're entry-level or a seasoned pro these strategies will help you maximize your compensation avoid common mistakes and confidently navigate every stage of the offer process. Timestamps / Chapters: 00:00 - Why Most Data Engineers Stay Underpaid 00:24 - Understanding [----] Compensation Bands 00:47 -" [YouTube Link](https://youtube.com/watch?v=uUHVYJJSUJ0) 2025-07-26T02:30Z [----] followers, [---] engagements "Stop Cleaning Dirty Data The Smart Way To Fix Data Quality 🚀 Stop Cleaning Dirty Data Here's the Smart Way to Fix Data Quality 🧠 In this short video we reveal the secret to ending your data quality nightmares. Instead of endlessly cleaning dirty data learn how to fix the problem at its source Key points: ✅ Find your data owners ✅ Coach your users effectively ✅ Create a data quality culture By focusing on prevention you'll save time reduce frustration and make better business decisions. It's time to transform your approach to data quality 📊 What's your biggest data quality challenge Share" [YouTube Link](https://youtube.com/watch?v=vT1hBnzWnzA) 2024-09-18T15:35Z [----] followers, [---] engagements "How AI is Changing Your Data Job How does AI impact the real-life of a Data Engineer in a Sales organization" [YouTube Link](https://youtube.com/watch?v=w1yMS3b_Tkg) 2024-12-19T18:09Z [----] followers, [---] engagements "How To Ace Your Data Engineering Interview (2025 Weekly Q&A) Are you ready for the questions that *really* separate data engineers from the rest This episode breaks down the most common.and toughest compliance and governance questions youll face in a data engineer interview. From GDPR and HIPAA to access control audit trails and regulatory requirements youll learn how top data leaders frame answers that actually win offers. No generic advice. No checklists. Just proven practical strategies for tackling the toughest topics: compliance governance data privacy and risk. so you can stand out to" [YouTube Link](https://youtube.com/watch?v=wAbgd0OxWG4) 2025-05-29T15:17Z [----] followers, [--] engagements "Data Disasters That Happen When Credentials Are Exposed in GIT Your data pipelines could be wide open and you wouldnt even know it. In this episode of Data Words we break down how access control secrets management and least privilege can make or break the security of your orchestration. Ill share a real story of a vendor pushing credentials into GitHub (yes seriously) and explain how to avoid becoming the next cautionary tale. Youll learn: ✔ What access control secrets management and least privilege actually mean ✔ Why storing secrets in code is a ticking time bomb ✔ How to build a defensible" [YouTube Link](https://youtube.com/watch?v=wCNSZuOFjjg) 2025-05-15T01:00Z [----] followers, [--] engagements "How Data Engineering Saved A Company $187000 Annually Looking for more business related data content - Businesses: Reach out for a free consultation https://gambilldataengineering.com/contact Learn more about starting your business's data journey: https://www.gambilldataengineering.com/business-concept-blog Individuals looking to learn more: https://www.gambilldataengineering.com/data-engineering The NEW Data Roadmap: https://www.gambilldataengineering.com/data-engineering-honeycomb 💼 Transform your business's data chaos into clarity Watch how I helped a company save $187000 annually using" [YouTube Link](https://youtube.com/watch?v=wUfFd80RZmc) 2024-11-16T14:15Z [----] followers, [--] engagements "Hive Metastore vs Unity Catalog: The Ultimate Career Upgrade Discover how mastering Databricks Unity Catalog can elevate you from a mid-level to lead data engineer. Learn why migrating from Hive Server matters and how it impacts data governance. I'll share the secrets to effective data management and show you how Metadata and Data Lineage features can set you apart. One-Pager with Resources and Exercises: https://www.gambilldataengineering.com/business-templates#hive-uc Affiliate Resources: [--]. Beginner Foundation (Hive vs UC Medallion framing) Fundamentals of Data Engineering by Joe Reis &" [YouTube Link](https://youtube.com/watch?v=yaoCS5w_vS8) 2025-09-22T15:30Z [----] followers, [---] engagements "Why Shift Left Is Changing Data Teams Everywhere Shift Left is more than a software termits the missing piece in your data pipeline strategy. In this short I break down how to apply Shift-Left principles in data engineering using schema validation data contracts and team alignment. Catch bad data before it breaks things. Subscribe for more battle-tested insights from real-world data projects. #DataEngineering #ShiftLeft #DataQuality #ETL #DataContracts" [YouTube Link](https://youtube.com/watch?v=-1DgURuRY5Q) 2025-05-05T01:47Z [----] followers, [---] engagements "The Real Reason Your Databricks Costs Are Skyrocketing Your Databricks bill is skyrocketing not because your data is too big but because your "data shape" is inefficient. Most engineers react to slow pipelines by scaling up the cluster. this doesn't fix the problem; it just burns money faster. In this video I break down the specific optimization strategy that stopped the cash bleed. We move beyond standard AQE and Salting fixes to tackle the real bottleneck: Inefficient Shuffling and I/O. You will learn how to manually reshape your data to minimize network traffic how to cache without blowing" [YouTube Link](https://youtube.com/watch?v=-K-OGfINs0A) 2025-11-17T16:30Z 11.4K followers, [---] engagements "Spark vs Pandas: Why Data Engineers Must Master Spark for Big Data YouTube Shorts Spark vs Pandas: Why Data Engineers Must Master Spark for Big Data" [YouTube Link](https://youtube.com/watch?v=11w4-3Ef0dY) 2025-11-14T01:48Z [----] followers, [--] engagements "Your Production and Test Environments Are Drifting Apart Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Designing Data-Intensive Applications https://amzn.to/45QIzci Spark and Python for Big Data with PySpark https://trk.udemy.com/DyEE7y Fundamentals of Data Engineering https://amzn.to/4lMN3Xh The Complete Hands-On Introduction to" [YouTube Link](https://youtube.com/watch?v=1qAtbwm1tT8) 2025-12-15T16:30Z 11.4K followers, [---] engagements "The Databricks DLT Setup Most Engineers Get Wrong Unlock the power of Databricks Lakehouse with this comprehensive tutorial In this video youll learn how to build robust ETL pipelines using Delta Live Tables (DLT) on the Databricks platform. Well walk through the entire processfrom setting up your workspace and ingesting data to transforming optimizing and managing your data pipelines for analytics and machine learning. Whether youre a data engineer analyst or just getting started with Databricks this guide covers: What is the Databricks Lakehouse architecture How to create and configure" [YouTube Link](https://youtube.com/watch?v=2Kb9AnsMuks) 2025-11-03T16:30Z 11.4K followers, [---] engagements "Gambill Gauntlet Weekly Leaderboard Data Engineer Interview Weekly Leaderboard Thank you to those that have participated. If you haven't gone in yet and provided answers you can go back to the previous videos and answer NOW for your chance to win notoriety and fame during our Friday night live sessions Practice answering data interview questions and get expert advice and feedback Looking to get more technical practice Join Codecademy while supporting the channel If you are a high school or college student you get 35% off with this link: https://www.pntrs.com/t/2-591852-361892-213588 Not a" [YouTube Link](https://youtube.com/watch?v=2KoY5SCiNvc) 2025-03-30T17:39Z [----] followers, [--] engagements "Data Engineering Leader Reveals Beginner Roadmap Are your dashboards collecting dust Discover how to turn your data into real business impact with actionable storytelling techniques In this YouTube Short learn why clarity beats complexity how to design for decisions and the secret to making your insights impossible to ignore. Perfect for data engineers analysts and anyone ready to level up their influence. Storytelling With Data Cole Nussbaumer Knaflic https://amzn.to/4lH98pZ Chapters: 00:00 - The Problem: Dashboards Without Impact 00:10 - Why Clarity Matters 00:20 - Storytelling with Data:" [YouTube Link](https://youtube.com/watch?v=62jPeiL1Vhw) 2025-10-21T15:30Z [----] followers, [---] engagements "From Code Monkey to In Demand Data Engineer: The [----] Pivot The era of the "Code Monkey" is over. In [----] writing boilerplate Python or clicking buttons in a GUI won't be enough to keep your job. The AI hype cycle is in mid-gear and automation is wiping out "middle-skill" engineering roles. So how do you survive In this highlights reel from our recent Live AMA we break down exactly what skills you need to pivot toward to stay relevant. We discuss why fundamentals like data modeling are more critical than ever why universities are failing to keep up and why you need to start paying attention" [YouTube Link](https://youtube.com/watch?v=6ir7YYDeg8Y) 2026-01-06T01:40Z 11.4K followers, [---] engagements "Be A Data Engineer: Fix Data Pipelines Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program 📘 Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x 📄 Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates data engineer data engineering data engineering roadmap become a data engineer ai python tutorial python cloud computing pyspark data engineer data engineering data engineering roadmap become a data engineer ai python tutorial python cloud" [YouTube Link](https://youtube.com/watch?v=7BlkQ3pbjwE) 2025-12-13T19:00Z 11.4K followers, [----] engagements "Your Spark Join Strategy is Wrong (Here's Why) Shuffling is "data musical chairs" it kills your Spark performance by flooding the network and forcing expensive sorts. If you want faster PySpark jobs you need to stop moving your massive tables and start moving the small ones instead. In this video we dive deep into Broadcast Joins. Youll learn exactly how they work why they are the most efficient join strategy when used correctly andcruciallywhen they can actually crash your application. We walk through the code to force a broadcast how to clean your keys to ensure it actually happens and what" [YouTube Link](https://youtube.com/watch?v=7KafXl7N-CY) 2025-11-17T16:30Z 11.4K followers, [---] engagements "Optimize Spark Data Skew with AQE 🚀 Learn how to optimize Spark data skew with Adaptive Query Execution (AQE) in this informative video. Data skew occurs when one or more partitions in a Spark cluster receive disproportionately large amounts of data leading to performance issues and slower processing times. AQE is a powerful tool that can help mitigate these issues by dynamically adjusting the query execution plan based on runtime statistics. By optimizing Spark data skew with AQE you can significantly improve the performance and efficiency of your Spark applications leading to faster data" [YouTube Link](https://youtube.com/watch?v=9r04X11nGRU) 2025-12-13T16:45Z 11.4K followers, [---] engagements "DevOps vs Data Engineering - Which Career is Right for YOU I get questions about career paths from time to time. This one: Should I be a Dev Ops Engineer or a Data Engineer This one from Myan came in and I wanted to respond as a video since so much of my advice on this topic is similar and in the case Dev Ops overlaps so much with data engineering" [YouTube Link](https://youtube.com/watch?v=ATtabqStv1Y) 2025-01-25T20:39Z [----] followers, [----] engagements "Table-Driven Architecture Will Land Your Next Job Unlock the secrets of table-driven design and learn how to build adaptive future-proof systems In this in-depth guide we break down the core principles of table-driven architecture demonstrate real-world code examples and share expert interview tips to help you stand out in your next tech interview. Whether youre a software engineer data engineer or aspiring tech lead this video will help you: Understand the power of table-driven design for scalable maintainable systems See practical code walkthroughs and mapping table strategies Master" [YouTube Link](https://youtube.com/watch?v=CzXHQJo4e9o) 2025-10-27T15:30Z [----] followers, [---] engagements "Your Dev Environment Is Broken and You Don't Know It #Testing #DevOps Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program 📘 Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x 📄 Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Agile Development Bug Prevention Build Pipeline Clean Code Code Quality Continuous Integration Deployment Strategies Dev Environment DevOps Best Practices Development Tips Quality Assurance Refactoring Techniques" [YouTube Link](https://youtube.com/watch?v=EZIKqcJZkqg) 2025-12-18T00:12Z 11.4K followers, [----] engagements "Silent Failures Are Destroying Your Data Career You think a green dashboard means you did your job Wrong. A green dashboard that hides missing data is the most dangerous thing in Data Engineering. It lulls you into a false sense of security until the VP of Sales asks why the Q4 report is blank and you have no answer because your logs say "Success." In this session I am tearing down the "Happy Path" mentality that juniors love and seniors fear. We are discussing Silent Failures. We are going to cover the logic gaps the swallowed exceptions and the "defensive coding" habits that are actually" [YouTube Link](https://youtube.com/watch?v=EjKGilxC1P4) 2026-01-17T16:43Z 10.6K followers, [--] engagements "What Data Teams Don't Know About Databricks #datascience #tutorial Unlock the full potential of Databricks with this insightful tutorial where we reveal the often-overlooked aspects of Databricks that data teams need to know. From optimizing data workflows to leveraging advanced analytics we'll dive into the hidden features and best practices that can take your data science capabilities to the next level. Whether you're a seasoned data professional or just starting out with Databricks this video is packed with expert tips and tricks to help you get the most out of this powerful platform." [YouTube Link](https://youtube.com/watch?v=G1nUKlcSIeU) 2025-12-23T13:15Z 11.4K followers, [----] engagements "Stop Building Pipelines And Start Architecting Intelligence If your resume says "I build ETL pipelines" you are in trouble. By [----] AI will write better SQL than you faster than you and cheaper than you. The era of the "Pipe Builder" is ending. The era of the "Semantic Architect" is beginning. In this video I break down why your current data stack is failing your AI initiatives. We analyze a real-world scenario where an AI agent lied to a CEO about $15M in revenuenot because the model was dumb but because the data engineering team failed to provide Context. Im giving you the 4-step blueprint" [YouTube Link](https://youtube.com/watch?v=HxfxAvaYGr8) 2026-01-02T15:00Z 11.4K followers, [---] engagements "Your Senior Engineer Interview Is Failing Because Of This Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Master Data Engineering: https://youtu.be/D5bln7fqMZQ If you're still talking about clean datasets and your ETL process when asked about modeling you won't get the job. Here is the brutally honest feedback you need to hear about why you are bombing your Senior Engineer interviews. Join this channel to get early access and upcoming group mentoring sessions:" [YouTube Link](https://youtube.com/watch?v=Ij-aYB0DnbY) 2025-12-02T16:30Z 11.4K followers, [---] engagements "Data Engineering's Brutal Truth: The [----] Job Market Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates In this live AMA we dive into what [----] holds for data engineers. We discuss the current AI hype cycle the end of the "CodeMonkey" era and why middle-skill engineers are at risk. I also answer your questions about the most needed skills" [YouTube Link](https://youtube.com/watch?v=L-FUeLniIyI) 2026-01-03T19:43Z 11.4K followers, [----] engagements "Why are Date Formats so Frustratingly Confusing Are you tired of date format confusion Join Chris as he tackles the frustrating inconsistencies that can derail your workflow In this quick YouTube Short discover the power of ISO [----] (YYYY-MM-DD) - the universal solution for all your date dilemmas. Say goodbye to the chaos of varying formats and hello to a simpler more efficient way to manage your data. Watch as Chris walks you through the common pitfalls and highlights how standardizing your dates can save you and your team time and headaches. Have you faced any bizarre date format issues" [YouTube Link](https://youtube.com/watch?v=OxEGaNRHZB0) 2024-12-28T19:52Z [----] followers, [---] engagements "Data Engineering 2025: The Future Awaits Tonight I'm going to talk about the last couple videos we did which were the [--] skill every data engineer has to have and then [--] Skills that Separate you from your Competition I'll also discuss data consulting and how I got into it and how you can too As always we will be answering questions about data engineering and cover anything data related on your mind tonight Want to create live streams like this Check out StreamYard: https://streamyard.com/pal/d/6043226078576640 ***Connect with Me*** https://www.facebook.com/gambilldataengineering/" [YouTube Link](https://youtube.com/watch?v=PmUU822wua0) 2025-02-23T00:18Z [----] followers, [---] engagements "Career Plateau After [--] Years This Is Why Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Master Data Engineering: https://youtu.be/D5bln7fqMZQ AI Defense Guide" (Free): https://www.gambilldataengineering.com/business-templates#ai-defense-guide Most engineers hit a hard salary ceiling after [--] years. You might think the answer is learning Rust Iceberg or the latest frameworkbut youd be wrong. In this video I break down the "Engineer's Maturity Curve" and explain why 80% of developers get stuck in the" [YouTube Link](https://youtube.com/watch?v=QAsSzOXUdmk) 2025-11-26T17:30Z 11.4K followers, [---] engagements "How To Navigate AI Agents Startups and Find Success In Data Careers Welcome to another episode of Data With Direction Today we go behind the scenes with Kyle Stratis founder of Stratus Data Labs and O'Reilly author to explore the realities of being a data professional in the startup world. Kyle shares his journey startup stories lessons learned and insights from his new book on model context protocol and the future of AI agents. Timestamps: 00:00 Introduction & Guest Welcome 00:36 Kyles Background: From Neuroscience to Data 01:38 Startup Beginnings & Early Career 03:16 Consulting Freelancing" [YouTube Link](https://youtube.com/watch?v=StdTSDPOkFU) 2025-07-22T18:17Z [----] followers, [---] engagements "STOP Making These Power BI ETL Mistakes Are you using Power BI as an ETL tool You might be making a big mistake Many data teams are unknowingly doing ETV (Extract Transform Visualize) inside Power BI instead of true ETL (Extract Transform Load)and it's causing major scalability and performance issues. In this video I break down: ✅ Why ETV works until it doesnt ✅ The performance & data governance risks of Power BI transformations ✅ How the Medallion Architecture (Bronze Silver Gold) can fix these problems ✅ A real-world case study where transitioning to a structured data warehouse cut report" [YouTube Link](https://youtube.com/watch?v=Syreh3Scdgw) 2025-03-25T15:13Z [----] followers, [---] engagements "I Benchmarked Databricks Serverless vs Dedicated (Here's What I Found) Unlock the secrets to maximizing Databricks performance and minimizing costs In this ultimate guide we break down the real-world pros and cons of Serverless vs Dedicated Compute show you how to benchmark your jobs and reveal the decision frameworks top data engineers use to save money and time. Whether youre a data engineer architect or business leader this video will help you: Choose the right compute for your workflows Avoid common cost traps Defend your decisions with data Ace your next data engineering interview" [YouTube Link](https://youtube.com/watch?v=U0QazGddKj8) 2025-11-11T16:30Z 11.4K followers, [---] engagements "Convert Unix Epoch Time to Readable Dates in PySpark: Quick Guide Struggling with Unix Epoch time in your data In this short tutorial I'll show you how to quickly convert Epoch timestamps into readable dates using PySpark in Databricks. 💡 Learn how to: ✅ Use the from_unixtime function for seamless Epoch conversion. ✅ Handle timestamps like [----------] and transform them into meaningful dates. Perfect for data engineers and analysts working with big data 📌 Watch now to simplify your data workflows and ensure accurate date handling. 00:00 What is Epoch Time 00:15 How to create a New Calculated" [YouTube Link](https://youtube.com/watch?v=VZ-A6OKh0HQ) 2025-01-09T16:49Z 10.2K followers, [---] engagements "Data Engineering AMA: Engineering Your Data Career In [----] 📱 The era of the "Code Monkey" and just "Moving Data from A to B" is over. If your value proposition is writing boilerplate Python or clicking buttons in a GUI you are already obsolete. We are entering a 3-5 year window where the "middle-skill" engineer gets wiped out by AI and budget cuts. In this live AMA Im dismantling the "happy path" tutorials and showing you the harsh reality of the [----] job market. We aren't talking about syntax; we are talking about Agents MCP (Model Context Protocol) and Production-Grade Architecture." [YouTube Link](https://youtube.com/watch?v=XFHnAl_neOQ) 2026-01-03T19:43Z 11.4K followers, [---] engagements "Revolutionize Your Data Workflow: Why EtLT is the Future Thrilling evolution of data processing techniques as we uncover the game-changing benefits of EtLT over traditional ETL methods. Unleash the power of streamlining data pipelines enhancing efficiency and adapting to the dynamic demands of modern data needs. Get ready to say goodbye to ETL and welcome the future with open arms through EtLT. Don't let this revolutionary shift in data processing strategies pass you by" [YouTube Link](https://youtube.com/watch?v=YR_iOlOl5IU) 2024-06-14T20:43Z [----] followers, [---] engagements "Bronze Silver Gold. But What About Copper This segment explores practical approaches to medallion architecture in data systems featuring a discussion between Chris Ramona and Shane. Chris outlines his layered methodologyincluding bronze silver copper gold and BI/semantic layersexplaining the purpose and characteristics of each. The conversation delves into the nuances of data modeling business rules and the challenges of defining semantic layers. The group reflects on how to codify architectural knowledge into repeatable templates and concludes with a Q&A about the distinctions between" [YouTube Link](https://youtube.com/watch?v=_2RoAHsGUgc) 2025-10-06T15:30Z 10.6K followers, [---] engagements "Salting vs. AQE: When to Use What in Spark 🤔 Learn the differences between salting and Adaptive Query Execution (AQE) in Apache Spark and discover when to use each technique to optimize your Spark queries. In this video we'll dive into the world of Spark performance optimization exploring the benefits and use cases of salting and AQE. Whether you're a seasoned Spark developer or just starting out this video will provide you with a deeper understanding of how to improve the efficiency of your Spark applications. We'll cover the fundamentals of salting and AQE including how they work their" [YouTube Link](https://youtube.com/watch?v=_D_Wm9t2nYo) 2025-12-13T08:09Z 11.4K followers, [---] engagements "Data Engineers: Your Skills Are About to Become Obsolete (Here's What To Do) Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Unlock the future of data engineering In this in-depth [----] outlook discover how AI is reshaping the role of data engineers the return of the generalist and the strategies you need to stay ahead. Learn about the" [YouTube Link](https://youtube.com/watch?v=bjQIq2h4KxM) 2025-12-29T15:01Z 11.4K followers, [----] engagements "Data Engineering Mythbusting: SQL ETL Portfolios & AI Lies (LIVE) Think SQL is dead Heard ETL is obsolete Told you need a flashy portfolio to get hired Tonight were busting the biggest myths in data engineering live. 🚀 What well cover: Why SQL isnt going anywhere (and still gets you hired) The truth about ETL vs ELT in modern pipelines Portfolios: practice vs proof for job interviews AI replacing data engineers (spoiler: not yet) 💬 Drop your questions and myths in the live chat. Ill take them on in real time. 👉 Dont forget to subscribe and check out our Data Engineering Fundamentals [--] Week" [YouTube Link](https://youtube.com/watch?v=cN2McdeGADU) 2025-09-21T03:50Z 10.9K followers, [---] engagements "Your Spark Jobs Are Too Slow This Is How To Fix Them Your data is being sprayed across your whole cluster. Go Fix It Having issues with slow PySpark jobs in Databricks This video shows you how to optimize your Apache Spark shuffle partition counts for better performance. We cover setting a sane spark.sql.shuffle.partitions value and intentionally repartitioning on the join key to avoid slowdowns and task spills a critical aspect of efficient data engineering. This technology approach helps you get your spark jobs running smoothly. data engineer data engineering databricks databricks data" [YouTube Link](https://youtube.com/watch?v=cP-KayShm_s) 2025-11-18T16:30Z 11.4K followers, [----] engagements "GitHub Copilot's Data Leak Just Got Worse Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Master Data Engineering: https://youtu.be/D5bln7fqMZQ AI Defense Guide" (Free): https://www.gambilldataengineering.com/business-templates#ai-defense-guide GPT-5.1 and Gemini [---] just dropped so I threw them into the ring against GitHub Copilot for a brutal security stress test. The results were shocking: The "Industry Standard" tool leaked private customer data while the new models exposed a massive gap between" [YouTube Link](https://youtube.com/watch?v=dw51-C0gw3Y) 2025-11-25T16:30Z 11.4K followers, [---] engagements "The SCD2 Trap Most Data Teams Fall Into #DataEngineering #BestPractices Are you using Slowly Changing Dimension [--] (SCD2) in your data engineering projects While SCD2 is a powerful technique for managing changing dimensions many data teams fall into common traps that can lead to data inconsistencies and inefficiencies. In this video we'll explore the SCD2 trap that most data teams fall into and provide best practices for avoiding it. We'll discuss the importance of proper data modeling effective use of surrogate keys and strategies for handling type [--] and type [--] changes. By understanding these" [YouTube Link](https://youtube.com/watch?v=eHFnYtk8hbA) 2025-12-28T16:04Z 11.4K followers, [----] engagements "The Surprising Way to Turn Downtime Into Uptime #dataengineering #productivitytips 👉 Start your Free Audible trial now: https://amzn.to/48C40jY Tough truth. You are not too busy to learn. You are just letting your dead time evaporate. Waiting on pipelines. Pointless meetings. Commutes. School pickup line. Dishes. Walks. Right now Audible has a deal for $0.99/month for the first [--] months. That is cheaper than the sad coffee in your office. Several of my go-to books for aspiring and mid-career data engineers are on Audible for cheap or free including: Designing Data-Intensive Applications The" [YouTube Link](https://youtube.com/watch?v=exptOpD7cVc) 2025-11-15T17:58Z 11.4K followers, [----] engagements "Remote Work: The $1.2 Million Invisible Tax Discover the shocking truth about remote work and the $1.2 million invisible tax that's affecting millions of people around the world. In this video we'll delve into the unseen costs of working from home from increased utility bills to decreased social connections. Learn how to navigate the challenges of remote work and find ways to minimize the financial impact on your life. Whether you're a freelancer entrepreneur or remote employee this video is a must-watch for anyone looking to thrive in the remote work landscape. Get ready to uncover the" [YouTube Link](https://youtube.com/watch?v=g0rWZ0FuFzw) 2026-01-16T03:52Z 11.4K followers, [----] engagements "Most Data Engineers Learn These [--] Courses (You Should Too) Ready to become a data engineer in [----] These are the top Udemy courses I recommend for beginners who want to build real-world data skills: SQL PySpark Databricks Airflow Kafka and even a bonus skill to keep you on the cutting-edge of your career Ive hand-picked these based on impact structure and how directly they prepare you for enterprise-level projects and interview-ready skills. Follow them in order to go from beginner to professional data engineer or skip ahead to strengthen specific skills. 🎓 Courses Mentioned in This Video 1" [YouTube Link](https://youtube.com/watch?v=gzHAupiEbNQ) 2025-10-31T15:30Z 11.4K followers, [----] engagements "Master COALESCE in [--] Seconds or Less Unlock the power of SQL with our quick tutorial on COALESCE In just [--] seconds you'll learn how to use the COALESCE function like a pro making it easier to handle null values in your datasets. Perfect for data analysts data engineers and anyone looking to improve their SQL skills this video is packed with essential SQL tips and tricks. Whether you're preparing for SQL interview questions or just want to enhance your data cleaning techniques knowing how to replace nulls effectively can set you apart. Dive into the world of data analytics and elevate your" [YouTube Link](https://youtube.com/watch?v=h_heaFnRMQk) 2024-09-21T16:56Z [----] followers, [---] engagements "Why 99% of applications fail immediately #jobsearch #resumetips As a hiring manager I've reviewed thousands of resumes and most fail within seconds. This video shares essential resume tips to help you in your job search focusing on how to build a resume that truly stands out. Learn to quantify your achievements and optimize your resume metrics for significant career growth and development. This approach ensures your resume gets noticed improving your chances of professional success. ats friendly resume how to make a resume resume format resume template how to make a cv cv job application how" [YouTube Link](https://youtube.com/watch?v=kRZBfs0DhOA) 2026-01-24T04:59Z 11.4K followers, [----] engagements "IS NULL and COALESCE the secret to SQL success Unleash the Power of SQL: Master isnull vs. coalesce #sqltips #sqlfordataengineer #coalesce #sqlcoalesce" [YouTube Link](https://youtube.com/watch?v=orSjLiSduxs) 2024-06-27T11:05Z [----] followers, [---] engagements "5 Tools Every Data Engineer Needs In [----] (Plus a Game-Changer) Are you ready for [----] These [--] essential tools will set you up for success as a data engineerplus theres a surprise tool at the end that could change the game 👇 Which of these tools do you already use What did I miss Drop a comment 🔥 Start learning these tools today with Udemy courses (affiliate links): 🔗 Resources & Links: Udemy Courses Affiliate Links Support the Channel While Learning ➝ Gen AI In Data Engineering (Certification): https://bit.ly/4hoYL8V AWS AI Practitioner Certification Training: https://bit.ly/4hCMVIe" [YouTube Link](https://youtube.com/watch?v=qSf85KRDTWM) 2025-02-17T19:16Z [----] followers, [---] engagements "Databricks Free Edition Setup Made EASY For Beginners Unlock the full potential of Databricks Free Edition In this comprehensive step-by-step tutorial you'll learn how to set up your Databricks Free Edition environment from scratch explore key features and get hands-on with data engineering workflows. This video covers: Signing up for Databricks Free Edition Navigating the workspace and catalogs Setting up medallion architecture (bronze silver gold) Connecting GitHub for version control Using sample datasets and creating pipelines Installing libraries and managing environments Creating Delta" [YouTube Link](https://youtube.com/watch?v=s_UkMM_4cLw) 2025-10-23T15:30Z [----] followers, [---] engagements Limited data mode. Full metrics available with subscription: lunarcrush.com/pricing
@gambilldataengineering Chris Gambill | Data Engineering Strategy
Chris Gambill | Data Engineering Strategy posts on YouTube about data, engineering, databricks, tech the most. They currently have [------] followers and [---] posts still getting attention that total [-----] engagements in the last [--] hours.
Engagements: [-----] #
Mentions: [--] #
Followers: [------] #
CreatorRank: [---------] #
Social Influence
Social category influence technology brands finance stocks social networks exchanges
Social topic influence data #2039, engineering #3439, databricks, tech, python, ai, real world, sql, cloud #1332, how to
Top accounts mentioned or mentioned by @chrisgambill @gambilldataengineeringcom @thedatacoach @chrisgambill28508aiistheatomicageofourtime1b3613f9c5c3sk630be118573f1e5c0a00668872655acc @10 @gambilldataengineeringfeaturedsubconfirmation1 @shagility @agiledatas @chrisgambill28508sqlshiddentravelitineraryonejoincouldderaileverything972a414f4f5d @h2oai @thoughtspot @google @airbytehq @lindsay @gambilldataengineeringsubconfirmation1 @coderabbitai
Top assets mentioned Microsoft Corp. (MSFT)
Top Social Posts
Top posts by engagements in the last [--] hours
"Data Architecture for AI (2026 data engineering roadmap Phase 3) Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Substack: https://gambilldataengineering.substack.com/p/the-real-foundation-of-production Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Discover why that $8000/month real-time streaming architecture is destroying your budget and sabotaging your AI strategy. I break down"
YouTube Link 2026-02-16T15:30Z 11.4K followers, [---] engagements
"If I Started Over As A Data Engineer Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Download the checklist: https://www.gambilldataengineering.com/gambill-data-business-templates#de-data-engineer Databricks & Spark Bootcamp: https://trk.udemy.com/Qj19Bz Modern Data Engineering on Databricks: https://trk.udemy.com/POGQoq SQL for Data Engineering: https://trk.udemy.com/aOdoyQ Designing Data-Intensive Applications https://amzn.to/4mserKS Unlock your data engineering career in [----] with this"
YouTube Link 2025-08-06T13:15Z 11.4K followers, 41.1K engagements
"This is Why You're Not Getting Paid $180K Unlock your path to a $180K+ data engineering career In this video discover the secret that separates junior data engineers from high-paid Databricks pros: mastering column-based storage. Whether youre prepping for a data engineering interview looking to boost your salary or want to understand the difference between row-based and column-based storage this guide is for you. Timestamps / Chapters: 00:00 - Introduction: Why Youre Stuck at $80K 01:10 - The Data Engineering Salary Gap 02:30 - Row-Based vs. Column-Based Storage Explained 04:15 - Real-World"
YouTube Link 2025-07-18T03:00Z 11.4K followers, [----] engagements
"Become a Data Engineer From Scratch: Start with ETL/ELT Considering a career as a Data Engineer in [----] Start your data engineering journey with this beginner-friendly introduction to the core concepts of ETL and ELT. In this video Chris Gambill (25-year data veteran) walks you through what data engineering is what data engineers actually do and the difference between ETL and ELT complete with real-world analogies and diagrams to help it all make sense. Whether you're transitioning from data analysis or just starting out this is the foundation you need. ✅ Learn the responsibilities of a data"
YouTube Link 2025-04-08T22:00Z 11.4K followers, [---] engagements
"$180k Databricks Engineers Mastered This One Method Date formats driving you crazy Are you using PySpark to do your data cleansing Databricks and PySpark have great functions to handle various data formats. Watch now to learn how to keep your date values clean and improve the integrity of your data In this video I'll show you how to handle messy date formats in Databricks using PySpark covering: ✅ Parsing and transforming standard date formats (YYYY-MM-DD MM/DD/YYYY) ✅ Converting Unix Epoch time into readable dates ✅ Cleaning text-based dates like 'Oct 25th' ✅ Fixing Excel serial dates"
YouTube Link 2025-01-07T14:05Z 11.4K followers, [----] engagements
"Advanced SQL: Master Dynamic Pivot queries with tSQL "Dynamically create a pivot query Stay tuned for T SQL next time #SQLtips" #DynamicPivot #Pivot SQL Data Engineer data analyst adavanced sql tricks sql for data analysis sql views sql for beginners sql full course sql joins data engineer roadmap data engineer mock interview data engineer interview data engineering course data engineer interview questions SQL Data Engineer data analyst adavanced sql tricks sql for data analysis sql views sql for beginners sql full course sql joins data engineer roadmap data engineer mock interview data"
YouTube Link 2024-06-27T05:32Z 11.4K followers, [--] engagements
"Will AI Replace Data Engineers The Future of the Discipline Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates https://www.facebook.com/gambilldataengineering/ https://www.instagram.com/thegambill/ https://www.linkedin.com/in/databasemanagement/ https://www.tiktok.com/@chris.gambill Data Engineering Data Analytics Big Data Pipeline How To"
YouTube Link 2026-02-15T15:01Z 11.4K followers, [---] engagements
"Data Warehouse Schemas Explained: Stop Choosing Wrong in Interviews Start building better and quicker data models Embark on an exciting exploration of star and snowflake schemas in this video Join us as we delve into the fascinating world of data modeling equipping you to conquer your data projects with confidence. Brace yourself for a thrilling ride through the realm of data warehousing - a must-see for beginners and experts alike Find a short about vocabulary used in this video here: https://youtube.com/shorts/q9cSYe1DO2Yfeature=share Join me as I: Explain the basics of star and snowflake"
YouTube Link 2024-07-07T18:45Z 11.3K followers, [----] engagements
"Why Senior Engineers Dont Use Pandas (Polars & Spark Explained) Unlock the power of modern data processing In this video we guide you through the upgrade path from Pandas to Polars to Spark showing you when and why to switch tools for big data workflows. Learn practical tips performance benchmarks and hands-on exercises to level up your data engineering skills. Additional affiliate resources: Polars Cookbook https://amzn.to/3V2ZYJP Learning Spark 2nd ed. https://amzn.to/4m7ARAq Download the [--] pager: https://www.gambilldataengineering.com/business-templates#dataframe-upgrade-roadmap 0:00"
YouTube Link 2025-09-09T15:00Z 11.1K followers, 13.9K engagements
"Schema Drift Ruined Their Pipeline Here's How to Prevent It Your pipeline didnt break until it did. No error no code change just blank dashboards and a silent upstream schema change. This is schema drift and in this episode of Data Disasters & Definitions Ill show you what it is how it breaks pipelines and what real-world strategies you can use to prevent it. 🎯 In this episode What schema drift actually is A real story of a pipeline silently breaking [--] ways to detect and prevent schema drift 🚨 Subscribe to the full series Data Disasters & Definitions Playlist 🔗 Download the Schema-Drift"
YouTube Link 2025-05-03T15:36Z 11.3K followers, [---] engagements
"30-Day Databricks Portfolio Projects That Actually Gets You Hired Are you stuck in tutorial hell watching endless data engineering videos but still feeling lost Break free with this actionable 30-day Databricks Data Engineering Plan In this step-by-step guide youll build a real end-to-end project master Databricks and create a portfolio that gets you hired. No more random skillsfollow this proven roadmap to become a job-ready data engineer. Join our coaching program: https://www.gambilldataengineering.com/mentoring-program Chapters: 00:00 - Introduction: Why Youre Stuck in Tutorial Purgatory"
YouTube Link 2025-10-20T15:30Z 11.3K followers, [----] engagements
"The Hidden Cost of Exactly Once Processing #DataEngineering #TradeOffs Designing Data-Intensive Applications https://amzn.to/45QIzci Spark and Python for Big Data with PySpark https://trk.udemy.com/DyEE7y Week [--] Focus: Designing Data-Intensive Applications (DDIA) by Martin Kleppmann This book is foundational for any data engineer. Why it's crucial: If you've ever been asked why a pipeline dropped messages or whether to use "at least once" versus "exactly once" processing and found yourself silent this book is your answer. It's about understanding the "traffic" before you build the "highway"."
YouTube Link 2025-09-01T02:13Z 11K followers, [----] engagements
"Exactly-Once vs At-Least-Once: The Trade-off You're Getting Wrong #DataEngineering #DDIA Designing Data-Intensive Applications https://amzn.to/45QIzci Spark and Python for Big Data with PySpark https://trk.udemy.com/DyEE7y Week [--] Focus: Completing Your Deep Dive into Designing Data-Intensive Applications (DDIA) You've made a fantastic start to your data engineering roadmap This week we're urging you to complete your mastery of DDIA a must read foundational book for data engineers. Why DDIA is still crucial: Last week we emphasized that DDIA is essential for understanding how data moves fails"
YouTube Link 2025-09-08T14:33Z 11K followers, [----] engagements
"Decoding Etl: The Key To Data Integration Unlock the mysteries of ETL (Extract Transform Load) in this informative video on data integration. As a data engineer understanding ETL is crucial for building efficient data pipelines and conducting thorough data analysis. Dive into the world of ETL concepts data extraction loading and the differences between ETL and ELT. Watch this video to gain a solid introduction to ETL and enhance your data engineering skills Data Extraction Data Integration Data Loading Data Pipelines ELT Concepts What is ELT What is ETL data analysis data analytics data"
YouTube Link 2024-06-19T14:50Z 11.3K followers, [--] engagements
"PhD to Startup Founder: The Meme Stock Market That Got Him Sued **From Neuroscience to Startups: A Data Pros Journey Kyle Stratis Interview Join host Chris as he interviews Kyle Stratus founder of Stratus Data Labs and OReilly author about his unique journey from neuroscience PhD to startup founder and data innovator. Discover how Kyle transitioned into tech built a viral meme stock market and what he learned from startup successes and failuresincluding a legendary cease and desist from NASDAQ Perfect for aspiring data scientists engineers and entrepreneurs. Timestamps 00:00 Introduction:"
YouTube Link 2025-08-02T23:17Z 11.1K followers, [--] engagements
"The $1M Mistake From Skipping Data Pipeline Tests #expensive #lesson #testing I once encountered an engineer whose lack of thorough software testing led to silent bugs in production causing significant data inaccuracies and failed audits. This incident highlights the critical importance of proper error handling and coding best practices to maintain software quality. Learn how to prevent these issues and avoid the dreaded "unhandled exception has occurred in your application" message. software testing bugs software bugs unhandled exception has occurred in your application error handling"
YouTube Link 2026-01-30T16:18Z 11.4K followers, [----] engagements
"AI + Data engineering (2026 Data Engineering Roadmap Phase 2) Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Text-to-SQL AI systems promise to turn your LLM into a senior data analyst. But in reality they fail 80-85% of the time on real-world data. This video exposes why benchmarks lie and how to build systems that actually work in"
YouTube Link 2026-02-09T15:30Z 11.4K followers, [----] engagements
"7 Books Every Data Engineer Needs to Read Designing Data-Intensive Applications https://amzn.to/45QIzci Fundamentals of Data Engineering https://amzn.to/4lMN3Xh Data Governance https://amzn.to/4myGcBZ Storytelling With Data https://amzn.to/4lH98pZ Always good to have for any DE: The Data Warehouse Toolkit https://amzn.to/45Sd0yH SQL Performance Explained https://amzn.to/4lOy1QK The Pragmatic Programmer https://amzn.to/47eXsaz Level up from pipeline builder to senior engineer. In this video I share the [--] books that actually changed how I design systems ship stable data products and interview"
YouTube Link 2025-08-26T15:30Z 11.1K followers, [----] engagements
"Your Code Works Perfectly That's A Problem (Phase 1: [----] DE Roadmap) Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Most junior data engineers write code that silently fails in production costing companies thousands in lost revenue and broken trust. This video reveals the harsh truth about production-ready code and shows you exactly"
YouTube Link 2026-02-03T15:30Z 11.4K followers, [----] engagements
"Junior Engineer Mistake: Relying on CRON Jobs Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Master Data Engineering: https://youtu.be/D5bln7fqMZQ AI Defense Guide" (Free): https://www.gambilldataengineering.com/business-templates#ai-defense-guide Is your current setup just five cron jobs and a shared calendar That approach might be capping your data engineering career. It's time to level up with real data automation and workflow automation Consider the complexity of your data workflow and the need"
YouTube Link 2025-11-19T16:01Z 11.4K followers, [---] engagements
"Star Snowflake or Galaxy Schema Dont Get It Twisted Too many data models are mislabeled as Snowflake when theyre clearly Star In this short I break down the difference between Star Schema Snowflake Schema and Galaxy Schema (Fact Constellation) with clear no-nonsense definitions. 🔹 Star Schema = flat dimensions fast queries ❄ Snowflake Schema = normalized dimensions more joins 🌌 Galaxy Schema = multiple fact tables sharing dimensions Understanding the right schema can make or break your data warehouse performance. 🔔 Subscribe for weekly data engineering insights 📎 Learn more at"
YouTube Link 2025-05-10T22:51Z 11.3K followers, [----] engagements
"Why Databricks Pays $146K More Than Average Engineers #TechCareers #HighPaying #DataStack Discover the lucrative world of Databricks engineering and find out why these professionals can earn upwards of $146000. In this video we delve into the reasons behind the high demand and generous compensation for Databricks engineers exploring the skills qualifications and expertise required to succeed in this field. From the impact of big data and cloud computing to the role of Databricks in modern data engineering we cover it all. Whether you're an aspiring engineer or a seasoned professional looking"
YouTube Link 2025-12-26T21:35Z 11.4K followers, [----] engagements
"What is the E in ETL What is the E of ETL What it means and why it is important to data engineering and data driven organizations. Whether you're a beginner or a seasoned data engineer mastering ETL is crucial for turning raw data into actionable insights. **** Links to free resources used in the parent video **** Data.Gov: https://catalog.data.gov/dataset This is where HMDA data came from that was used in the tutorial Azure Synapse Analytics: https://azure.microsoft.com/en-us/products/synapse-analytics/ **** Affiliate links to my Equipment and Tools ***** vidIQ:"
YouTube Link 2024-06-12T09:39Z 11.3K followers, [--] engagements
"The [----] Data Engineer Roadmap That Makes The Others Obsolete Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates The ETL monkey is dead. If you want to survive as a data engineer in [----] you need to stop thinking like a plumber and start thinking like a strategic partner. This comprehensive roadmap reveals the four critical phases every"
YouTube Link 2026-01-26T16:45Z 11.4K followers, [----] engagements
"Create a Dynamic Dataset in Azure Synapse Analytics Setting up Reusable Dynamic datasets in Azure Synapse for APIs Watch full episode to find out Watch the full episode where we pull crypto data from the CoinGecko API using Azure Synapse Pipelines"
YouTube Link 2024-06-19T11:10Z [--] followers, [---] engagements
"MASTERING Data Terms: Explained Simply Think you understand ETL Still fuzzy on what a Data Lake really is And where do Data Marts fit in In this episode of DATA Words I break down three essential data engineering termsETL Data Lake and Data Martwith real-world examples and plain-English explanations. 🚪 Whether you're a beginner a business stakeholder or a self-taught data pro looking to level upthis is for you. 📦 What Youll Learn: What ETL really means (using a Home Depot shelf analogy) Why a Data Lake is like your junk drawer (and how to avoid a data swamp) How a Data Mart is like the ice"
YouTube Link 2025-04-03T20:00Z [----] followers, [--] engagements
"$180k Data Engineering Partitioning & Distribution Secrets Are your Databricks jobs still running slow and costing a fortuneeven after switching to Delta Lake Discover the #1 mistake most engineers make and learn the proven strategies that separate $80K engineers from $180K+ experts. In this video Chris Gambill breaks down real-world partitioning and distribution techniques that will supercharge your data lake performance and slash your cloud bill. Chapters: 00:00 Introduction: Why Your Delta Lake is Still Slow 00:26 The Real Unlock: Distribution & Partitioning 00:33 The Cost of Ignoring Data"
YouTube Link 2025-07-22T03:30Z [----] followers, [---] engagements
"Secure Your Data Warehouse Like You Would Your Own Home (maybe more) **** Links to free resources used in the video **** Azure Data Studio: https://learn.microsoft.com/en-us/azure-data-studio/download-azure-data-studio **** Affiliate links to my Equipment and Tools ***** vidIQ: https://vidiq.com/GDataEngineering Bilione Webcam Stand: https://amzn.to/3X5SKGZ Nuroum Webcam: https://amzn.to/4bKbtN0 Logitech Creators Microphone: https://amzn.to/3yFRhNn Connect with Me https://www.facebook.com/gambilldataengineering/ https://www.instagram.com/thegambill/"
YouTube Link 2025-05-12T20:33Z [----] followers, [--] engagements
"Master These Architecture Patterns To Land Your Next Big Data Role Do you love data but don't quite get Medallion Architecture Do you think that Medallion Architecture is just a buzz word Do you think Medallion is really just a name to a method that has been around for decades (Staging Production Presentation) Join us for what will be sure to be a enlightening and passionate discussion about data architecture with the great Shane Gibson (@shagility) myself and here to mediate and help keep us in line will be Ramona Truta"
YouTube Link 2025-10-03T13:55Z [----] followers, [---] engagements
"Lakehouse vs Warehouse - The Future Of Data Engineering Are you considering transitioning from a traditional data warehouse to a modern lakehouse architecture Worried about potential efficiency loss in the process In this live session I'll walk you through: The key differences between data warehouses and lakehouses. Challenges you might face during the transition. Actionable strategies to eliminate efficiency loss including tips on query optimization leveraging the Medallion architecture and using tools like partitioning and caching. 💡 What You'll Learn: Why lakehouses are the future of data"
YouTube Link 2024-11-16T16:45Z [---] followers, [--] engagements
"LIVE: The Silent Killers of Data Engineering (And How to Catch Them Before Its Too Late) Are hidden problems lurking in your data pipelines In both medicine and data engineering silent killers can do major damage. quietly with no warning until its almost too late. In this live session Chris Gambill breaks down the three hidden threats every data engineering team needs to catch before disaster strikes. Youll learn: How technical debt is like high blood pressure (and how to lower it before a meltdown) How invisible data drift is the carbon monoxide of analytics Why organizational issues can"
YouTube Link 2025-05-24T03:35Z [----] followers, [--] engagements
"Microsoft Fabric Setup That Separates $80K from $150K Data Engineers a comprehensive tutorial on setting up an Azure Fabric workspace emphasizing proper configuration to prevent high costs. The presenter shares a personal anecdote about a significant cost overrun due to poor governance and monitoring. Chapters: Introduction and Importance of Proper Setup: 00:00 Creating a Resource Group: 00:57 Naming Standards for Resource Groups: 01:03 Steps to Create a Resource Group: 01:33 Creating a Fabric Workspace: 02:28 Naming Conventions for Fabric Workspace: 02:34 Configuring Fabric Workspace"
YouTube Link 2025-06-21T03:30Z [----] followers, [---] engagements
"Data Engineering 101: Create Production-Ready Pipelines Every Time Most data engineers think production-ready is just a checklist. Heres what that gets you: blown budgets failed audits and late-night calls that can end your career. Watch now as we wrap up the only Data Engineer Masterclass you need to land your next role In this episode I share my own $10000 production disaster. and show you the no-excuses checklist that every data engineer needs to complete before you complete your project Download the Production Handoff Workbook Now: https://www.gambilldataengineering.com/business-templates"
YouTube Link 2025-06-07T03:30Z [----] followers, [---] engagements
"Unlock the Power of Azure Synapse: Master Dynamic Data Sets Creating dynamic datasets and linked services in Azure Synapse Analytics Learn how to create and manage dynamic datasets and linked services in Azure Synapse Analytics. This tutorial covers essential concepts and techniques to streamline data integration making your ETL processes more efficient and adaptable. Discover how to parameterize connections reuse data sources and optimize your data pipelines. Whether you're a beginner or experienced data engineer this video will help you master the art of dynamic data integration in Azure"
YouTube Link 2024-11-07T11:15Z [---] followers, [--] engagements
"3 Fabric Mistakes That Kill Data Engineering Careers Most data engineers build pipelines. Elite engineers build systems that scale and deliver answers that move the needle. Master the governance security and cost control strategies that separate operational prototypes from enterprise-grade Microsoft Fabric platforms. Learn workspace strategy access control with Microsoft Entra data classification with sensitivity labels and cost optimization techniques that can save thousands per month. 🔐 Key Topics Covered Workspace strategy for dev/test/prod environments Microsoft Entra integration for"
YouTube Link 2025-07-07T03:15Z [----] followers, [---] engagements
"Pull API data into your Datawarehouse with Synapse Learn how to pull data from an API into a data warehouse with this tutorial"
YouTube Link 2024-06-30T21:38Z [--] followers, [--] engagements
"Use This Python Script And Say Goodbye to Manual Staging Get the full Python script: https://www.gambilldataengineering.com/s/class_methods.py What if you could automate all of it Handling new CSV files and creating staging tables manually is a tedious error-prone process. You inspect the file figure out the schema write the SQL CREATE TABLE statement and load the dataevery single time a new file arrives. One small mistake It can break your pipeline delay reporting and cause major headaches. In this video Ill show you how to **build a Python class that dynamically reads CSV files infers their"
YouTube Link 2025-02-26T02:05Z [----] followers, [---] engagements
"Senior Data Engineers Never Make These [--] Python Errors If you want to code like a senior data engineer dont make these [--] Python mistakes. These are the classic beginner errors that instantly reveal youre not ready for the next level and in this video Ill show you how to fix all of them fast. From SyntaxError invalid syntax to silent logic bugs with append() and default arguments were walking through the exact issues that real engineers spot a mile away. ✅ What you'll learn Why = vs == is more than just a typo The silent cost of bad indentation How to avoid input and list-related bugs that"
YouTube Link 2025-06-24T01:00Z [----] followers, [---] engagements
"Analytics Engineer Reality Check - $120K Skills You Actually Need 🚨 BRUTAL TRUTH: 70% of Analytics Engineers get stuck in "dashboard hell" within [--] months. After seeing hundreds of data professionals make this career move I'm exposing the harsh realities they don't tell you about Analytics Engineering in [----]. This isn't another feel-good career video - this is the unfiltered truth about what actually happens when you chase the AE title. What you'll discover: Why Analytics Engineers become "second-rate citizens" in data teams The $85K salary ceiling trap most AEs hit after [--] years Real"
YouTube Link 2025-04-01T15:09Z [----] followers, [----] engagements
"Ethical AI and Data Governance - Protecting Your Business from Data Quality Nightmares Join me live as we dive into Ethical AI and Data Governance . why your data quality isnt just a technical checkbox but an ethical imperative. Well unpack realworld failures (from biased hiring tools to misconfigured AI inspections) explore the three pillars of governance (Transparency Accountability Fairness) and walk through a sample KPI dashboard you can implement today. Tune in for practical tips interactive Q&A and ready-to-use strategies to protect your business from costly mistakes and reputational"
YouTube Link 2025-05-10T05:04Z [----] followers, [--] engagements
"Only the Best Can Crack These Data Engineering Interview Questions Its time for Gambill Gauntlet #3 Think you can pass a real data engineering interview These arent textbook problemsthese are real-world challenges from the trenches. SQL modeling pipelinesif you want to level up your career this is your playground. 💬 Drop your answers in the comments 🧠 Ill personally score and review each one 🏆 Leaderboard updates Friday at 10PM ET 📋 Todays Challenges: Find the top-selling product per category using SQL Design a product table that tracks historical changes Build an incremental load"
YouTube Link 2025-04-14T19:00Z [----] followers, [---] engagements
"Data Governance Horror stories Were talking about real-world data governance. not academic fluff. Youll get a downloadable Data Governance Workbook with Data ownership & access review templates Vendor & credential audit tracking Quarterly review logs Policy sign-off sheets And a full glossary + usage guide ⚠ If your organization cant answer Who owns this dataset or Who accessed this last month youre flying blind. ✅ Grab the free workbook here 👉 https://www.gambilldataengineering.com/business-templates 👤 Contact Chris Gambill Gambill Data LLC 📧 Chris.gambill@gambilldataengineering.com 🌐"
YouTube Link 2025-05-31T16:00Z [----] followers, [--] engagements
"Unleash Your Data Power: 🚀FREE Business Intelligence Tools Complete walkthroughs of how to Install and use: Power BI SQL Server and Azure Data Studio Start your Data Journey Today Step by step guide to install and use these powerful FREE tools This comprehensive guide by data expert Chris (25+ years) shows you how to use Power BI SQL Server Express and Azure Data Studio to: Build interactive dashboards in Power BI Desktop 📊 Manage data efficiently with SQL Server Express 🗄 Query & visualize data with Azure Data Studio 🔍 Gain actionable insights from your data 💡 Ideal for small business"
YouTube Link 2024-08-28T15:45Z [---] followers, [--] engagements
"Why Not To Be A DataOps Engineer Are you thinking about jumping into DataOps Or just curious what all the hype is about In this episode Chris dives deep into why DataOps is not all sunshine and rainbows. From the real challenges of the job to the toolbox every DataOps engineer relies on youll get the honest truth. and a few laughs along the way. Timestamps 00:00 Why NOT to Be a DataOps Engineer 01:00 What is DataOps (Really) 02:00 The Hard Truths Its Not All Automation 03:30 The Tools Behind DataOps 05:00 Why Some People Love It Anyway 06:00 Q&A Your DataOps Stories and Questions Mentioned"
YouTube Link 2025-05-27T15:00Z [----] followers, [--] engagements
"Why Did All Our Sales Numbers Turn to Zero Overnight #0 If you are a data engineer you know that Green is not always GOOD. Every data pipeline shows green at some point but does that really mean your data is safeIn this video Chris breaks down why traditional monitoring (even in ADF Synapse or Informatica) lets silent failures slip through and shows you exactly what to check to avoid business panic missing data and embarrassing Monday-morning surprises.Youll learnWhy green pipeline status successThe real cost of missing custom validation (war story included)Layered monitoring built-in vs."
YouTube Link 2025-05-25T04:09Z [----] followers, [---] engagements
"AI That Actually Helps Data Professionals If you ship AI-generated code you do not understand you will not be replaced by AI. You will be replaced by an engineer who knows how to use it well. Tomorrow at [--] PM ET I am going live with two sharp data pros for a straight talk session on collaborating with AI in real pipelines. 🗓 Friday August [--] [----] 🕙 10:00 PM ET 🔴 YouTube Live What we will cover Ramona Truta: her SQL benchmark how she used AI and a quick tour of her Framework for Agency Shane Gibson: creating and updating context with an agent why a canvas matters and where agentic"
YouTube Link 2025-08-15T03:28Z [----] followers, [--] engagements
"Speed Up Your Queries And Your Career Unlock the power of Databricks with this in-depth guide to Liquid Clustering If your Databricks jobs are slow expensive or hard to explain this video is for you. Learn how Liquid Clustering can transform your data pipelines cut costs and make you stand out in job interviews. Well break down the differences between partitioning Z-ordering and Liquid Clustering show you how to implement it and share expert tips for interview success. Plus discover common pitfalls and how to avoid them What youll learn: Why traditional partitioning and Z-ordering fall short"
YouTube Link 2025-08-29T03:30Z [----] followers, [---] engagements
"Why Green Pipelines Still Fail (And How to Actually Catch It) Every data pipeline shows green at some point but does that really mean your data is safe In this video Chris breaks down why traditional monitoring (even in ADF Synapse or Informatica) lets silent failures slip through and shows you exactly what to check to avoid business panic missing data and embarrassing Monday-morning surprises. Youll learn: Why green pipeline status success The real cost of missing custom validation (war story included) Layered monitoring: built-in vs. custom checks vs. actionable alerts How to build simple"
YouTube Link 2025-05-23T13:30Z [----] followers, [--] engagements
"Data World Shaken: Salesforce x Informatica & DuckLake Unveiled 🚨 Major News in Data Engineering 🚨 Today two industry-shaking headlines dropped: [--] Salesforce announces its $8B acquisition of Informatica. [--] DuckDB releases DuckLake their open-source lakehouse format Join me LIVE as I break down what these moves mean for data engineers the enterprise stack and the future of open-source analytics. Bring your questions and hot takes 🔗 News Links: - DuckLake Announcement: https://duckdb.org/2025/05/27/ducklake.html - DuckLake Website: https://ducklake.select/ - Salesforce x Informatica:"
YouTube Link 2025-05-28T13:44Z [----] followers, [---] engagements
"Data Words: Execution Joins and Windows.Don't Cause A $7M Mistake One wrong JOIN made us think our pipeline was down $5M. In reality We were $2M over target. In this episode of DATA Words Chris Gambill breaks down: ✅ SQLs real execution order (its NOT SELECT first) ✅ JOIN types (and which one broke a Salesforce dashboard) ✅ Window functions explained with a Price Is Right twist ✅ The truth about SQL sub-languages (DDL DML DCL TCL) This isnt a syntax lesson. This is how to actually think in SQLand how to stop breaking your dashboards. 🔗 Resources & Links: 📥 Read The Blog On the Website:"
YouTube Link 2025-04-25T22:27Z [----] followers, [---] engagements
"Where Did All The Entry-Level Jobs Go Why are junior data engineering jobs so rare In this short honest clip we break down the real reasons companies dont hand the keys to the kingdom to newcomersand what aspiring data engineers can do about it. Chris shares how he started in customer service and worked his way into data why the traditional on-ramp for juniors is disappearing and what skills actually matter in todays market. If youre trying to break into data engineering this is the reality check (and encouragement) you need. Chapters: 00:00 - Why Juniors Dont Get the Keys 01:00 - The"
YouTube Link 2025-08-18T15:30Z [----] followers, [---] engagements
"Data Engineering AMA: AI For Engineers And General DE Questions Our Friday Night AMA this week will be a little about AI and what was going on with Gambill Data and we will really get into the nitty gritty about Data Engineering and what it takes to be a data engineer in todays climate I also wrote a Medium article on these skills: [--] Revolutionary AI Tools for Data Engineers In addition I released the Python Tutorial covering Classes and Functions. And the partner video to the article talking about the [--] big categories and a free and paid AI tool for each one Check it out Get the full Python"
YouTube Link 2025-03-08T16:12Z [----] followers, [--] engagements
"Friday Night Data Chat with Gambill Data Join us for our weekly Q&A about all things Data Want to create live streams like this Check out StreamYard: https://streamyard.com/pal/d/6043226078576640 Connect with Me https://www.facebook.com/gambilldataengineering/ https://www.instagram.com/thegambill/ https://www.linkedin.com/in/databasemanagement/ https://www.tiktok.com/@chris.gambill"
YouTube Link 2024-11-02T15:49Z [---] followers, [--] engagements
"Why Senior Engineers Choose Polars over Pandas Unlock your next data career move by mastering Polars In this video we break down the four key features that make Polars a game-changer over Pandas for real-world data engineering: lazy evaluation parallelization query optimization and seamless Arrow/Parquet integration. You'll get hands-on code examples ROI insights interview prep and a free career cheat sheet to help you stand out in your next job interview. Whether you're prepping for a data engineering role or looking to boost your productivity this guide will show you how Polars can save"
YouTube Link 2025-09-25T15:00Z [----] followers, [---] engagements
"Level Up Your Career Do [--] Things Today Youre avoiding hard thingsand hoping success lands in your lap. Its not motivational. Its math. 🧠 Train your brain. Stack reps. 🚫 Stop whining. Stop doom scrolling and start reading those technical articles. Invest in yourself with a Udemy course instead of an overpriced latte. It's time to embrace personal growth through self discipline and mindset changes so you can achieve success and experience true freedom. #dohardthings #dataengineering #brutaltruth"
YouTube Link 2025-07-01T18:53Z [----] followers, [---] engagements
"The WORST Agile Interview Mistake I've Made When interviewers ask: Tell me about your experience with Agile environments most data engineers freeze. They talk about standups and Jira boards but thats not what hiring managers want to hear. In this video I break down Agile for data engineers in plain English. Youll learn: ✅ How Agile ceremonies like standups sprint planning reviews and retros connect to real data engineering work. ✅ The five fundamentals of Agile in data projects: iterative delivery collaboration adaptive planning feedback and transparency. ✅ Exactly how to answer Agile"
YouTube Link 2025-09-29T15:30Z [----] followers, [---] engagements
"Six Steps To Get ROI From Your Data Team Is your data team drowning in dashboards reports and endless requestsbut still not delivering real business impact In this video I break down the [--] strategic shifts every data leader needs to make to finally move the needle and drive ROI. Youll learn: Why most data teams fail to deliver results (and how to fix it) How to reframe requests so every project drives business outcomes The triage system that prioritizes what matters (and cuts the noise) How to build reusable data products that scale across teams The metrics that actually prove your teams"
YouTube Link 2025-07-16T13:01Z [----] followers, [--] engagements
"5 Common Python Mistakes Costing You $50k/YR Description: Unlock the secrets to writing faster cleaner and more professional Python code for data engineering In this video I walk you through five real-world examples of bad vs. better Python showing you how to optimize your scripts save compute and impress in code reviews. Whether youre a junior or seasoned engineer these tips will help you level up your data pipelines. Chapters: 00:00 - Introduction 00:51 - Example 1: Building DataFrames (Stop looping use read_csv) 01:54 - Example 2: Row-wise Apply (Vectorize your math) 03:15 - Example 3:"
YouTube Link 2025-09-03T15:30Z [----] followers, [---] engagements
"$180k Data Engineers Dont Make These Python Mistakes in Databricks Are you making these common mistakes in Databricks In this video we break down the top [--] pitfalls that data engineers both new and experienced fall into when working with Databricks and Spark. From treating Databricks like a simple Jupyter Notebook to neglecting the power of Delta Lake and proper version control we cover the essential best practices that will elevate your data engineering skills. If you've ever found yourself debugging a failed production job in the middle of the night or wondering why your queries are"
YouTube Link 2025-06-25T15:45Z [----] followers, [---] engagements
"MASTERING SQL Queries For Top Interview Questions You are NOT ready for your next data engineering interview until you can answer this top SQL Question"
YouTube Link 2025-04-18T17:39Z [----] followers, [---] engagements
"5 Data Engineering Skills to MASTER in [----] for TOP Salaries Do people turn to you for help with Excel Computer issues Finding data Are you great at learning new tools Do you LOVE data If so Data Engineering might be the right career for you With entry-level jobs starting in the six-figure range and mid to senior-level roles nearing $200k breaking into this field can be life-changing. Join our live stream this Friday night as we discuss the Top [--] Data Engineering Skills for 2025skills you need to land your dream role. Plus get your career questions answered LIVE and take advantage of"
YouTube Link 2024-11-23T16:42Z [---] followers, [--] engagements
"Data Engineering Fundamentals Week 7: Data Governance and AI Are you risking your career with poor data governance in the age of AI Discover why bad data practices can sabotage your projects and your reputation. In this quick guide get resources to learn to protect sensitive information build trust and make your AI models legally defensible. We cover: The dangers of ignoring data ownership lineage and consent Real-world examples of AI gone wrong due to bad governance Simple steps to create a one-page governance card Pro tips for documenting data access and sensitivity Dont let AI weaponize"
YouTube Link 2025-10-14T15:30Z [----] followers, [----] engagements
"Ace Your Data Engineering Interview With Expert Advice Think you are prepared for your data engineer interview Think again Watch this to prepare now Think youve mastered the cloud stack Know how to debug a broken query under pressure And handle those vague stakeholder requests without losing your mind Welcome to Gambills Gauntlet: Week 4your weekly interview challenge for real-world data engineering scenarios. This weeks challenges: [--] Azure Data Factory vs. Synapse Pipelines when and why to use each [--] Troubleshooting wrong aggregation results in a SQL query [--] Handling a vague customer"
YouTube Link 2025-04-08T04:50Z [----] followers, [--] engagements
"The Not So Hidden Dangers of Vibe Coding We will explore What is Vibe Coding What is it Why you should stay away from it Join the conversation live and share your thoughts and experiences We will also be announcing this first week's Leaderboard for the Data Engineering Interview Challenge (Gambill's Gauntlet)"
YouTube Link 2025-03-21T00:34Z [----] followers, [--] engagements
"Streamlit + OpenAI + Azure = Fully Automated Onboarding (Live Demo) In this live session Im walking you through two powerful tools I built using Streamlit OpenAI and Azure. One for client onboarding. One for mentee assessments. Both send structured JSON to Azure Data Lake where it kicks off a pipeline and loads into Azure SQL Serverready for analysis. ✅ See how I use OpenAI to dynamically ask follow-up or quiz questions ✅ Learn how the JSON payloads are built and sent to ADLS ✅ Watch how I plan to parse and store the data in Azure SQL for reporting ✅ Live Q&A at the endbring your questions"
YouTube Link 2025-04-05T03:26Z [----] followers, [--] engagements
"AI Showdown: OpenAI vs. Anthropic Which is Best for Synthetic Data Can AI help you generate synthetic datasets quickly and ethically In this video I put two of the biggest AI platformsOpenAI and Anthropichead-to-head in a real-world test. Well see which one is faster more flexible and better suited for your business needs. Whether you care more about speed or ethical guardrails this showdown will help you decide. Be sure to subscribe and hit the notification bell so you dont miss the full video. Drop your thoughts in the commentswhich platform do you think will come out on top Upcoming Video:"
YouTube Link 2024-09-09T21:19Z [---] followers, [--] engagements
"Stop Confusing These [--] Data Terms (Finally Explained Clearly) Too many people confuse data warehouses databases and data modelsand it leads to bad architecture messy reporting and wasted time. In this episode of DATA WORDS Im breaking down the difference between these three essential data terms using simple analogies and real-world examples. Whether you're just starting out or you're working with a business team thats mixing up their termsthis is the clarity you need. 🧠 What you'll learn: Why a data warehouse is like a library How a database functions like a filing cabinet What a data model"
YouTube Link 2025-04-11T01:00Z [----] followers, [--] engagements
"The Cost Of Bad Data (and How To Fix It) Why Resilience Is the Hidden Metric Behind Every Data Strategy That Works. LIVE Everyone talks about speed. Few talk about survivability. And that's the difference between dashboards that impress and systems that last. Every data leader eventually learns this: Fast pipelines that break under pressure are a liability not an asset. They cost time revenue credibility and often without anyone realizing it decision-making power. Speed gets the budget. But resilience is what earns trust"
YouTube Link 2025-05-08T08:58Z [----] followers, [--] engagements
"8 Weeks To Kick Start Your Career (Week 3) Week [--] Focus: Mastering SQL Performance Explained Fantastic work on completing your deep dive into Designing Data-Intensive Applications Having that solid foundation in system thinking is invaluable. Now let's sharpen your practical skills and make your queries run like lightning. This week we're diving into SQL Performance Explained to transform you from someone who writes SQL into someone who optimizes it ensuring your data pipelines run smoothly and efficiently. Why it's crucial: Have you ever experienced a moment when your query runs in [--] seconds"
YouTube Link 2025-09-12T12:00Z [----] followers, [----] engagements
"LIVE Azure Data Studio Tutorial: Quick Start Guide to Download Install and Connect Learn how to get started with Azure Data Studio in minutes This live tutorial covers the essential steps to download install and connect to your Azure or on-premises SQL server. Create new logons and users with ease. Perfect for beginners #AzureDataStudio #SQLServer #database #tutorial #howto #learn #beginner #datastudio #download #install #connect #SQL #database **** Links to free resources used in the video **** Azure Data Studio: https://learn.microsoft.com/en-us/azure-data-studio/download-azure-data-studio"
YouTube Link 2024-08-09T23:02Z [---] followers, [--] engagements
"Data Engineering 101: Build Resilient Pipelines Your data pipeline didn't fail It LIED In this episode of Data Engineering [---] we dive deep into how to test your data pipelines detect schema drift validate data at every stage and build resilient workflows that protect your business from silent failures. You'll learn: ✅ How to catch future-dated orders and duplicate IDs 🧪 Property-based testing strategies ⚠ What happens when schema drift goes unnoticed 🧱 How to stage clean data into SQL Server 📊 Real-world horror stories of broken trust in data Plus we cover Python code for email alerts"
YouTube Link 2025-05-08T00:45Z [----] followers, [---] engagements
"Data Engineering & Security: Your Questions Answered Today I'll be jumping on for about [--] minutes to do a short AMA and talk about how to ensure you are securing your secrets in your pipelines Join Codecademy while supporting the channel If you are a high school or college student you get 35% off with this link: https://www.pntrs.com/t/2-591852-361892-213588 Not a student but want a special discount get 15% off the normal prices with this special link from Gambill Data: https://www.pntrac.com/t/2-523372-361892-213588 🎙 New to streaming or looking to level up Check out StreamYard and get $10"
YouTube Link 2025-05-16T04:23Z [----] followers, [---] engagements
"Startups vs Corporate: The Realities of Data Engineering Startup vs. Enterprise: What Its Really Like to Be a Data Professional Ever wondered what its like to work as a data professional in a fast-paced startup versus a large enterprise In this candid conversation Kyle and Chris break down the real differences challenges and rewards of both worlds. From wearing a million hats in a startup to navigating the structure of big organizations youll get actionable insights career advice and relatable stories from both sides of the tech industry. Chapters 00:00 Introduction: Startup vs. Enterprise"
YouTube Link 2025-07-27T18:26Z [----] followers, [--] engagements
"The Databricks Library You Don't Know About Unlock the full power of Databricks Functions 🚀 In this field manual Ill show you how to avoid common mistakes secure your data and streamline your workflows with real-world examples pro tips and horror stories. Whether youre a beginner or a seasoned data engineer youll learn how to make Databricks work for you not against you. TIMESTAMPS: 00:00 - Introduction 01:13 - File Access: Debugging & Automation 02:02 - Widgets & Runtime Parameters 02:44 - Notebook Chaining & Modular Pipelines 03:45 - Passing State Between Notebooks 04:31 - Secrets"
YouTube Link 2025-07-30T15:00Z [----] followers, [---] engagements
"Create SQL Table in Azure Synapse - Then Create a Pipeline "Creating new SQL table for staging data for Azure Synapse Pipelines " #New-Sql-Script #New-Table #azure #stagingtable"
YouTube Link 2024-06-19T11:17Z [---] followers, [---] engagements
"Become a 10x Data Engineer With AI 10x Data Engineer Roadmap: Five Steps Unlock your potential as a data engineer and become the MVP who makes AI work at your company This video covers the five essential steps to becoming a 10x data engineer. Each chapter is a key step in the roadmap. Affiliate Resources (Books) Resources discussed in the video: Designing Data-Intensive Applications Martin Kleppmann https://amzn.to/45QIzci Fundamentals of Data Engineering Joe Reis Matt Housley https://amzn.to/4lMN3Xh Data Governance John Ladley https://amzn.to/4myGcBZ Storytelling With Data Cole Nussbaumer"
YouTube Link 2025-09-05T16:00Z [----] followers, [---] engagements
"GIGO Explained How Data Teams Build Trust With Data Quality Dirty data doesnt always crash your pipeline. Sometimes its worse. It silently poisons your results makes bad metrics look reliable and causes failed campaigns broken trust and bad decisions. In this episode of Data Disasters & Definitions Ill walk you through: What dirty data actually is (and what it isnt) A real-world $250K failure caused by misused fields and stale data The hidden cost of dirty inputs in the age of AI How to validate early assign ownership and push for data culture A real PySpark code snippet for email validation"
YouTube Link 2025-05-09T21:34Z [----] followers, [--] engagements
"Gambill Data Data Career Live Q&A: How To Break Into Data in [----] Join us for a live Q&A session with Gambill Data to learn more about data careers data engineering and how to become a successful data engineer. Don't miss out on this valuable opportunity to get your questions answered by Chris Gambill Read the blog now Data Engineering Roadmap and Fresher Resume Guide https://www.gambilldataengineering.com/data-engineering/data-engineering-roadmap-and-fresher-resume-guide **** Links to free resources used in the video **** Azure Data Studio:"
YouTube Link 2025-01-11T16:09Z [----] followers, [--] engagements
"Become a HIGH-DEMAND Data Engineer in [----] (No BS Just Brutal Truth) Are you ready for the truth Data engineering in [----] isnt about flashy tools or cloud certs. its about survival. Most data engineers are replaceable because of these [--] things and AI is coming for the bottom 20%. If you want to be irreplaceable you have to earn it. In this episode Chris Gambill pulls back the curtain on what really makes a data engineer stand out in [----]. Forget the resume clichs. Forget the polished portfolio projects. Were talking about the real mistakes the disasters and the scars that make you valuable."
YouTube Link 2025-06-02T03:31Z [----] followers, [----] engagements
"Understanding These Terms Will Change Your Data Career #DataWords Confused about how your data actually moves through your systems Is a pipeline the same as ELT Where does Medallion Architecture fit in In this episode of DATA WORDS I break it all down using a factory production line analogy that makes these modern data concepts click: 🔹 Pipelines Your conveyor belt that automates and orchestrates every step 🔹 ELT The blueprint that tells your system what to do and when 🔹 Medallion Architecture The layered design that turns raw data into reliable insights 🔧 Well also look at real-world"
YouTube Link 2025-04-18T01:00Z [----] followers, [--] engagements
"Is SQL Still The Backbone of Business in [----] Think SQL is outdated Think again In this quick snippet Chris debunks the myth that SQL is dead explaining why it remains the backbone of analytics and data engineering in every modern company. From warehouses to dashboardseven ExcelSQL is everywhere. If you want a career in data mastering SQL is still non-negotiable. #dataengineering #SQL #TechMyths #CareerAdvice #Analytics"
YouTube Link 2025-09-23T13:24Z [----] followers, [----] engagements
"Master SQL Joins: The Gateway to Data Insights + [--] Key Interview Questions SQL Joins Explained For Freshers SQL Joins are essential for combining data and uncovering insights. In this video we break down INNER JOIN LEFT JOIN RIGHT JOIN and FULL OUTER JOIN with real-world examples from AdventureWorksDW2022. You'll learn how to avoid common mistakes and tackle SQL interview questions with confidence. Whether you're starting your data engineering journey or preparing for an SQL interview this video is packed with practical tips and expert advice to help you succeed. Watch now and unlock the"
YouTube Link 2025-01-24T01:38Z [----] followers, [---] engagements
"Miss This And Fail Your Interview Unlock your next data engineering job with these must-know interview questions In this video I reveal the two critical data modeling questions you need to answer to impress any interviewer. Learn about SCD Types [--] [--] and [--] and discover the right approach to data warehouse modeling. Drop your answers in the comments for personal feedback Chapters: 00:00 - Hook: The [--] Questions You Must Answer 00:12 - When to Use Each SCD Type 00:26 - Common Mistakes: Weak Answers 00:40 - Call to Action: Comment Your Answers"
YouTube Link 2025-08-20T10:04Z [----] followers, [----] engagements
"The Art of Communicating To Achieve Real Results 🚨 LIVE This Friday 🎙 Special Guest: Shane Gibson (AgileData Podcast & Author) 📅 Friday at 10pm ET 📍 The Data Engineering Channel YouTube What if your next dashboard actually answered the right question This week I'm going live with Shane Gibson to talk about: ✅ How to ask the right questions ✅ How to communicate with business stakeholders (without sounding like a robot) ✅ And why better conversations = better data products Whether you're a data analyst engineer or architect if youve ever built something that nobody used (all of us) this"
YouTube Link 2025-06-14T15:54Z [----] followers, [---] engagements
"Is AI Bias Hiding In Your DATA And What Can You Do About It NOW Weve entered the Atomic Age of AI. The question is will we act ethically or repeat history This short video is a companion to my full Medium article: 🔗 Read the full article here: https://medium.com/@chris.gambill_28508/ai-is-the-atomic-age-of-our-time-1b3613f9c5c3sk=630be118573f1e5c0a00668872655acc In just [--] minutes well break down: Why AI is more than just a tool.it's a turning point The myth of neutral data and how it shapes bias What business leaders must understand about ethical AI My 5-question AI & Data Ethics Checklist"
YouTube Link 2025-04-24T16:15Z [----] followers, [--] engagements
"How Senior Engineers Make Data Quality Look Easy Unlock the power of Databricks DQX to keep your data pipelines flowingeven when bad data strikes In this video youll learn how to validate quarantine and manage data quality issues without breaking your workflows. Well walk through real-world examples show you how to set up DQX and share pro tips to avoid common mistakes. Perfect for data engineers analysts and anyone working with big data on Databricks. Chapters: 00:00 - Intro: Why Data Quality Matters 00:20 - What Youll Learn 00:31 - Data Pipeline Analogy: Airport Security 00:57 - What is"
YouTube Link 2025-09-13T14:30Z [----] followers, [---] engagements
"How to Troubleshoot Data Engineering Issues Like a Pro Marketing swore the campaign had generated sales. The dashboard said otherwise. The data was ingested transformed and modeled so where did it go In this video I walk you through exactly how I traced the records and uncovered the real issue.an old hardcoded filter that silently excluded everything tied to the campaign name. You'll learn: How to think like a data detective Step-by-step data troubleshooting framework Common culprits in missing data issues How to trace individual records across your stack And how to prevent this from"
YouTube Link 2025-06-16T05:48Z [----] followers, [---] engagements
"Ask Me Anything: Data Engineering in the Real World (From Career to Consulting) Behind the Scenes: How I Work Full-Time & Still Help Clients"
YouTube Link 2025-05-17T17:30Z [----] followers, [---] engagements
"Master Python for Data Engineering: Real-World API Pipeline Example Looking for more business related data content - Businesses: Reach out for a free consultation https://gambilldataengineering.com/contact Learn more about starting your business's data journey: https://www.gambilldataengineering.com/business-concept-blog Individuals looking to learn more: https://www.gambilldataengineering.com/data-engineering The NEW Data Roadmap: https://www.gambilldataengineering.com/data-engineering-honeycomb Unlock the full potential of your QuickBooks data with this step-by-step guide to building a"
YouTube Link 2024-10-10T01:15Z [----] followers, [---] engagements
"8 Week Bootcamp to Jump Start Your Data Career Gambill Data [--] Week Data Engineering Fundamentals Roadmap: Week [--] Dimensional Modeling In this session we dive into the core concepts of dimensional modeling a foundational approach for designing data warehouses that support efficient analytics and reporting. You'll learn about star and snowflake schemas fact and dimension tables and best practices for structuring data to enable fast flexible business intelligence. Whether you're new to data engineering or looking to strengthen your understanding of data warehouse design this week provides"
YouTube Link 2025-09-28T19:33Z [----] followers, [----] engagements
"AI IS Coming for Your Data Job And I Was Wrong I'm done sugar coating it AI is coming for your data job to take it. and amplify it.or replace you with someone who knows how to use it better. In this video I walk through [--] years of data industry evolution.Crystal Reports DTS Hadoop Power BI and now AI.and explain how every generation of tools promised to eliminate roles like ours. But the truth The real work never went away.It just changed form. Youll learn: Why AI is the next tool in a long line of "job killers" How you can adapt and thrive with AI Why AI is an amplifier not a replacement"
YouTube Link 2025-05-13T15:45Z [----] followers, [---] engagements
"Don't Use Databricks Without Knowing This Unlock your career as a data engineer by mastering Databricks Delta Live Tables (DLT) In this video well show you how to move from firefighting pipeline failures to building automated reliable data flows that get you noticed and promoted. Learn the four essential steps to DLT mastery see real code examples and discover how DLT can save you time reduce outages and help you deliver business value. Chapters 00:00 - Introduction: The Data Engineers Dilemma 00:25 - Why Most Data Engineers Get Stuck 00:52 - What is Delta Live Tables (DLT) 01:25 - Step 1:"
YouTube Link 2025-08-08T15:45Z [----] followers, [---] engagements
"Save $120k as a Data ArchitectA CEOs Secret Weapon 💰 One company saved $120000 per year by quitting the FAANG cosplay and building a system that actually fit their business. In this video I break down three real-world data architecture patterns that actually workand show you exactly: What they cost Who theyre for What problems they solve And when you're about to massively overbuild ⚠ If youre spending cloud-scale money on startup-scale needs this is your wake-up call. 🔍 Covered in this video: ✅ Pattern [--] The Simple Foundation 💸 $5K$20K/year [--] person teams SQL + Power BI setups ✅ Pattern 2"
YouTube Link 2025-07-08T16:00Z [----] followers, [---] engagements
"When To Jump From Analyst to Engineer: Your Data Career Roadmap Unlock the secrets to owning the data narrative in your organization In this video you'll learn the distinct roles of Data Analysts Analytics Engineers and Data Engineers and how each contributes to a smooth reliable data lifecycle. Get practical interview questions exercises and resources to level up your data career. Chapters 00:00 - Introduction: The Data Dilemma 00:18 - What Youll Learn 00:26 - Meet Your Host: 25+ Years in Data 00:42 - The Cost of Role Confusion 00:57 - Who Owns the Data Lifecycle 01:12 - Data Analyst: The"
YouTube Link 2025-09-15T15:30Z [----] followers, [---] engagements
"Data Architecture Principles That Skyrocket Your Career Join Ramona and me on Data With Direction as we discuss architecture patterns that set you on a career trajectory beyond your greatest imagination. You want to earn more Show you have the skills to move the needle I remember a time when I created manual triggers that I had to babysit and watch for an hour only to walk away at a critical moment. With the tools and knowledge I have today I do it differently. Want to hear those stories and how Ramona and I tackle them now You'll have to join us live Can't make it Put your questions below"
YouTube Link 2025-06-24T18:54Z [----] followers, [--] engagements
"7 Steps To Fix Messy Customer Data In Minutes Unlock the secrets of Master Data Management (MDM) with this hands-on Databricks demo In this comprehensive tutorial youll learn how to consolidate messy customer records into a single trusted golden record using real-world techniques. Well walk through the entire MDM workflow step-by-step covering data standardization deterministic matching survivorship rules and more. Whether youre prepping for a data engineering interview or looking to level up your data pipeline skills this video has you covered. Timestamps / Chapters: 00:00 - Introduction &"
YouTube Link 2025-10-10T15:30Z [----] followers, [---] engagements
"You Won't Get Hired Unless You Know This Interview Answer Unlock the secrets behind one of the most commonand misunderstooddata engineering interview questions: OLAP vs OLTP. In this video we break down the real-world differences use cases and the classic interview trap that separates junior from senior candidates. With practical analogies expert tips and visual breakdowns youll be ready to impress in your next interview Want to dive deeper into the differences between OLAP vs OLTP check out Joe Reis' book: Fundamentals of Data Engineering Joe Reis Matt Housley https://amzn.to/4lMN3Xh If you"
YouTube Link 2025-09-01T15:30Z [----] followers, [---] engagements
"The Truth About AI SQL and Your Future Data Job Is AI coming for your data job This video clip dives into the current reality of AI in data roles exploring its capabilities and crucial limitations. While AI can assist with tasks like debugging discover why it's far from replacing human data professionals. We'll expose the "garbage in garbage out" principle inherent biases in AI training data (with surprising examples) and why trusting AI with complex tasks is like letting a child drive an autonomous car. Understand how AI can amplify miscommunication and the critical need for human oversight"
YouTube Link 2025-06-30T16:01Z [----] followers, [---] engagements
"Data Quality Skills That Separate $80K from $150K Data Engineers Did you know that poor data quality could be costing your company up to 31% of its revenue Dirty datainformation that's inaccurate incomplete or duplicated. is a silent killer of profits leading to wasted marketing spend poor strategic decisions and a loss of customer trust. It's an anchor that drags down your entire operation. In this video we break down the real-world cost of bad data and give you a clear 5-step blueprint to turn your biggest liability into your most powerful asset. Learn how to establish effective data"
YouTube Link 2025-06-14T07:00Z [----] followers, [---] engagements
"Leveraging Your Passion To Break Into Data in [----] What happens when you mix a love for flying with a knack for data In this episode Im joined by Ridah one of my mentees and the founder of Aviadata a company using analytics to revolutionize how flight schools operate. Well dive into Ridahs learning journey how he developed his skills in data engineering and how hes applying those skills to solve real problems in the aviation industry. ✅ His biggest challenges and breakthroughs ✈ How flight schools are using analytics to improve training 📊 What it takes to turn passion into a data-driven"
YouTube Link 2025-06-20T22:25Z [----] followers, [---] engagements
"Can This Simple Trick Save Your Data Project Your data pipeline didn't fail It LIED In this episode of Data Engineering [---] we dive deep into how to test your data pipelines detect schema drift validate data at every stage and build resilient workflows that protect your business from silent failures. You'll learn: ✅ How to catch future-dated orders and duplicate IDs 🧪 Property-based testing strategies ⚠ What happens when schema drift goes unnoticed 🧱 How to stage clean data into SQL Server 📊 Real-world horror stories of broken trust in data Plus we cover Python code for email alerts"
YouTube Link 2025-05-12T16:25Z [----] followers, [---] engagements
"Every Data Engineer Needs This Simple Guide Unlock the secrets of CRUD and ACID two essential concepts every data engineer must master In this video we break down CRUD and ACID in plain language provide actionable career takeaways and walk through real-world scenarios to help you ace your next job interview and build reliable systems. Download the one-pager https://www.gambilldataengineering.com/gambill-data-business-templates#acid-crud Chapters: 00:00 - Introduction: Why CRUD & ACID Matter 00:22 - What is CRUD 00:40 - CRUD Operations Explained 01:12 - CRUD Interview Questions & Examples"
YouTube Link 2025-09-19T15:30Z [----] followers, [---] engagements
"SQL Fundamentals for Data Engineers The $3 Million Mistake SQL is the language behind every report dashboard and insight your business relies on. But its also where silent mistakes can cost millions. Lesson 3: SQL Fundamentals (and a Window Function Bonus) A key lesson in your Data Engineering [---] series In this lesson I walk through the SQL fundamentals every data engineer must know and I show you how to avoid the mistakes Ive seen (and made) over the last 20+ years. ✅ SELECT / WHERE / ORDER BY ✅ JOINs explained (with a party guest list analogy) ✅ GROUP BY & Aggregations ✅ Subqueries vs."
YouTube Link 2025-04-23T21:02Z [----] followers, [--] engagements
"Master Data Monitoring: The #1 Skill That Gets Data Engineers Promoted Are your data pipelines really as healthy as you think In this video Chris Gambill breaks down the essentials of Data Monitoring and Observabilitythe backbone of trustworthy high-performing analytics systems. Learn the key terms and tools every data engineer should know from metrics and alerts to traces logs and the SLAs that keep your stakeholders sleeping easy. Plus get a rapid-fire rundown of best-in-class platforms like Prometheus Grafana Datafold dbt and more. What youll learn: What is Data Monitoring vs."
YouTube Link 2025-05-22T01:55Z [----] followers, [---] engagements
"Why You're Still A $80k Data Engineer You're a technically skilled data engineer. So why is your salary stuck in the mud while others are clearing $150k $180k or more The answer isn't learning another tool. It's fixing the career-killing mistakes you don't even know you're making. Your technical skills have become a blind spot preventing you from seeing what actually gets you paid and promoted. This video is the intervention you should have gotten years ago. We diagnose the three diseases that infect brilliant but underpaid engineers and give you the specific painful antidote for each one."
YouTube Link 2025-06-27T05:59Z [----] followers, [---] engagements
"This Data Engineering Skill is Worth $50K/YR Unlock the power of Big O Notation and see how understanding algorithmic complexity can transform your software engineering career. This video breaks down Big O in simple terms shows real-world cost scenarios and gives you actionable steps to level up your technical skills and salary. Chapters: 00:00 Introduction: Why Big O Matters for Your Career 00:44 The $50K Salary Difference & Promotion Impact 01:03 What is Big O Notation 01:10 Common Complexity Classes (O(1) O(log n) O(n) O(n)) 01:43 Cost Curves & Real-World Impact 02:14 Nested Loop Disaster"
YouTube Link 2025-08-13T13:30Z [----] followers, [---] engagements
"5 Rookie Mistakes in Data Engineering (Live) Are you new to data engineering and worried about common pitfalls derailing your projects Join me LIVE tonight as we dive into the top [--] rookie mistakes every fresher makes andmore importantlyhow you can avoid them ✅ Learn from real-world examples and save hours of headaches. ✅ Engage in interactive Q&A to solve your specific challenges. ✅ Walk away with immediate actionable tips to boost your skills. Bring your questions and your storieslets tackle these pitfalls together and set you up for success 📅 Live: Dont miss your chance to ask an expert"
YouTube Link 2025-03-29T15:20Z [----] followers, [--] engagements
"5 Revolutionary AI Tools for Data Engineers Are endless data prep tasks holding back your team In this video discover five powerful AI tools that tackle everything from automated machine learning to data cleaning visualization and observabilityplus one bonus solution that pulls it all together. Learn how real organizations have: ⚡ Slashed Data Prep Time by 70% using tools like Trifacta and OpenRefine 🔎 Boosted Model Accuracy with AutoML platforms (@H2Oai AutoML and DataRobot) Reduced Data Incidents by 90% using AI-driven observability (Monte Carlo) 📈 Elevated Data Visualization with"
YouTube Link 2025-02-27T19:15Z [----] followers, [--] engagements
"5-Step Blueprint for Cloud Migration Success Looking for more business related data content - Businesses: Reach out for a free consultation https://gambilldataengineering.com/contact Learn more about starting your business's data journey: https://www.gambilldataengineering.com/business-concept-blog Individuals looking to learn more: https://www.gambilldataengineering.com/data-engineering The NEW Data Roadmap: https://www.gambilldataengineering.com/data-engineering-honeycomb Looking to migrate your business from on-premises to Azure but don't know where to start In this video we break down the"
YouTube Link 2024-12-02T17:15Z [---] followers, [--] engagements
"ETL Concepts (Easiest Explanation): Azure Synapse Analytics pipeline demo Dive deep into the ETL process-Extract Transform Load with Azure Synapse Pipeline Example. Learn what ETL means and why it is important to data engineering and data driven organizations. Whether you're a beginner or a seasoned data engineer mastering ETL is crucial for turning raw data into actionable insights. After covering the concepts I provide a walkthrough of pulling data from a REST API and loading the data into an Azure SQL Server via an Azure Synapse Pipeline If you have not seen this before you don't want to"
YouTube Link 2024-06-10T06:34Z [--] followers, [--] engagements
"Debunking Data Engineering Myths: The Truth No One Tells You Youve probably heard this one: Data engineering Thats just building pipelines right Or maybe Only the tech giants care about that stuff. Well Im Chris and Ive spent the last [--] years building everything from messy Excel nightmares to modern cloud architectures"
YouTube Link 2025-05-24T05:36Z [----] followers, [---] engagements
"Learn These [--] AI Skills The landscape for data engineering already looks like a who's who of applications languages and frameworks. Then you add AI skills on top of that It can feel overwhelming Join me as I discuss the top [--] AI skills in demand and why it isn't as overwhelming as it seems Join me live as I answer your questions Can't make it Ask your questions below now and I'll queue them up for the live stream"
YouTube Link 2025-07-19T06:18Z [----] followers, [---] engagements
"3 Data Engineering Problems You Need to Try Before Your Next Interview 🔐 This week's Gambill's Gauntlet tackles one of the most important-but often overlooked-topics in data engineering: Orchestration & Security. Are your pipelines bulletproof Can they handle schema drift secret exposure and silent failures 💥 You'll learn: How to orchestrate around late-arriving data Secure alternatives to hardcoded API keys How to catch and recover from silent pipeline failures PLUS: We spotlight Zaffer's awesome response to last week's partitioning challenge don't miss it. 🧠 This Week's Gauntlet"
YouTube Link 2025-05-13T01:12Z [----] followers, [--] engagements
"Evolution of Data Engineering Jobs and Will AI Change It Forever Turn your videos into live streams with https://restream.io"
YouTube Link 2025-05-05T11:48Z [----] followers, [--] engagements
"STOP Doing Python Installation the Hard Way Discover PIP Master Python package management with this in-depth tutorial Learn how to install uninstall and manage packages efficiently using pip. Discover best practices for creating requirements files managing dependencies and working with virtual environments in Visual Studio Code. Boost your Python project productivity today Subscribe for more Python tips and tricks. #python #pip #packagemanagement #dataengineering #tutorial #programming #visualstudiocode Then dive deeper with our extended Python walkthrough and MARVEL API project:"
YouTube Link 2024-08-02T12:15Z [---] followers, [---] engagements
"Master Dimension Tables and Slowly Changing Dimensions for Data Warehousing Learn all about dimension tables and slowly changing dimensions (SCDs) in this comprehensive guide for data engineers and data analysts. Master how to model and manage dimension tables within your data warehouse to unlock valuable insights. Discover the difference between dimension and fact tables explore various types of SCDs (Type [--] [--] and 3) and gain practical knowledge through example interview questions and answers. Perfect for anyone looking to enhance their data modeling and management skills. Chapters: 00:00"
YouTube Link 2024-06-25T16:15Z [----] followers, [---] engagements
"Jump Start Your Data Career With This [--] Week Bootcamp This week's lesson from "The Pragmatic Programmer" teaches you how to write maintainable high-quality code that won't wake you up at 2AM when a one-off job comes back to haunt you. 🔧 YOUR DRILL: ✅ Refactor one job you own ✅ Move magic values to config files ✅ Standardize naming conventions ✅ Add comments explaining your logic 💡 INTERVIEW IMPACT: "We cut rework by documenting conventions and building a config loaderfollow-up changes took minutes instead of days." That's the kind of impact hiring managers remember. 📚 Want to level up"
YouTube Link 2025-10-05T05:26Z [----] followers, [---] engagements
"SQL Practices Costing You $30K/YR Unlock your next promotion by mastering SQL performance In this video you'll learn how to identify and fix hidden inefficiencies in your SQL queries boost your impact and accelerate your career growth. Real-world examples before-and-after refactors and actionable steps to make your SQL run faster and your work more visible. Download the checklist: https://www.gambilldataengineering.com/gambill-data-business-templates#sql-optimization For those of you that are learn by reading: SQL For Databricks: https://amzn.to/4fV4nrW Timestamps: 00:00 Introduction: Why"
YouTube Link 2025-08-22T15:30Z [----] followers, [---] engagements
"Fix Slow Excel Dashboards With Python Today YouTube Description: Unlock the power of Python for data cleaning automation and dashboardingeven if youre a total beginner In this hands-on tutorial youll learn how to clean filthy CSVs process millions of rows in seconds and rebuild slow Excel dashboards in Python then load your data directly into Power BI for blazing-fast reports. Whether youre a business analyst Excel power user or aspiring data scientist this step-by-step guide will help you become your companys data hero. Well cover real-world problems show you how to avoid common pitfalls and"
YouTube Link 2025-07-29T03:30Z [----] followers, [---] engagements
"Your Code Is Worthless (Until You Learn This [--] Skill) So you did the homework. You realized your technical skills aren't enough and you're here for the antidote. Good. This video delivers the masterclass you were promised: the exact framework to translate your code into influence promotions and cash. If you feel like the smartest most undervalued person on your team it's likely because you're a "Brilliant Liability." You speak in code; the business speaks in dollars and deadlines. This session bridges that gap permanently. We'll dissect "The 'So What' Drill" and elevate it with the "Domino"
YouTube Link 2025-06-27T06:00Z [----] followers, [---] engagements
"Dont Miss Out On $120k/YR Because You Dont Know Are you preparing for a data engineering interview Dont get caught off guard by Slowly Changing Dimension (SCD) questions In this video youll learn the difference between SCD Type [--] Type [--] and Type [--] see real-world interview questions and get actionable tips to ace your next technical interview. Chapters: 00:00 Introduction: The SCD Interview Trap 00:25 What Are SCDs 01:16 Why SCD Questions Matter 01:44 SCD Type [--] Explained 02:11 SCD Type [--] Explained 02:18 SCD Type [--] Explained 02:37 Real-World Example: Customer Address Changes 02:48 How to"
YouTube Link 2025-08-12T03:30Z [----] followers, [---] engagements
"The FUTURE of Data Ethics in AI by [----] Weve entered the Atomic Age of AI. The question is will we act ethically or repeat history This short video is a companion to my full Medium article: 🔗 Read the full article here: https://medium.com/@chris.gambill_28508/ai-is-the-atomic-age-of-our-time-1b3613f9c5c3sk=630be118573f1e5c0a00668872655acc In just [--] minutes well break down: Why AI is more than just a tool.it's a turning point The myth of neutral data and how it shapes bias What business leaders must understand about ethical AI My 5-question AI & Data Ethics Checklist you can start using today"
YouTube Link 2025-05-20T02:57Z [----] followers, [---] engagements
"How Nonprofits Win With Data: With Lindsay Morgia (The Data Coach) Join Chris Gambill and special guest Lindsay Morgia (The Data Coach) for a live in-depth discussion on how nonprofits can use data to drive real impacteven on a shoestring budget. Well cover Lindsays career journey the unique data challenges facing nonprofits budget-friendly tools data strategy governance and the skills you need to succeed in the nonprofit data world. Whether youre a data professional nonprofit leader or just curious about making data work for good this session is packed with practical insights and real-world"
YouTube Link 2025-06-07T15:21Z [----] followers, [--] engagements
"Why Data Silos Happen And How To Fix It Is your organization suffering from data chaos When the sales team has one number marketing has another and operations has a third it's impossible to make sound business decisions. This problem known as data fragmentation is a silent killer of productivity and trust. In this video we break down exactly why data fragmentation happens and give you a practical step-by-step playbook to fix it. We explore the common causes from short-term fixes and departmental silos to the challenges of integrating new companies and the hidden dangers of "homebrew""
YouTube Link 2025-06-18T15:37Z [----] followers, [--] engagements
"Top Rookie Mistakes Data Engineers Make (And How to Avoid Them) Are you a fresh-faced data engineer or aspiring to break into the field In this live session were diving into the most common rookie mistakes data engineers make and more importantly how to avoid them From messy naming conventions to missing indexes these lessons will save you time frustration and maybe even your job. Ill also share real-world stories and practical tips to help you grow from a beginner to a pro. Stick around for an engaging discussion and bring your questionswhether you're struggling with SQL Python or building"
YouTube Link 2025-01-25T16:25Z [----] followers, [--] engagements
"5 Data Engineering Mistakes Thatll Haunt You (and How to Avoid Them) Are your pipelines fragile overcomplicated or hiding silent data failures In this live session Ill walk you through [--] of the most commonand costlymistakes Ive seen in 25+ years of data engineering. From schema drift disasters to overengineered tech stacks Ill break down real-world examples and teach you how to build smarter cleaner and more reliable data systems. ✅ What youll learn: How to future-proof against schema changes Why simple tools often outperform complex ones Where data quality goes to dieand how to fix it How to"
YouTube Link 2025-05-02T18:36Z [----] followers, [--] engagements
"3 SHOCKING Things Power BI Can NOT Do Are you doing ETL in Power BI NO Find out more"
YouTube Link 2025-03-19T17:49Z [----] followers, [---] engagements
"Must-Know Data Governance Skills That Keep You Safe In this video I walk through critical data governance guardrails every data team should implement to protect their systems satisfy auditors and avoid career-ending mistakes. Were talking about real-world data governancenot academic fluff. Youll get a downloadable Data Governance Workbook with Data ownership & access review templates Vendor & credential audit tracking Quarterly review logs Policy sign-off sheets And a full glossary + usage guide ⚠ If your organization cant answer Who owns this dataset or Who accessed this last monthyoure"
YouTube Link 2025-05-30T20:15Z [----] followers, [--] engagements
"SQL Rank Mistake Everyone Makes Is your front-end betraying you Mixing RANK() and DENSE_RANK() can create gaps in leaderboards mis-paid bonuses and angry stakeholders. In just [--] seconds learn how to lock down one function and avoid costly rank disasters. 🔔 SUBSCRIBE for more SQL quick-wins: https://www.youtube.com/@GambillDataEngineeringsub_confirmation=1 💬 Share your worst #RankFail story in the comments 👍 Like if you found this helpful. 📘 Related tutorial: Data Engineering 101: SQL Fundamentals https://youtu.be/YPSa-n5o5CI 📘 Full Data Engineering [---] course:"
YouTube Link 2025-05-01T18:35Z [----] followers, [---] engagements
"Upgrade Your Data Career by Enhancing Your Communication Skills In this Data Engineer Quick Byte I'm sharing a crucial soft skill that often gets overlooked: communication. Being able to clearly explain the "why" behind our technical decisions can make or break the success of a data project. It's not just about building reliable pipelines or optimizing queries-it's about ensuring that every stakeholder understands the value we're creating. Next time you're in the weeds of coding take a moment to think about how you'll share those insights with your team. Communication can turn good data work"
YouTube Link 2024-12-13T21:20Z [---] followers, [---] engagements
"Nail Your Data Engineering Interview Handling Failures Scaling and Project Handoff Ever get a [--] a.m. call because your pipeline crashed. and your company just lost $30000 Most data engineers wont admit it but thats the real test of productionization and scaling. In this weeks Gambills Gauntlet Ill show you how senior data leaders actually answer the questions that make or break your career access control compliance breach response and proving your dashboards under real audit fire. Then we drop three brutal real-world Gauntlet questions on production scaling handoff and Friday night disasters."
YouTube Link 2025-06-04T03:30Z [----] followers, [--] engagements
"Data Engineer Career Path: From Novice to Ninja Thinking about a career in data engineering This live stream dives deep into everything you need to know Career Insights: Discover what inspired me to become a data engineer and what a typical day looks like. Skill Development: Learn the most in-demand skills for data engineers and how to stay up-to-date with the latest trends. Career Progression: Explore different career paths certifications and tips for negotiating a higher salary. Job Hunting: Get expert advice on acing data engineering interviews. Work-Life Balance: Learn how to maintain a"
YouTube Link 2024-08-25T06:12Z [---] followers, [---] engagements
"Data Orchestration and Security: Don't Hand Your Credentials To A Hacker Would you hand your house keys to a stranger Thats exactly what its like when you build data pipelines without proper security. In this episode of Data Engineering [---] we break down how to secure your orchestration workflows using retries secrets vaults alerting and structured design. 🔒 Well walk through: What orchestration really means Why hardcoded secrets are a silent disaster How to secure your Airflow DAGs Real-world security horror stories Code snippets using Azure Key Vault & AWS Secrets Manager 🎯 Whether you're"
YouTube Link 2025-05-18T03:18Z [----] followers, [--] engagements
"What is ETV: Hot Data Trend or Next Data Engineering Headache Tonight I'll be discussing a data trend where people are relying on a architecture process called ETV and calling it ETL. What is it and why it isn't sustainable tonight"
YouTube Link 2025-03-15T15:53Z [----] followers, [---] engagements
"Data Engineering AMA: Discussing AI with Nathan Smyth See you LIVE at 10PM ET 🚀 Dont forget to like & subscribe so you dont miss it It's Friday Yet Again Tonight we do our normal AMA as well as having a special guest Nathan Smyth will be here to talk about his experiences as a developer his [--] hour long engineering interview our opinion on the future of ETL the future of engineers as we see tools like Deepseek emerge and more You don't want to miss it Connect with Nathan: https://www.linkedin.com/in/nathansmyth/ Learn more With Udemy Using these affiliate links supports the channel and cost"
YouTube Link 2025-02-08T16:07Z [----] followers, [--] engagements
"Senior Data Engineers Master This Streaming Data Method Unlock the power of real-time data streaming in Databricks In this step-by-step tutorial you'll learn how to create and configure Lake Flow Declarative Pipelines using Databricks Free Edition. Whether you're prepping for an interview or building your first ETL pipeline this walkthrough covers everything from project setup to streaming table creation variable management and best practices for dynamic scalable data engineering. Chapters: 00:00 - Introduction & Databricks Streaming Options 00:36 - Starting a New Pipeline in Databricks 00:57"
YouTube Link 2025-10-13T15:30Z [----] followers, [---] engagements
"How to Become a Data Architect (the Ultimate Guide) Looking for more business related data content - Businesses: Reach out for a free consultation https://gambilldataengineering.com/contact Learn more about starting your business's data journey: https://www.gambilldataengineering.com/business-concept-blog Individuals looking to learn more: https://www.gambilldataengineering.com/data-engineering The NEW Data Roadmap: https://www.gambilldataengineering.com/data-engineering-honeycomb Embark on a transformative journey from data engineer to data architect Thinking about your next career move"
YouTube Link 2024-10-31T01:05Z [----] followers, [----] engagements
"Orchestrating AI Swarms: Can Data Engineers Orchestrate The Chaos The biggest failures in AI today dont come from bad prompts. they come from broken systems. In this video I break down why AI agents need orchestration just as much as data pipelines do. If you're a data engineer you're already equipped with the exact mindset and tools needed to lead this next wave of intelligent automation. 📌 Topics covered What agent orchestration actually means Why your skills already transfer (DAGs LangGraph retries AutoGen etc.) Where most AI agents fail in real-world systems How to get started today with"
YouTube Link 2025-06-10T03:30Z [----] followers, [---] engagements
"Top Databricks Ingestion Method To Impress Your Interviewer Unlock the secrets to Databricks Lakeflow Connect In this comprehensive guide well walk you through proven strategies common pitfalls and expert tips to ensure your data flows smoothly and efficiently. This video will help you optimize your ingestion process avoid costly mistakes and get the most out of your databricks investment. Chapters: 00:00 - Introduction: If ingestion is eating your budget 00:07 - Connector shelf & Lake Flow Connect overview 00:21 - [--] Years in Data Engineering 00:32 - Winning Patterns & Audit Trails 00:59 -"
YouTube Link 2025-08-20T15:30Z [----] followers, [---] engagements
"Change Your Career Trajectory In [--] Minutes Unlock the power of Python for data cleaning analysis and dashboard automation In this step-by-step tutorial you'll learn how to process filthy CSVs handle millions of rows in seconds and rebuild slow Excel dashboards in Pythonthen load them directly into Power BI. Whether you're a beginner or looking to level up your data skills this video will help you become your company's data hero. Chapters: 00:00 - Introduction & What Youll Learn 00:23 - Problem X: Dirty Source Files 01:05 - Cleaning Data in Python 01:49 - Vectorization: Speeding Up Data"
YouTube Link 2025-07-24T05:34Z [----] followers, [---] engagements
"Battle of the AIs: ChatGPT vs. Claude AI SHOWDOWN between: OpenAI and Anthropic Which AI will come out on top Tune in to find out We put them head-to-head in a showdown of their generative AI capabilities. We explore the strengths and limitations of each platform in terms of speed ethics and flexibility. Watch as we compare how OpenAI's GPT-4 and Anthropic's Claude stack up against each other when generating synthetic datasets and addressing complex data engineering tasks. Anthropic AI API: https://console.anthropic.com/dashboard OpenAI API: https://platform.openai.com/ For the full python"
YouTube Link 2024-09-13T03:41Z [---] followers, [--] engagements
"Data Engineering 101: Learn Medallion Architecture (The Right Way) Trust isn't optional it's the only thing that keeps data teams alive. In this deep-dive lesson we're going beyond buzzwords to the brutal truth: How broken Silver layers unchecked schema drift and misinformation pipelines destroy companies from the inside. In this video you'll learn: ✅ The real meaning of Bronze Silver and Gold ✅ How promotion failures quietly ruin boardroom decisions ✅ Why schema drift is the sniper you never see coming ✅ The difference between operational dashboards and strategic intelligence ✅ What happens"
YouTube Link 2025-04-30T21:14Z [----] followers, [--] engagements
"Build The Future: Modern Data Engineering With Microsoft Fabric Ready to stop fighting spreadsheet chaos and deliver trusted data. fast In this kickoff episode of my new Azure Data Engineering series Ill show you why modern data pipelines are the foundation of every winning data team. Youll hear real-world horror stories see exactly whats possible with Azure Fabric Data Factory and Power BI and get a sneak peek at how you can start building a production-grade data platform from scratch. Whether youre prepping for the DP-700 or DP-600 exams or just want to finally end spreadsheet chaos this"
YouTube Link 2025-06-12T03:30Z [----] followers, [---] engagements
"Land a High-Paying Data Job in [----] With These [--] Skills You Know the BasicsNow Master the Skills That Will Skyrocket Your Income Want to land a high-paying data engineering job in [----] These six must-have skills will give you a competitive edge in the data world. From SQL optimization and data contracts to automation and business impact learn exactly what hiring managers are looking for. Which skill do you think is the hardest to master Drop a comment below Level Up Your Skills Udemy Courses: Get expert-led courses on SQL Python dbt Airflow & more Airflow : http://bit.ly/4b7GqLv Write"
YouTube Link 2025-02-21T07:15Z [----] followers, [---] engagements
"How To Win Job Offers and Promotions Are you tired of your data engineering work going unnoticed I reveal the #1 reason data engineers get stuck and how you can break through by clearly explaining your ROI. Learn a simple framework to connect your projects to real business value boost your career and finally get the recognition (and salary) you deserve. Chapters: 00:00 Why Your Work Isnt Getting Noticed 00:36 The ROI Framework: Time Cost Business 01:15 The Mindset Shift That Changes Everything 02:00 Real-World Example: Databricks Optimization 03:10 The ROI Formula You Can Steal 03:50 How to"
YouTube Link 2025-08-01T03:30Z [----] followers, [---] engagements
"Gambill Data Foundation Bootcamp: Week [--] Foundations of Data Engineering Fundamentals Unlock the secrets to building reliable data systems This week we break down the core principles from Joe Rices Fundamentals of Data Engineering so you can design with confidence avoid burnout and impress in interviews. Watch for actionable tips key concepts and your weekly mission Affiliate Links to resources: They are not small So my suggestion is go out and get Audible Here is the link: https://amzn.to/424vyut Video from Joe Reis and Matt Housley on insights from the book"
YouTube Link 2025-09-20T17:44Z [----] followers, [----] engagements
"Essential Data Engineering Skills You Need to Succeed Considering a career as a Data Engineer in [----] Find out what skills you need to master to be successful in this exicting career ➕ Follow me on LinkedIn: https://www.linkedin.com/in/databasemanagement/ 💻 Check out consulting & resources: gambilldataengineering.com #analyticsengineer #dataengineering #dbt #careerstrategy #finaldatadestination #gambilldata 00:00 Skills To Master in [----] 00:28 What are we covering 00:48 Serverless Computer and RTA 01:00 AI And Machine Learning 01:25 Skills Data Engineers Need Beyond [----] 01:50 Build a Strong"
YouTube Link 2025-04-12T00:00Z [----] followers, [---] engagements
"Data Engineering Made Simple Roadmap & Resume Tips for Freshers Are you dreaming of becoming a data engineer but feeling overwhelmed by all the skills tools and concepts you need to master Or are you a fresher struggling to build a resume that stands out to recruiters In this video I'm breaking it all down for you: ✅ The Data Engineer Honeycomb of Traits: A visual roadmap to guide your learning journey. ✅ Key Skills & Tools: From SQL and Python to data modeling and cloud platforms. ✅ Project-Based Resume Example: How to showcase your skills even if you don't have formal work experience. 💡"
YouTube Link 2025-01-13T20:45Z [----] followers, [---] engagements
"The Skill That Gets Data Engineers Hired in [----] Want to land your next data engineering role Mastering PySpark in Databricks is the career skill that separates interview winners from everyone else. In this video Ill show you exactly how PySpark works why companies rely on it for big data and how you can use it to stand out in interviews. What youll learn in this video: 🔹 PySpark fundamentals in under [--] seconds 🔹 Why Databricks + PySpark matters for real companies 🔹 Five interview-ready PySpark coding examples (with common mistakes) 🔹 Practical exercise to test your skills in Databricks"
YouTube Link 2025-10-01T15:30Z [----] followers, [---] engagements
"9 Myths About Data Engineering (And the Truth) Debunking Data Engineering Myths The Truth No One Tells You Think data engineering is just about writing code and building pipelines Think again. In this video Im exposing the top myths that keep businesses stuck. and data engineers frustrated. From Its just coding and Airflow to Only the tech giants need this stuff these misconceptions nearly derailed my own career (and almost cost my company a sales quarter). Ill share the real stories break down what the job is actually about and reveal why soft skills business understanding and adaptability"
YouTube Link 2025-05-26T16:35Z [----] followers, [--] engagements
"Stop Losing Money on Your Next Job Offer Negotiate Like a Pro or Stay Underpaid in [----] Unlock the secrets to salary negotiation as a data engineer in [----] In this video you'll learn exactly what to say when to say it and how to anchor your value so you never leave money on the table again. Whether you're entry-level or a seasoned pro these strategies will help you maximize your compensation avoid common mistakes and confidently navigate every stage of the offer process. Timestamps / Chapters: 00:00 - Why Most Data Engineers Stay Underpaid 00:24 - Understanding [----] Compensation Bands 00:47 -"
YouTube Link 2025-07-26T02:30Z [----] followers, [---] engagements
"Stop Cleaning Dirty Data The Smart Way To Fix Data Quality 🚀 Stop Cleaning Dirty Data Here's the Smart Way to Fix Data Quality 🧠 In this short video we reveal the secret to ending your data quality nightmares. Instead of endlessly cleaning dirty data learn how to fix the problem at its source Key points: ✅ Find your data owners ✅ Coach your users effectively ✅ Create a data quality culture By focusing on prevention you'll save time reduce frustration and make better business decisions. It's time to transform your approach to data quality 📊 What's your biggest data quality challenge Share"
YouTube Link 2024-09-18T15:35Z [----] followers, [---] engagements
"How AI is Changing Your Data Job How does AI impact the real-life of a Data Engineer in a Sales organization"
YouTube Link 2024-12-19T18:09Z [----] followers, [---] engagements
"How To Ace Your Data Engineering Interview (2025 Weekly Q&A) Are you ready for the questions that really separate data engineers from the rest This episode breaks down the most common.and toughest compliance and governance questions youll face in a data engineer interview. From GDPR and HIPAA to access control audit trails and regulatory requirements youll learn how top data leaders frame answers that actually win offers. No generic advice. No checklists. Just proven practical strategies for tackling the toughest topics: compliance governance data privacy and risk. so you can stand out to"
YouTube Link 2025-05-29T15:17Z [----] followers, [--] engagements
"Data Disasters That Happen When Credentials Are Exposed in GIT Your data pipelines could be wide open and you wouldnt even know it. In this episode of Data Words we break down how access control secrets management and least privilege can make or break the security of your orchestration. Ill share a real story of a vendor pushing credentials into GitHub (yes seriously) and explain how to avoid becoming the next cautionary tale. Youll learn: ✔ What access control secrets management and least privilege actually mean ✔ Why storing secrets in code is a ticking time bomb ✔ How to build a defensible"
YouTube Link 2025-05-15T01:00Z [----] followers, [--] engagements
"How Data Engineering Saved A Company $187000 Annually Looking for more business related data content - Businesses: Reach out for a free consultation https://gambilldataengineering.com/contact Learn more about starting your business's data journey: https://www.gambilldataengineering.com/business-concept-blog Individuals looking to learn more: https://www.gambilldataengineering.com/data-engineering The NEW Data Roadmap: https://www.gambilldataengineering.com/data-engineering-honeycomb 💼 Transform your business's data chaos into clarity Watch how I helped a company save $187000 annually using"
YouTube Link 2024-11-16T14:15Z [----] followers, [--] engagements
"Hive Metastore vs Unity Catalog: The Ultimate Career Upgrade Discover how mastering Databricks Unity Catalog can elevate you from a mid-level to lead data engineer. Learn why migrating from Hive Server matters and how it impacts data governance. I'll share the secrets to effective data management and show you how Metadata and Data Lineage features can set you apart. One-Pager with Resources and Exercises: https://www.gambilldataengineering.com/business-templates#hive-uc Affiliate Resources: [--]. Beginner Foundation (Hive vs UC Medallion framing) Fundamentals of Data Engineering by Joe Reis &"
YouTube Link 2025-09-22T15:30Z [----] followers, [---] engagements
"Why Shift Left Is Changing Data Teams Everywhere Shift Left is more than a software termits the missing piece in your data pipeline strategy. In this short I break down how to apply Shift-Left principles in data engineering using schema validation data contracts and team alignment. Catch bad data before it breaks things. Subscribe for more battle-tested insights from real-world data projects. #DataEngineering #ShiftLeft #DataQuality #ETL #DataContracts"
YouTube Link 2025-05-05T01:47Z [----] followers, [---] engagements
"The Real Reason Your Databricks Costs Are Skyrocketing Your Databricks bill is skyrocketing not because your data is too big but because your "data shape" is inefficient. Most engineers react to slow pipelines by scaling up the cluster. this doesn't fix the problem; it just burns money faster. In this video I break down the specific optimization strategy that stopped the cash bleed. We move beyond standard AQE and Salting fixes to tackle the real bottleneck: Inefficient Shuffling and I/O. You will learn how to manually reshape your data to minimize network traffic how to cache without blowing"
YouTube Link 2025-11-17T16:30Z 11.4K followers, [---] engagements
"Spark vs Pandas: Why Data Engineers Must Master Spark for Big Data YouTube Shorts Spark vs Pandas: Why Data Engineers Must Master Spark for Big Data"
YouTube Link 2025-11-14T01:48Z [----] followers, [--] engagements
"Your Production and Test Environments Are Drifting Apart Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Designing Data-Intensive Applications https://amzn.to/45QIzci Spark and Python for Big Data with PySpark https://trk.udemy.com/DyEE7y Fundamentals of Data Engineering https://amzn.to/4lMN3Xh The Complete Hands-On Introduction to"
YouTube Link 2025-12-15T16:30Z 11.4K followers, [---] engagements
"The Databricks DLT Setup Most Engineers Get Wrong Unlock the power of Databricks Lakehouse with this comprehensive tutorial In this video youll learn how to build robust ETL pipelines using Delta Live Tables (DLT) on the Databricks platform. Well walk through the entire processfrom setting up your workspace and ingesting data to transforming optimizing and managing your data pipelines for analytics and machine learning. Whether youre a data engineer analyst or just getting started with Databricks this guide covers: What is the Databricks Lakehouse architecture How to create and configure"
YouTube Link 2025-11-03T16:30Z 11.4K followers, [---] engagements
"Gambill Gauntlet Weekly Leaderboard Data Engineer Interview Weekly Leaderboard Thank you to those that have participated. If you haven't gone in yet and provided answers you can go back to the previous videos and answer NOW for your chance to win notoriety and fame during our Friday night live sessions Practice answering data interview questions and get expert advice and feedback Looking to get more technical practice Join Codecademy while supporting the channel If you are a high school or college student you get 35% off with this link: https://www.pntrs.com/t/2-591852-361892-213588 Not a"
YouTube Link 2025-03-30T17:39Z [----] followers, [--] engagements
"Data Engineering Leader Reveals Beginner Roadmap Are your dashboards collecting dust Discover how to turn your data into real business impact with actionable storytelling techniques In this YouTube Short learn why clarity beats complexity how to design for decisions and the secret to making your insights impossible to ignore. Perfect for data engineers analysts and anyone ready to level up their influence. Storytelling With Data Cole Nussbaumer Knaflic https://amzn.to/4lH98pZ Chapters: 00:00 - The Problem: Dashboards Without Impact 00:10 - Why Clarity Matters 00:20 - Storytelling with Data:"
YouTube Link 2025-10-21T15:30Z [----] followers, [---] engagements
"From Code Monkey to In Demand Data Engineer: The [----] Pivot The era of the "Code Monkey" is over. In [----] writing boilerplate Python or clicking buttons in a GUI won't be enough to keep your job. The AI hype cycle is in mid-gear and automation is wiping out "middle-skill" engineering roles. So how do you survive In this highlights reel from our recent Live AMA we break down exactly what skills you need to pivot toward to stay relevant. We discuss why fundamentals like data modeling are more critical than ever why universities are failing to keep up and why you need to start paying attention"
YouTube Link 2026-01-06T01:40Z 11.4K followers, [---] engagements
"Be A Data Engineer: Fix Data Pipelines Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program 📘 Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x 📄 Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates data engineer data engineering data engineering roadmap become a data engineer ai python tutorial python cloud computing pyspark data engineer data engineering data engineering roadmap become a data engineer ai python tutorial python cloud"
YouTube Link 2025-12-13T19:00Z 11.4K followers, [----] engagements
"Your Spark Join Strategy is Wrong (Here's Why) Shuffling is "data musical chairs" it kills your Spark performance by flooding the network and forcing expensive sorts. If you want faster PySpark jobs you need to stop moving your massive tables and start moving the small ones instead. In this video we dive deep into Broadcast Joins. Youll learn exactly how they work why they are the most efficient join strategy when used correctly andcruciallywhen they can actually crash your application. We walk through the code to force a broadcast how to clean your keys to ensure it actually happens and what"
YouTube Link 2025-11-17T16:30Z 11.4K followers, [---] engagements
"Optimize Spark Data Skew with AQE 🚀 Learn how to optimize Spark data skew with Adaptive Query Execution (AQE) in this informative video. Data skew occurs when one or more partitions in a Spark cluster receive disproportionately large amounts of data leading to performance issues and slower processing times. AQE is a powerful tool that can help mitigate these issues by dynamically adjusting the query execution plan based on runtime statistics. By optimizing Spark data skew with AQE you can significantly improve the performance and efficiency of your Spark applications leading to faster data"
YouTube Link 2025-12-13T16:45Z 11.4K followers, [---] engagements
"DevOps vs Data Engineering - Which Career is Right for YOU I get questions about career paths from time to time. This one: Should I be a Dev Ops Engineer or a Data Engineer This one from Myan came in and I wanted to respond as a video since so much of my advice on this topic is similar and in the case Dev Ops overlaps so much with data engineering"
YouTube Link 2025-01-25T20:39Z [----] followers, [----] engagements
"Table-Driven Architecture Will Land Your Next Job Unlock the secrets of table-driven design and learn how to build adaptive future-proof systems In this in-depth guide we break down the core principles of table-driven architecture demonstrate real-world code examples and share expert interview tips to help you stand out in your next tech interview. Whether youre a software engineer data engineer or aspiring tech lead this video will help you: Understand the power of table-driven design for scalable maintainable systems See practical code walkthroughs and mapping table strategies Master"
YouTube Link 2025-10-27T15:30Z [----] followers, [---] engagements
"Your Dev Environment Is Broken and You Don't Know It #Testing #DevOps Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program 📘 Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x 📄 Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Agile Development Bug Prevention Build Pipeline Clean Code Code Quality Continuous Integration Deployment Strategies Dev Environment DevOps Best Practices Development Tips Quality Assurance Refactoring Techniques"
YouTube Link 2025-12-18T00:12Z 11.4K followers, [----] engagements
"Silent Failures Are Destroying Your Data Career You think a green dashboard means you did your job Wrong. A green dashboard that hides missing data is the most dangerous thing in Data Engineering. It lulls you into a false sense of security until the VP of Sales asks why the Q4 report is blank and you have no answer because your logs say "Success." In this session I am tearing down the "Happy Path" mentality that juniors love and seniors fear. We are discussing Silent Failures. We are going to cover the logic gaps the swallowed exceptions and the "defensive coding" habits that are actually"
YouTube Link 2026-01-17T16:43Z 10.6K followers, [--] engagements
"What Data Teams Don't Know About Databricks #datascience #tutorial Unlock the full potential of Databricks with this insightful tutorial where we reveal the often-overlooked aspects of Databricks that data teams need to know. From optimizing data workflows to leveraging advanced analytics we'll dive into the hidden features and best practices that can take your data science capabilities to the next level. Whether you're a seasoned data professional or just starting out with Databricks this video is packed with expert tips and tricks to help you get the most out of this powerful platform."
YouTube Link 2025-12-23T13:15Z 11.4K followers, [----] engagements
"Stop Building Pipelines And Start Architecting Intelligence If your resume says "I build ETL pipelines" you are in trouble. By [----] AI will write better SQL than you faster than you and cheaper than you. The era of the "Pipe Builder" is ending. The era of the "Semantic Architect" is beginning. In this video I break down why your current data stack is failing your AI initiatives. We analyze a real-world scenario where an AI agent lied to a CEO about $15M in revenuenot because the model was dumb but because the data engineering team failed to provide Context. Im giving you the 4-step blueprint"
YouTube Link 2026-01-02T15:00Z 11.4K followers, [---] engagements
"Your Senior Engineer Interview Is Failing Because Of This Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Master Data Engineering: https://youtu.be/D5bln7fqMZQ If you're still talking about clean datasets and your ETL process when asked about modeling you won't get the job. Here is the brutally honest feedback you need to hear about why you are bombing your Senior Engineer interviews. Join this channel to get early access and upcoming group mentoring sessions:"
YouTube Link 2025-12-02T16:30Z 11.4K followers, [---] engagements
"Data Engineering's Brutal Truth: The [----] Job Market Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates In this live AMA we dive into what [----] holds for data engineers. We discuss the current AI hype cycle the end of the "CodeMonkey" era and why middle-skill engineers are at risk. I also answer your questions about the most needed skills"
YouTube Link 2026-01-03T19:43Z 11.4K followers, [----] engagements
"Why are Date Formats so Frustratingly Confusing Are you tired of date format confusion Join Chris as he tackles the frustrating inconsistencies that can derail your workflow In this quick YouTube Short discover the power of ISO [----] (YYYY-MM-DD) - the universal solution for all your date dilemmas. Say goodbye to the chaos of varying formats and hello to a simpler more efficient way to manage your data. Watch as Chris walks you through the common pitfalls and highlights how standardizing your dates can save you and your team time and headaches. Have you faced any bizarre date format issues"
YouTube Link 2024-12-28T19:52Z [----] followers, [---] engagements
"Data Engineering 2025: The Future Awaits Tonight I'm going to talk about the last couple videos we did which were the [--] skill every data engineer has to have and then [--] Skills that Separate you from your Competition I'll also discuss data consulting and how I got into it and how you can too As always we will be answering questions about data engineering and cover anything data related on your mind tonight Want to create live streams like this Check out StreamYard: https://streamyard.com/pal/d/6043226078576640 Connect with Me https://www.facebook.com/gambilldataengineering/"
YouTube Link 2025-02-23T00:18Z [----] followers, [---] engagements
"Career Plateau After [--] Years This Is Why Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Master Data Engineering: https://youtu.be/D5bln7fqMZQ AI Defense Guide" (Free): https://www.gambilldataengineering.com/business-templates#ai-defense-guide Most engineers hit a hard salary ceiling after [--] years. You might think the answer is learning Rust Iceberg or the latest frameworkbut youd be wrong. In this video I break down the "Engineer's Maturity Curve" and explain why 80% of developers get stuck in the"
YouTube Link 2025-11-26T17:30Z 11.4K followers, [---] engagements
"How To Navigate AI Agents Startups and Find Success In Data Careers Welcome to another episode of Data With Direction Today we go behind the scenes with Kyle Stratis founder of Stratus Data Labs and O'Reilly author to explore the realities of being a data professional in the startup world. Kyle shares his journey startup stories lessons learned and insights from his new book on model context protocol and the future of AI agents. Timestamps: 00:00 Introduction & Guest Welcome 00:36 Kyles Background: From Neuroscience to Data 01:38 Startup Beginnings & Early Career 03:16 Consulting Freelancing"
YouTube Link 2025-07-22T18:17Z [----] followers, [---] engagements
"STOP Making These Power BI ETL Mistakes Are you using Power BI as an ETL tool You might be making a big mistake Many data teams are unknowingly doing ETV (Extract Transform Visualize) inside Power BI instead of true ETL (Extract Transform Load)and it's causing major scalability and performance issues. In this video I break down: ✅ Why ETV works until it doesnt ✅ The performance & data governance risks of Power BI transformations ✅ How the Medallion Architecture (Bronze Silver Gold) can fix these problems ✅ A real-world case study where transitioning to a structured data warehouse cut report"
YouTube Link 2025-03-25T15:13Z [----] followers, [---] engagements
"I Benchmarked Databricks Serverless vs Dedicated (Here's What I Found) Unlock the secrets to maximizing Databricks performance and minimizing costs In this ultimate guide we break down the real-world pros and cons of Serverless vs Dedicated Compute show you how to benchmark your jobs and reveal the decision frameworks top data engineers use to save money and time. Whether youre a data engineer architect or business leader this video will help you: Choose the right compute for your workflows Avoid common cost traps Defend your decisions with data Ace your next data engineering interview"
YouTube Link 2025-11-11T16:30Z 11.4K followers, [---] engagements
"Convert Unix Epoch Time to Readable Dates in PySpark: Quick Guide Struggling with Unix Epoch time in your data In this short tutorial I'll show you how to quickly convert Epoch timestamps into readable dates using PySpark in Databricks. 💡 Learn how to: ✅ Use the from_unixtime function for seamless Epoch conversion. ✅ Handle timestamps like [----------] and transform them into meaningful dates. Perfect for data engineers and analysts working with big data 📌 Watch now to simplify your data workflows and ensure accurate date handling. 00:00 What is Epoch Time 00:15 How to create a New Calculated"
YouTube Link 2025-01-09T16:49Z 10.2K followers, [---] engagements
"Data Engineering AMA: Engineering Your Data Career In [----] 📱 The era of the "Code Monkey" and just "Moving Data from A to B" is over. If your value proposition is writing boilerplate Python or clicking buttons in a GUI you are already obsolete. We are entering a 3-5 year window where the "middle-skill" engineer gets wiped out by AI and budget cuts. In this live AMA Im dismantling the "happy path" tutorials and showing you the harsh reality of the [----] job market. We aren't talking about syntax; we are talking about Agents MCP (Model Context Protocol) and Production-Grade Architecture."
YouTube Link 2026-01-03T19:43Z 11.4K followers, [---] engagements
"Revolutionize Your Data Workflow: Why EtLT is the Future Thrilling evolution of data processing techniques as we uncover the game-changing benefits of EtLT over traditional ETL methods. Unleash the power of streamlining data pipelines enhancing efficiency and adapting to the dynamic demands of modern data needs. Get ready to say goodbye to ETL and welcome the future with open arms through EtLT. Don't let this revolutionary shift in data processing strategies pass you by"
YouTube Link 2024-06-14T20:43Z [----] followers, [---] engagements
"Bronze Silver Gold. But What About Copper This segment explores practical approaches to medallion architecture in data systems featuring a discussion between Chris Ramona and Shane. Chris outlines his layered methodologyincluding bronze silver copper gold and BI/semantic layersexplaining the purpose and characteristics of each. The conversation delves into the nuances of data modeling business rules and the challenges of defining semantic layers. The group reflects on how to codify architectural knowledge into repeatable templates and concludes with a Q&A about the distinctions between"
YouTube Link 2025-10-06T15:30Z 10.6K followers, [---] engagements
"Salting vs. AQE: When to Use What in Spark 🤔 Learn the differences between salting and Adaptive Query Execution (AQE) in Apache Spark and discover when to use each technique to optimize your Spark queries. In this video we'll dive into the world of Spark performance optimization exploring the benefits and use cases of salting and AQE. Whether you're a seasoned Spark developer or just starting out this video will provide you with a deeper understanding of how to improve the efficiency of your Spark applications. We'll cover the fundamentals of salting and AQE including how they work their"
YouTube Link 2025-12-13T08:09Z 11.4K followers, [---] engagements
"Data Engineers: Your Skills Are About to Become Obsolete (Here's What To Do) Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Top Udemy Courses for Aspiring Data Engineers: https://trk.udemy.com/zxYW9x Free Data Engineering Checklist: https://www.gambilldataengineering.com/business-templates Unlock the future of data engineering In this in-depth [----] outlook discover how AI is reshaping the role of data engineers the return of the generalist and the strategies you need to stay ahead. Learn about the"
YouTube Link 2025-12-29T15:01Z 11.4K followers, [----] engagements
"Data Engineering Mythbusting: SQL ETL Portfolios & AI Lies (LIVE) Think SQL is dead Heard ETL is obsolete Told you need a flashy portfolio to get hired Tonight were busting the biggest myths in data engineering live. 🚀 What well cover: Why SQL isnt going anywhere (and still gets you hired) The truth about ETL vs ELT in modern pipelines Portfolios: practice vs proof for job interviews AI replacing data engineers (spoiler: not yet) 💬 Drop your questions and myths in the live chat. Ill take them on in real time. 👉 Dont forget to subscribe and check out our Data Engineering Fundamentals [--] Week"
YouTube Link 2025-09-21T03:50Z 10.9K followers, [---] engagements
"Your Spark Jobs Are Too Slow This Is How To Fix Them Your data is being sprayed across your whole cluster. Go Fix It Having issues with slow PySpark jobs in Databricks This video shows you how to optimize your Apache Spark shuffle partition counts for better performance. We cover setting a sane spark.sql.shuffle.partitions value and intentionally repartitioning on the join key to avoid slowdowns and task spills a critical aspect of efficient data engineering. This technology approach helps you get your spark jobs running smoothly. data engineer data engineering databricks databricks data"
YouTube Link 2025-11-18T16:30Z 11.4K followers, [----] engagements
"GitHub Copilot's Data Leak Just Got Worse Consulting: https://www.gambilldataengineering.com/data-strategy-consulting Coaching: https://www.gambilldataengineering.com/mentoring-program Master Data Engineering: https://youtu.be/D5bln7fqMZQ AI Defense Guide" (Free): https://www.gambilldataengineering.com/business-templates#ai-defense-guide GPT-5.1 and Gemini [---] just dropped so I threw them into the ring against GitHub Copilot for a brutal security stress test. The results were shocking: The "Industry Standard" tool leaked private customer data while the new models exposed a massive gap between"
YouTube Link 2025-11-25T16:30Z 11.4K followers, [---] engagements
"The SCD2 Trap Most Data Teams Fall Into #DataEngineering #BestPractices Are you using Slowly Changing Dimension [--] (SCD2) in your data engineering projects While SCD2 is a powerful technique for managing changing dimensions many data teams fall into common traps that can lead to data inconsistencies and inefficiencies. In this video we'll explore the SCD2 trap that most data teams fall into and provide best practices for avoiding it. We'll discuss the importance of proper data modeling effective use of surrogate keys and strategies for handling type [--] and type [--] changes. By understanding these"
YouTube Link 2025-12-28T16:04Z 11.4K followers, [----] engagements
"The Surprising Way to Turn Downtime Into Uptime #dataengineering #productivitytips 👉 Start your Free Audible trial now: https://amzn.to/48C40jY Tough truth. You are not too busy to learn. You are just letting your dead time evaporate. Waiting on pipelines. Pointless meetings. Commutes. School pickup line. Dishes. Walks. Right now Audible has a deal for $0.99/month for the first [--] months. That is cheaper than the sad coffee in your office. Several of my go-to books for aspiring and mid-career data engineers are on Audible for cheap or free including: Designing Data-Intensive Applications The"
YouTube Link 2025-11-15T17:58Z 11.4K followers, [----] engagements
"Remote Work: The $1.2 Million Invisible Tax Discover the shocking truth about remote work and the $1.2 million invisible tax that's affecting millions of people around the world. In this video we'll delve into the unseen costs of working from home from increased utility bills to decreased social connections. Learn how to navigate the challenges of remote work and find ways to minimize the financial impact on your life. Whether you're a freelancer entrepreneur or remote employee this video is a must-watch for anyone looking to thrive in the remote work landscape. Get ready to uncover the"
YouTube Link 2026-01-16T03:52Z 11.4K followers, [----] engagements
"Most Data Engineers Learn These [--] Courses (You Should Too) Ready to become a data engineer in [----] These are the top Udemy courses I recommend for beginners who want to build real-world data skills: SQL PySpark Databricks Airflow Kafka and even a bonus skill to keep you on the cutting-edge of your career Ive hand-picked these based on impact structure and how directly they prepare you for enterprise-level projects and interview-ready skills. Follow them in order to go from beginner to professional data engineer or skip ahead to strengthen specific skills. 🎓 Courses Mentioned in This Video 1"
YouTube Link 2025-10-31T15:30Z 11.4K followers, [----] engagements
"Master COALESCE in [--] Seconds or Less Unlock the power of SQL with our quick tutorial on COALESCE In just [--] seconds you'll learn how to use the COALESCE function like a pro making it easier to handle null values in your datasets. Perfect for data analysts data engineers and anyone looking to improve their SQL skills this video is packed with essential SQL tips and tricks. Whether you're preparing for SQL interview questions or just want to enhance your data cleaning techniques knowing how to replace nulls effectively can set you apart. Dive into the world of data analytics and elevate your"
YouTube Link 2024-09-21T16:56Z [----] followers, [---] engagements
"Why 99% of applications fail immediately #jobsearch #resumetips As a hiring manager I've reviewed thousands of resumes and most fail within seconds. This video shares essential resume tips to help you in your job search focusing on how to build a resume that truly stands out. Learn to quantify your achievements and optimize your resume metrics for significant career growth and development. This approach ensures your resume gets noticed improving your chances of professional success. ats friendly resume how to make a resume resume format resume template how to make a cv cv job application how"
YouTube Link 2026-01-24T04:59Z 11.4K followers, [----] engagements
"IS NULL and COALESCE the secret to SQL success Unleash the Power of SQL: Master isnull vs. coalesce #sqltips #sqlfordataengineer #coalesce #sqlcoalesce"
YouTube Link 2024-06-27T11:05Z [----] followers, [---] engagements
"5 Tools Every Data Engineer Needs In [----] (Plus a Game-Changer) Are you ready for [----] These [--] essential tools will set you up for success as a data engineerplus theres a surprise tool at the end that could change the game 👇 Which of these tools do you already use What did I miss Drop a comment 🔥 Start learning these tools today with Udemy courses (affiliate links): 🔗 Resources & Links: Udemy Courses Affiliate Links Support the Channel While Learning ➝ Gen AI In Data Engineering (Certification): https://bit.ly/4hoYL8V AWS AI Practitioner Certification Training: https://bit.ly/4hCMVIe"
YouTube Link 2025-02-17T19:16Z [----] followers, [---] engagements
"Databricks Free Edition Setup Made EASY For Beginners Unlock the full potential of Databricks Free Edition In this comprehensive step-by-step tutorial you'll learn how to set up your Databricks Free Edition environment from scratch explore key features and get hands-on with data engineering workflows. This video covers: Signing up for Databricks Free Edition Navigating the workspace and catalogs Setting up medallion architecture (bronze silver gold) Connecting GitHub for version control Using sample datasets and creating pipelines Installing libraries and managing environments Creating Delta"
YouTube Link 2025-10-23T15:30Z [----] followers, [---] engagements
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