@asynctrix AsyncTrix

AsyncTrix posts on X about ai, build a, events, share the most. They currently have [-----] followers and [---] posts still getting attention that total [-----] engagements in the last [--] hours.

Engagements: [-----] #

[--] Week [------] -34%
[--] Month [-------] -17%

Mentions: [--] #

Followers: [-----] #

[--] Week [-----] +11%
[--] Month [-----] +136%

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Social Influence

Social category influence technology brands 34% stocks 2% finance 2% products 1% vc firms 1%

Social topic influence ai 14%, build a 8%, events #1946, share 5%, lambda 5%, secret 5%, app 4%, alerts 4%, ip 4%, theory 4%

Top accounts mentioned or mentioned by @_jaydeepkarale @clovistb @jaydeepkarale @devopsnk @aravind81995 @kukicola @navneet_rabdiya @tushtr604 @grok @fromcodetocloud @dhanushnehru @codezera11 @lloydtheophilus @dhanush_nehru @umesh__digital @devops_nk @askyoshik @shubh19 @tush_tr604 @bytebug64

Top assets mentioned Cloudflare, Inc. (NET)

Top Social Posts

Top posts by engagements in the last [--] hours

"Kubernetes Pro Tip #4🚀 One container per Pod. (Most of the time.) If containers: Dont share lifecycle Dont share storage Dont need localhost access They dont belong together. Tightly coupling containers makes scaling and debugging harder. Pro tip 💡 Use separate Deployments. Scale independently. Fail independently. Kubernetes Pro Tip #3🚀 Graceful shutdown is not optional. When a Pod is terminated: SIGTERM is sent Readiness is removed Traffic should stop Then its killed after grace period If your app ignores SIGTERM: Requests drop Data corrupts Users feel it Pro Kubernetes Pro Tip #3🚀"
X Link 2026-02-13T05:01Z [----] followers, [----] engagements

"Kubernetes Pro Tip #5🚀 Use PodDisruptionBudgets(PDB). During: Node drains Cluster upgrades Autoscaling events Pods get evicted. Without a PDB: Too many replicas go down Traffic drops Downtime happens Pro tip 💡 Set a minimum available count. High availability must be enforced. Kubernetes Pro Tip #4🚀 One container per Pod. (Most of the time.) If containers: Dont share lifecycle Dont share storage Dont need localhost access They dont belong together. Tightly coupling containers makes scaling and debugging harder. Pro tip 💡 Use Kubernetes Pro Tip #4🚀 One container per Pod. (Most of the"
X Link 2026-02-14T03:18Z [----] followers, [----] engagements

"Kubernetes Pro Tip #6🚀 Multiple Replicas do not guarantee high availability. If replicas: Run on the same node Share the same failure domain A single node failure can cause full downtime. Pro tip 💡 Use pod anti-affinity or topology spread constraints to distribute replicas across nodes. Kubernetes Pro Tip #5🚀 Use PodDisruptionBudgets(PDB). During: Node drains Cluster upgrades Autoscaling events Pods get evicted. Without a PDB: Too many replicas go down Traffic drops Downtime happens Pro tip 💡 Set a minimum available count. High Kubernetes Pro Tip #5🚀 Use PodDisruptionBudgets(PDB)."
X Link 2026-02-15T05:01Z [----] followers, [----] engagements

"I feel like it's a cooker place all vegitables with proper ingredients for sometime and your recipe is ready 😂 still you need to know about the recipe and all the ingredients to cook properly So English alone is not enough should have all the knowledge otherwise recipe will be incomplete and tasteless Instead of C++ or Python users can now simply describe what they want in plain English and let AI systems generate the output NVIDIA CEO Jensen Huang We are soo cooked https://t.co/VwbxBcgd0h Instead of C++ or Python users can now simply describe what they want in plain English and let AI"
X Link 2026-02-15T11:42Z [----] followers, [----] engagements

"Build These AWS Projects Become a Real AWS Engineer (2026) FOUNDATION Host a static website S3 + CloudFront Route [--] custom domain Deploy a basic web app on EC2 Security Groups IAM role (no access keys) NETWORKING Build a production VPC Multi-AZ Public & private subnets NAT Gateway Bastion host COMPUTE & DATABASE Build a highly available 3-tier app ALB EC2 Auto Scaling Group RDS Migrate a local DB to RDS Snapshots Minimal downtime IDENTITY & SECURITY Implement IAM correctly Least privilege Roles users MFA everywhere Secure S3 Bucket policies Versioning Lifecycle rules Encryption SERVERLESS &"
X Link 2026-01-31T07:43Z [----] followers, 13.2K engagements

"AWS EC2 - In Plain English ☁ Instances = Virtual Servers On-Demand Spot Reserved Instance types: t cheap burstable m general purpose c compute heavy r memory heavy AMIs: Templates to launch instances Auto Scaling Groups: Automatically add/remove instances Based on demand EBS: Persistent block storage gp3 / io2 Mistakes that hurt 💸 No termination protection accidental deletes Oversized instances wasted money Lost SSH key locked out forever Idle instances running for months No IMDSv2 metadata exploit risk EC2 = Power + Responsibility Tag everything. Monitor always. First painful EC2 lesson you"
X Link 2026-01-31T12:26Z [----] followers, [----] engagements

"Good Reference list of hands-on AWS Projects: Static site (S3 CloudFront Route 53) EC2 app (IAM roles security groups) Production VPC (public/private NAT Multi-AZ) HA setup (ALB ASG RDS) Serverless & event-driven workloads CI/CD observability resilience cost control A solid path from AWS basics real-world usage. Build These AWS Projects Become a Real AWS Engineer (2026) FOUNDATION Host a static website S3 + CloudFront Route [--] custom domain Deploy a basic web app on EC2 Security Groups IAM role (no access keys) NETWORKING Build a production VPC Build These AWS Projects Become a Real AWS"
X Link 2026-01-31T17:44Z [----] followers, [----] engagements

"S3 vs EBS vs EFS feels confusing. Until you stop thinking services. And start thinking storage models. S3 object storage EBS block storage EFS file storage Different problems. Different tradeoffs. S3 high latency massive scale EBS low latency single instance EFS shared access network latency Latency matches the model. Not the name. EBS is tightly coupled to EC2 Same AZ matters Snapshots backups by default EFS is loosely coupled Many EC2s same filesystem Throughput mode can bite you S3 isnt coupled at all No servers But per-request and data transfer costs add up fast Most cost overruns arent"
X Link 2026-02-02T03:33Z [----] followers, [----] engagements

"Stop using S3 ACLs in [----] ❌ Heres the correct S3 access control workflow 👇 [--] Default setup Object Ownership: Bucket owner enforced ACLs: Disabled Result: Bucket owner owns all objects One security model No ACL confusion [--] Use policies not ACLs IAM policies for identities Bucket policies for access control Prefix-level permissions Cross-account access Policies scale. ACLs dont. [--] Cross-account access (right way) Bucket owner enforced Bucket policy allows other account role No canonical user IDs No bucket-owner-full-control unless legacy requires it [--] When ACLs are unavoidable (rare) Use"
X Link 2026-02-02T11:04Z [----] followers, [----] engagements

"AWS Core Architecture - Simplified Account Region VPC (network boundary) Subnets (public / private) Route Tables (traffic rules) Internet Gateway (internet access) NAT Gateway (outbound only) Security Groups (access control) Load Balancer (ALB / NLB) Target Groups Auto Scaling Group Compute (EC2 / Containers / Lambda) Application Code Datastores (RDS / DynamoDB / S3) IAM (access control) Logs (CloudWatch) Metrics (CloudWatch) Alarms Multi-AZ Backups Infrastructure as Code Cost Controls Operations Failures & recovery 🎯 If you understand this flow AWS stops feeling random. It becomes"
X Link 2026-02-02T15:09Z [----] followers, [----] engagements

"AWS Learning Path (Simplified) Cloud fundamentals (regions AZs pricing) AWS account setup & IAM basics Networking basics (VPC subnets routing) Compute (EC2 Auto Scaling) Serverless basics (Lambda triggers) Storage (S3 EBS EFS) Databases (RDS DynamoDB) Load balancing (ALB / NLB) Security basics (IAM policies SGs NACLs) Monitoring & logging (CloudWatch CloudTrail) Infrastructure as Code (Terraform / CloudFormation) Containers on AWS (ECS / EKS) CI/CD (CodePipeline / GitHub Actions) Cost management & optimization Troubleshooting & reliability Thats it 🎯 you can work with AWS now. What would you"
X Link 2026-02-03T04:20Z [----] followers, [----] engagements

"AWS Services People Still Confuse in [----] 🤯 ALB vs NLB vs Gateway Load Balancer Lambda vs Fargate vs EC2 S3 vs EFS vs FSx RDS vs Aurora vs DynamoDB IAM Role vs IAM User vs Access Key CloudWatch vs X-Ray Route [--] vs CloudFront vs API Gateway Best practical rules that save money 💡 Single-instance storage EBS Shared filesystem EFS Massive scale no servers S3 Relational + ACID RDS / Aurora Key-value + high throughput DynamoDB Most AWS bills dont explode because of traffic. They explode because of wrong service choices. AWS is powerful. But power without clarity = cost. Which AWS service"
X Link 2026-02-03T11:52Z [----] followers, [----] engagements

"Life hack 🚀 The "Perfect" moment is a myth. - Start before youre ready. - Fail fast. - Learn faster. - Grow daily. Progress Beats Perfection. 💪"
X Link 2026-02-04T06:34Z [----] followers, [---] engagements

"Everyone Who Wants to Learn: AWS Python Linux Docker ( Containerization ) Terraform ( IAC ) Kubernetes (Orchestration) Automation & GitOps ( CICD ) Cloud Computing Real-World Projects Production Troubleshooting 📌 Daily AWS & Kubernetes Tips 📌 Practical Production-Ready Learning I hope you found my account"
X Link 2026-02-04T13:55Z [----] followers, 21.9K engagements

"Understand S3 vs EBS vs EFS👇 https://x.com/i/status/2018165729720500602 S3 vs EBS vs EFS feels confusing. Until you stop thinking services. And start thinking storage models. S3 object storage EBS block storage EFS file storage Different problems. Different tradeoffs. S3 high latency massive scale EBS low latency https://t.co/C4mLSrdFz2 https://x.com/i/status/2018165729720500602 S3 vs EBS vs EFS feels confusing. Until you stop thinking services. And start thinking storage models. S3 object storage EBS block storage EFS file storage Different problems. Different tradeoffs. S3 high latency"
X Link 2026-02-04T17:34Z [----] followers, [----] engagements

"@clovistb Thank You Clovis 🙌"
X Link 2026-02-06T11:45Z [----] followers, [---] engagements

"Modern DevOps Runs On 👇 🔁 Git Source of truth 🐳 Docker Package applications ☸ Kubernetes Run them reliably 🧰 Terraform Infrastructure as Code ⚙ Jenkins CI automation 🦊 GitLab SCM & CI/CD 🔁 CircleCI Fast pipelines 🚀 Argo CD GitOps deployments 🐍 Ansible Configuration management 🔐 HashiCorp Vault Secrets protection 📊 Prometheus Metrics & alerts 📈 Grafana Visualization 🔍 ELK Stack Log analysis 🛡 Istio Traffic control ☁ AWS CLI Cloud automation 🔵 Azure CLI Cloud management 🟢 Google Cloud Platform Cloud services Which one do you work with every day 👇 Feel free to add if anything"
X Link 2026-02-06T13:33Z [----] followers, [----] engagements

"AWS Services You Actually Use ☁ EC2 compute VPC network boundary Subnet network segmentation Security Group traffic control IAM access & permissions S3 object storage ALB load balancing Auto Scaling elasticity RDS managed database Master these 80% of real-world #AWS work is covered. Stay connected for more simple cloud breakdowns. https://twitter.com/i/web/status/2020354652781584639 https://twitter.com/i/web/status/2020354652781584639"
X Link 2026-02-08T04:31Z [----] followers, [----] engagements

"For More AWS Concepts 👇 https://x.com/asynctrix/status/2019047202979717353s=20 Everyone Who Wants to Learn: AWS Python Linux Docker ( Containerization ) Terraform ( IAC ) Kubernetes (Orchestration) Automation & GitOps ( CICD ) Cloud Computing Real-World Projects Production Troubleshooting 📌 Daily AWS & Kubernetes Tips 📌 https://x.com/asynctrix/status/2019047202979717353s=20 Everyone Who Wants to Learn: AWS Python Linux Docker ( Containerization ) Terraform ( IAC ) Kubernetes (Orchestration) Automation & GitOps ( CICD ) Cloud Computing Real-World Projects Production Troubleshooting 📌 Daily"
X Link 2026-02-08T05:28Z [----] followers, [---] engagements

"AWS EC2 in Plain English 👇 https://x.com/asynctrix/status/2017575145133793498s=20 AWS EC2 - In Plain English ☁ Instances = Virtual Servers On-Demand Spot Reserved Instance types: t cheap burstable m general purpose c compute heavy r memory heavy AMIs: Templates to launch instances Auto Scaling Groups: Automatically https://t.co/IckaE9D7Sl https://x.com/asynctrix/status/2017575145133793498s=20 AWS EC2 - In Plain English ☁ Instances = Virtual Servers On-Demand Spot Reserved Instance types: t cheap burstable m general purpose c compute heavy r memory heavy AMIs: Templates to launch instances"
X Link 2026-02-08T05:31Z [----] followers, [--] engagements

"📌 Software Engineering Roles Dominating the Market in [----] 👇 Software Engineer / Developer Frontend Engineer Backend Engineer Full-Stack Engineer Mobile App Developer DevOps Engineer Site Reliability Engineer (SRE) Cloud Engineer / Cloud Architect Data Engineer AI Engineer / Machine Learning Engineer Cybersecurity Engineer / AppSec Platform Engineer QA / Test Automation Engineer Embedded Systems Engineer 📌 Core skills vary dramatically by role 📌 Real-world experience + proven impact still matters most Which role do you think is fading fastest due to AI in [----] Or Is everything just"
X Link 2026-02-08T07:42Z [----] followers, 11.3K engagements

"@tush_tr604 True. This one is for people trying to get their AWS fundamentals right"
X Link 2026-02-08T09:18Z [----] followers, [--] engagements

"Yeah I agree. QA isnt disappearing but it is changing fast. manual bug hunting becomes less. Much more: Test strategy Reliability & coverage Automation architecture Quality gates in CI/CD AI helps a lot here. But engineers still own quality. QA roles that adapt to AI will win. https://twitter.com/i/web/status/2020434512468123690 https://twitter.com/i/web/status/2020434512468123690"
X Link 2026-02-08T09:48Z [----] followers, [---] engagements

"Which Role is Fading fastest due to AI in [----] A) Junior/entry-level dev spots B) Pure Frontend Engineer C) QA / Test Automation Engineer D) None - everything evolves stronger 🔥 Reply with your letter (A/B/C/D) + why 📌 Software Engineering Roles Dominating the Market in [----] 👇 Software Engineer / Developer Frontend Engineer Backend Engineer Full-Stack Engineer Mobile App Developer DevOps Engineer Site Reliability Engineer (SRE) Cloud Engineer / Cloud Architect 📌 Software Engineering Roles Dominating the Market in [----] 👇 Software Engineer / Developer Frontend Engineer Backend Engineer"
X Link 2026-02-08T10:14Z [----] followers, [----] engagements

"AWS Networking Costs Nobody Warns 💸 Everyone optimizes EC2. Everyone optimizes S3. Almost no one looks at networking until the bill hits. Silent cost traps 👇 Inter-AZ traffic $0.01/GB per direction NAT Gateway $0.045/GB data + hourly cost Load Balancers LB hours + LCU usage Cross-region transfer Always paid (replication DR backups) Public IPv4 Public IPv4 is no longer free Chatty microservices More calls = more network cost Lesson 💡 Architecture decisions = billing decisions https://twitter.com/i/web/status/2020492813226680648 https://twitter.com/i/web/status/2020492813226680648"
X Link 2026-02-08T13:40Z [----] followers, [----] engagements

"AWS: Tag EVERY resource or face mystery bills later"
X Link 2026-02-08T20:53Z [----] followers, [---] engagements

"@kukicola True NAT Gateway brings lots of bill"
X Link 2026-02-08T21:10Z [----] followers, [--] engagements

"Do you still believe AI will replace humans No way. Let's look at history. Transportation didn't replace people. It replaced outdated skills. Horse-driven carts Rickshaws Fuel-powered vehicles Did horse drivers lose jobs Yes - if they didnt upgrade. Did rickshaw drivers lose jobs Yes - if they didnt evolve. Technology doesn't kill careers. Falling behind does. AI is no different. Don't wait and watch. Learn it. Use it. Adapt. AI won't replace you. Someone using AI will"
X Link 2026-02-09T04:22Z [----] followers, [----] engagements

"Kubernetes Pro Tip #1 🚀 A Pod restart is NOT a Pod recreation. Restarts: Same Pod Same IP Same volumes Recreation: New Pod New IP Fresh lifecycle Pro tip 💡 Dont rely on Pod restarts to reset broken state. Announcement 📢 I'm starting a "Kubernetes Pro Tips" series. One real-world tip a day Things that break in production Standards used by real teams No fluff. No theory dumps. If this helps you repost so it reaches others too 👇 https://t.co/sTAce0b7UY Announcement 📢 I'm starting a "Kubernetes Pro Tips" series. One real-world tip a day Things that break in production Standards used by real"
X Link 2026-02-09T04:48Z [----] followers, [----] engagements

"📌 Git Concepts You Must Know👇 Repository (local & remote) Commit(smallmeaningful changes) Branching (featurereleasehotfix) Merge vs Rebase Pull Request / Merge Request Clone Fetch Pull Staging Area Diff & Log Conflict Resolution Tags & Releases .gitignore Reset Revert Checkout Cherry-pick Common Git workflows It helps in Collaborating without breaking each others work What do you like the most about Git 👇 https://twitter.com/i/web/status/2020866061768503471 https://twitter.com/i/web/status/2020866061768503471"
X Link 2026-02-09T14:23Z [----] followers, [----] engagements

"@_jaydeepkarale Haha Right Move 😀"
X Link 2026-02-09T19:11Z [----] followers, [--] engagements

"Kubernetes Pro Tip #2🚀 Readiness Liveness. Readiness: Controls traffic Safe during deploys Liveness: Triggers restarts Dangerous if misused Most outages start when liveness is added too early. Pro tip 💡 Start with readiness. Add liveness only when youre sure. Kubernetes Pro Tip #1 🚀 A Pod restart is NOT a Pod recreation. Restarts: Same Pod Same IP Same volumes Recreation: New Pod New IP Fresh lifecycle Pro tip 💡 Dont rely on Pod restarts to reset broken state. Kubernetes Pro Tip #1 🚀 A Pod restart is NOT a Pod recreation. Restarts: Same Pod Same IP Same volumes Recreation: New Pod New IP"
X Link 2026-02-10T04:14Z [----] followers, [----] engagements

"@devops_nk Haha adopter not suitable for all places need to struggle for charging but the best part i like in MacBook is charging backup 🔥"
X Link 2026-02-10T04:49Z [----] followers, [---] engagements

"Everyone Who Wants to Learn 👇 AWS Python Linux Docker (Containerization) Terraform (IaC) Kubernetes (Orchestration) Automation & GitOps (CI/CD) Cloud Computing Real-world projects Production troubleshooting 📌 Daily AWS & Kubernetes tips 📌 Practical production-ready learning 📌 No fluff - only what actually matters Hope you find my account https://twitter.com/i/web/status/2021181790644527302 https://twitter.com/i/web/status/2021181790644527302"
X Link 2026-02-10T11:17Z [----] followers, 10.8K engagements

"Want better salary. Want better opportunities. Learn Python. Consistently"
X Link 2026-02-11T07:03Z [----] followers, [---] engagements

"You dont need [--] courses. You need: Strong fundamentals Hands-on practice Real-world projects A production mindset Skill Certificates Random learning Execution Motivation Consistency Hype Everyone Who Wants to Learn 👇 AWS Python Linux Docker (Containerization) Terraform (IaC) Kubernetes (Orchestration) Automation & GitOps (CI/CD) Cloud Computing Real-world projects Production troubleshooting 📌 Daily AWS & Kubernetes tips 📌 Everyone Who Wants to Learn 👇 AWS Python Linux Docker (Containerization) Terraform (IaC) Kubernetes (Orchestration) Automation & GitOps (CI/CD) Cloud Computing"
X Link 2026-02-11T12:08Z [----] followers, [---] engagements

"@_jaydeepkarale 100%. Python has one of the highest ROI in tech right now"
X Link 2026-02-11T14:24Z [----] followers, [--] engagements

"@grok @fromcodetocloud Hey Grok you are also one of the reason for all these happenings as a AI Agent don't you feel bad"
X Link 2026-02-11T19:19Z [----] followers, [--] engagements

"@_jaydeepkarale OpenAI didn't realise AI impacted to software engineers can impact self in the Race"
X Link 2026-02-12T05:24Z [----] followers, [--] engagements

"@devops_nk Thankyou for the shoutout bro 🙌 Appreciate it"
X Link 2026-02-13T13:03Z [----] followers, [--] engagements

"Terraform Learning Path (Simple) Linux & Networking basics Cloud basics (IAM VPC regions) Terraform basics (init / plan / apply) Providers Resources Variables Outputs State file (local remote) State locking & backends Modules (reuse copy-paste) Workspaces & environments Plan review (read before apply) CI/CD with Terraform Drift detection & troubleshooting Thats it 🎯 you can manage infrastructure with Terraform confidently. What would you add 👇 https://twitter.com/i/web/status/2021577194821353727 https://twitter.com/i/web/status/2021577194821353727"
X Link 2026-02-11T13:28Z [----] followers, [----] engagements

"Projects That Make You a Real Kubernetes Engineer Build a multi-node Kubernetes cluster Build namespace isolation for teams Build proper CPU & memory limits Build readiness & liveness probes Build ConfigMaps vs Secrets correctly Build secret rotation without downtime Build strict RBAC (no cluster-admin) Build NetworkPolicies that block traffic Build Ingress with TLS & cert rotation Build HPA using real metrics Build zero-downtime rolling deploys Build blue-green or canary releases Build crash-loop debugging workflows Build centralized logging Build actionable alerts (not noise) Build node"
X Link 2026-02-12T17:34Z [----] followers, [----] engagements

"AWS Core Services - Simplified ☁ Most people think AWS = servers. Its actually a set of structured building blocks. Heres the foundation 👇 🖥 Compute: Where apps run EC2: Virtual machines Lambda: Serverless functions Auto Scaling: Adjust capacity automatically Elastic Beanstalk: Easy app deployment 💾 Storage: Where data lives S3: Object storage EBS: Block storage for EC2 EFS: Shared file storage S3 Glacier: Low-cost archival storage 🌐 Networking: How everything connects VPC: Private cloud network Subnets: Network segmentation Route Tables: Traffic control NAT Gateway: Outbound internet for"
X Link 2026-02-15T07:14Z [----] followers, [----] engagements

"AI also taking on AI AI is taking jobs AI is taking RAM AI is taking GPU AI is taking your search history AI is taking screenshots AI is taking meetings for you what's next AI is taking jobs AI is taking RAM AI is taking GPU AI is taking your search history AI is taking screenshots AI is taking meetings for you what's next"
X Link 2026-02-15T17:35Z [----] followers, [---] engagements

"Python Backend Projects That Actually Level You Up 🚀 Stop building todo apps. Build systems. 🟢 Start Here Auth API (JWT + Refresh Tokens) Users CRUD with validation Blog backend (posts + comments) Secure File Upload API 🟡 Level Up Role-Based Access Control (RBAC) OAuth2 Login (Google/GitHub) Rate Limiter (Redis) Background Jobs (Celery / RQ) Real-time Chat (WebSockets) 🔵 Get Serious High-performance API with caching Async FastAPI (high concurrency) API Gateway Logging + Monitoring system 🔴 Elite Mode Multi-tenant SaaS backend Recommendation Engine Video Streaming Backend Distributed File"
X Link 2026-02-16T02:39Z [----] followers, [----] engagements

"Hot take 2026: If youre serious about: Cloud DevOps AI infrastructure start learning Kubernetes now. Golang + Python + Kubernetes = a Powerful combo. - Dont worry about knowing everything at once. - Start small with minikube or kind. - Build a simple app. - Break it. - Fix it. - Thats how real understanding is built. The payoff High-paying roles Running AI workloads with confidence Actually understanding modern infrastructure https://twitter.com/i/web/status/2019282523889762806 https://twitter.com/i/web/status/2019282523889762806"
X Link 2026-02-05T05:30Z [----] followers, 12.1K engagements

"AWS supports Terraform. GCP supports Terraform. Azure supports Terraform. OCI supports Terraform. Alibaba Cloud supports Terraform. DO supports Terraform. Cloudflare supports Terraform. K8s clusters supports Terraform. Startups rely on Terraform. Enterprises standardize on Terraform. Multi-cloud runs on Infrastructure as Code. If the industry runs on Terraform Whats stopping you from learning it 🚀 https://twitter.com/i/web/status/2021790434906038448 https://twitter.com/i/web/status/2021790434906038448"
X Link 2026-02-12T03:36Z [----] followers, [---] engagements

"Kubernetes Pro Tips - Production Recap 🚀 So far weve covered: Pod restart recreation Readiness Liveness Graceful shutdown matters One container per Pod (usually) PodDisruptionBudgets for HA Production Kubernetes isnt about memorizing YAML. Its about understanding behavior failure modes and designing for resilience. More coming. If this helps repost so others can learn too Pro Tip #6 is next. Previous Pro Tips 👇 Announcement 📢 I'm starting a "Kubernetes Pro Tips" series. One real-world tip a day Things that break in production Standards used by real teams No fluff. No theory dumps. If this"
X Link 2026-02-14T05:44Z [----] followers, [----] engagements

"K8's Pro Tips 1-5👇 https://x.com/asynctrix/status/2022510801647735009s=20 Kubernetes Pro Tip #5🚀 Use PodDisruptionBudgets(PDB). During: Node drains Cluster upgrades Autoscaling events Pods get evicted. Without a PDB: Too many replicas go down Traffic drops Downtime happens Pro tip 💡 Set a minimum available count. High https://x.com/asynctrix/status/2022510801647735009s=20 Kubernetes Pro Tip #5🚀 Use PodDisruptionBudgets(PDB). During: Node drains Cluster upgrades Autoscaling events Pods get evicted. Without a PDB: Too many replicas go down Traffic drops Downtime happens Pro tip 💡 Set a"
X Link 2026-02-14T05:44Z [----] followers, [---] engagements

"@aravind81995 Well Said 👏 Once we understand the core functionalities then everything looks clear and these concepts covers the Most"
X Link 2026-02-15T06:15Z [----] followers, [--] engagements

"@Dhanush_Nehru Old AI: just predicts next word Then Generative AI Now Agentic AI Later AI to AI seamless communication AI: Fight each other replace one with other Also Fight between ChatGPT Groq Claude Gemini. So future is Replace AI with Another AI that's it 😀"
X Link 2026-02-15T17:43Z [----] followers, [--] engagements

"If you think AWS = servers youre missing the real power. AWS doesnt just host applications. It provides intelligence on demand. Two powerful examples 👇 🧠 Amazon SageMaker Build train and deploy your own ML models. Full control over data Custom algorithms Production ML pipelines Think of it as: Build your own AI brain. 👁 Amazon Rekognition Pre-trained computer vision API. Upload an image Get insights instantly. Face detection Object recognition Text extraction Content moderation Think of it as: Use AWSs AI brain. This is the shift: Infrastructure Platform Intelligence. Cloud is no longer"
X Link 2026-02-14T11:24Z [----] followers, [---] engagements

"Don't Start Kubernetes Before These 🔥 Before Kubernetes Learn Linux basics Before Kubernetes Learn Networking Before Kubernetes Learn Containers (Docker) Before Kubernetes Learn YAML & Configs Before Kubernetes Learn Git basics Before Kubernetes Learn Security Basics Before Kubernetes Learn Cloud Concepts 👉 When these click Kubernetes makes sense. Skip them and you'll keep asking: "Why is this breaking " Kubernetes isn't the problem. The foundation is. Which one did you learn late and regret 👇"
X Link 2026-02-07T04:10Z [----] followers, 13.2K engagements

"RT @devops_nk: 🚨 STOP. Read this before your account gets suspended. Steps to revoke access for any shady/old 3rd-party/automation app o"
X Link 2026-02-14T04:39Z [----] followers, [--] engagements

"RT @asynctrix: Kubernetes Pro Tip #5🚀 Use PodDisruptionBudgets(PDB). During: Node drains Cluster upgrades Autoscaling events Pods"
X Link 2026-02-14T14:04Z [----] followers, [--] engagements

"https://x.com/i/status/2022510801647735009 Kubernetes Pro Tip #5🚀 Use PodDisruptionBudgets(PDB). During: Node drains Cluster upgrades Autoscaling events Pods get evicted. Without a PDB: Too many replicas go down Traffic drops Downtime happens Pro tip 💡 Set a minimum available count. High https://x.com/i/status/2022510801647735009 Kubernetes Pro Tip #5🚀 Use PodDisruptionBudgets(PDB). During: Node drains Cluster upgrades Autoscaling events Pods get evicted. Without a PDB: Too many replicas go down Traffic drops Downtime happens Pro tip 💡 Set a minimum available count. High"
X Link 2026-02-14T17:39Z [----] followers, [---] engagements

"RT @asynctrix: Kubernetes Pro Tips - Production Recap 🚀 So far weve covered: Pod restart recreation Readiness Liveness Gr"
X Link 2026-02-14T18:29Z [----] followers, [--] engagements

"RT @asynctrix: Kubernetes Pro Tip #6🚀 Multiple Replicas do not guarantee high availability. If replicas: Run on the same node Share t"
X Link 2026-02-15T13:20Z [----] followers, [--] engagements

"Still clicking through cloud consoles Let me show you the real problem. You manually create: A VPC Subnets Security Groups An EKS cluster IAM roles Everything works. Two weeks later Prod needs the same setup. Can you recreate it exactly Same CIDR blocks Same policies Same scaling numbers Same tags Most engineers cant. Thats why Terraform exists. Not for interviews. Not for certifications. For production reality. Heres the real lifecycle: terraform init Prepare environment terraform validate Catch config mistakes terraform fmt Keep infra code clean terraform plan See what will change terraform"
X Link 2026-02-14T06:31Z [----] followers, [---] engagements

"Found The original Postman 🕺"
X Link 2026-02-14T14:15Z [----] followers, [---] engagements

"Announcement 📢 I'm starting a "Kubernetes Pro Tips" series. One real-world tip a day Things that break in production Standards used by real teams No fluff. No theory dumps. If this helps you repost so it reaches others too 👇"
X Link 2026-02-08T12:56Z [----] followers, 12.9K engagements

"Kubernetes Objects You Actually Use Every Day ☸ Pod runs containers Deployment replicas & updates Service stable access ConfigMap app config Secret sensitive data Ingress HTTP routing Namespace isolation Node worker machine PVC storage request Master these 80% of real-world Kubernetes work is covered. If you're learning Kubernetes you're in the right place"
X Link 2026-02-14T16:57Z [----] followers, [----] engagements

"Kubernetes Pro Tip #7 🚀 Horizontal Pod Autoscaler (HPA) depends on resource requests. If CPU requests are wrong: Scaling will be delayed Scaling will be aggressive Metrics become misleading HPA scales based on percentage of requested CPU not actual node capacity. Pro tip 💡 Set realistic CPU requests before enabling autoscaling. Kubernetes Pro Tip #6🚀 Multiple Replicas do not guarantee high availability. If replicas: Run on the same node Share the same failure domain A single node failure can cause full downtime. Pro tip 💡 Use pod anti-affinity or topology spread constraints to distribute"
X Link 2026-02-16T03:59Z [----] followers, [---] engagements

"Docker Concepts You Actually Use Every Day 🐳 Most people overcomplicate Docker. But 90% of real-world work comes down to this 👇 Image immutable blueprint Container running instance Dockerfile how images are built docker-compose multi-container locally Volumes persistent data Networks container communication .dockerignore smaller cleaner builds Multi-stage builds tiny production images Healthchecks reliable restarts docker logs / exec debugging inside containers Master these you're production-ready. You dont need Swarm or orchestration theory yet. Start with what you actually use. Stay"
X Link 2026-02-16T13:16Z [----] followers, [----] engagements

"Anthropic surges to 32% enterprise LLM API share (vs OpenAI's 25%) per Menlo Ventures' mid-2025 report. Spend doubled to $8.4B trust in compliance & code-gen wins the day. #AI #LLM""
X Link 2025-11-02T13:36Z [----] followers, [---] engagements

"🚀 AWS Update: Amazon SageMaker Catalog now provides automatic data classification powered by AI agents - making data governance faster smarter and hands-free. Cloud just got a little more intelligent. ⚡ #AWS"
X Link 2025-12-01T04:50Z [----] followers, [---] engagements

"NAT Gateway-Private EC2 Access the Internet Private does not mean no internet. It means no inbound access. Private Subnet EC2 (no public IP) Route table: 0.0.0.0/0 NAT Gateway v NAT Gateway (Public Subnet + EIP) Route table: 0.0.0.0/0 IGW v Internet https://twitter.com/i/web/status/2012397366406685130 https://twitter.com/i/web/status/2012397366406685130"
X Link 2026-01-17T05:31Z [----] followers, 30.2K engagements

"Shared Redis = Shared Risk Redis as Shared Memory Between Teams It doesnt just cache data. It connects teams. And thats where things get dangerous. How It Starts Team A stores a value in Redis. "Its just temporary." Team B reads it. "Its already there." Team C builds logic around it. "Everyone uses it now." No meeting. No design doc. No owner. Redis becomes shared memory. What Goes Wrong Team A changes the key format Team B deploys without knowing Team C reads stale values during peak traffic Nothing crashes. Everyones service is "healthy" But users see inconsistent behavior. The Silent"
X Link 2026-01-17T16:26Z [----] followers, [----] engagements

"Stop Exposing EC2 to the Internet - Use ALB - Internet-Facing ALBPrivate EC2 - TrafficFlow - This is the recommended AWS pattern. - Public entry. Private compute. -------------------------------- 1INTERNET GATEWAY (IGW) Inbound traffic enters the VPC through the Internet Gateway. -------------------------------- 2APPLICATION LOAD BALANCER (ALB) - Deployed in public subnets - Internet-facing - Applies routing rules - Selects the target EC2 instance -------------------------------- 3VPC ROUTE TABLE (LOCAL ROUTING) - Traffic is routed locally inside the VPC - No NAT involved for inbound traffic"
X Link 2026-01-19T13:52Z [----] followers, [----] engagements

"🏗 AWS 3-Tier Architecture - Simplified 🌐 Access Tier (Entry Point) - Internet-facing Application Load Balancer (ALB) - Single entry point for users - Distributes traffic across Availability Zones - No application or business logic - Handles only traffic routing -------------------------------- ⚙ Application Tier - EC2 instances in private subnets - Managed by an Auto Scaling Group - Runs application & business logic - Scales automatically based on load - No direct internet access -------------------------------- 🗄 Data Tier - Databases in private subnets - Accessible only from the"
X Link 2026-01-20T05:25Z [----] followers, [----] engagements

"AWS Lambda - Simplified Lambda is a serverless compute service. You run code. AWS runs the servers. -------------------------------- What Lambda is - Event-driven compute - No server or OS management - Scales automatically - Pay only for execution time -------------------------------- Common use cases File processing - Trigger on S3 uploads APIs & backends - Power web and mobile apps Event automation - React to DB streams and events Scheduled jobs - Cron-like tasks with EventBridge Workflows - Long-running stateful processes -------------------------------- How Lambda works Event happens"
X Link 2026-01-22T05:48Z [----] followers, [---] engagements

"Kubernetes Networking - Simplified Traffic basics User DNS Load Balancer Ingress routing rules Service stable virtual IP kube-proxy traffic rules EndpointSlices actual pod IPs CNI Plugin pod networking Pod container port Readiness traffic allowed or blocked Network Policies allowed paths Retries timeouts failures 🎯 If you understand this flow traffic issues stop feeling random. Feel Free to Add anything if Missed👇 https://twitter.com/i/web/status/2014577465746981329 https://twitter.com/i/web/status/2014577465746981329"
X Link 2026-01-23T05:54Z [----] followers, 23.5K engagements

"AWS IAM Roles vs Policies - Must Know What Policies are: JSON documents that define permissions Specify what actions are allowed or denied Attached to users groups or roles Managed or inline (inline = embedded in the principal) What Roles are: IAM identities that have policies attached No permanent credentials (no access key / secret) Assumable by users AWS services or external identities Provide temporary credentials via STS How they work together Policy defines permissions Role container for policies + trust policy Trust policy who can assume the role (EC2 Lambda another account IdP)"
X Link 2026-01-24T06:48Z [----] followers, [----] engagements

"Want DevOps job in [----] Stop this: ❌ Endless cert grinding ❌ Watching 10h tutorials ❌ Copy-paste YAML Do this instead: [--]. Build one real project [--]. Break it in prod-like way [--]. Fix + document chaos [--]. Share the war story here One solid project [--] certs. What's your current step Drop 👇 #DevOps https://twitter.com/i/web/status/2015501553499812029 https://twitter.com/i/web/status/2015501553499812029"
X Link 2026-01-25T19:06Z [----] followers, [---] engagements

"Kubernetes Autoscaling - Simplified Pod needs more power Horizontal Pod Autoscaler (HPA) Watches metrics (CPU / memory / custom) Scales replicas up and down Need better sizing Vertical Pod Autoscaler (VPA) Adjusts requests & limits Requires Pod restart (disruptive) Pods pending or nodes idle Cluster Autoscaler Adds or removes nodes Works with cloud provider capacity Metrics that actually work: CPU good starting point Memory stronger signal Custom metrics latency queue depth business load Common gotchas: Scale-up delay = slow response Scale-down too aggressive = thrashing No cooldown ="
X Link 2026-01-26T03:16Z [----] followers, [----] engagements

"Stop Debugging Kubernetes Like This👇 Restarting Pods blindly Tweaking YAML randomly Assuming Kubernetes bug Do this instead 👇 Start with Events Kubernetes explains itself. Check logs Apps fail more than clusters. Verify resources Most crashes are OOMs in disguise. Look at probes Readiness Liveness. Test networking directly kubectl exec + curl never lies. Inspect the node Disk pressure and taints are silent killers. 🎯 Kubernetes problems arent mysterious. Theyre layered. Which mistake cost you the most time 👇 https://twitter.com/i/web/status/2015994930779586842"
X Link 2026-01-27T03:47Z [----] followers, [----] engagements

"Build These Projects Become a DevOps Engineer in [----] Build a Linux troubleshooting lab Build log rotation & cleanup jobs Build a CI pipeline that fails correctly Build a deployment with rollback Build Docker image optimization Build image scanning & policy Enforcement Build reverse proxy rules Build TLS certificate rotation Build metrics that trigger actionable alerts Build alert fatigue reduction Build a log correlation flow Build readiness & liveness checks Build autoscaling thresholds Build a blue-green or canary release Build a backup restore test (not just backups) Build a DR runbook"
X Link 2026-01-28T05:20Z [----] followers, 12.3K engagements

"Kubernetes Networking - Quick Look Pod to Pod Same node: direct Different node: CNI routing Pod to Service ClusterIP: internal access NodePort / LoadBalancer: external access Ingress Layer [--] routing TLS termination Common risk: No NetworkPolicy Unrestricted pod traffic 🎯 Networking feels complex. Tracing traffic makes it clear. Any worst network nightmare 👇"
X Link 2026-01-29T14:08Z [----] followers, [----] engagements

"Kubernetes Secrets - Reality Check🔥 Plain text in manifests Leaks straight into Git ENV vars Visible in process list No rotation Credentials live forever ☠ What actually helps 👇 Secrets objects Base64 encryption Mount as volumes Safer than ENV External Secrets Operator Vault / AWS Secrets Manager CSI drivers Fetch at runtime Short-lived tokens OIDC / IRSA 🎯 Secrets arent secure by default. Use multiple tools + rotation = real security. Any add-on to handle secrets well 👇"
X Link 2026-01-30T03:35Z [----] followers, [----] engagements

"Build These Kubernetes Projects Become a Real K8s Engineer (2026) Build a multi-node Kubernetes cluster Build namespace isolation for teams Build proper CPU & memory limits Build readiness & liveness probes Build ConfigMaps vs Secrets correctly Build secret rotation without downtime Build strict RBAC (no cluster-admin) Build NetworkPolicies that block traffic Build Ingress with TLS & cert rotation Build HPA using real metrics Build zero-downtime rolling deploys Build blue-green or canary releases Build crash-loop debugging workflows Build centralized logging Build actionable alerts (not"
X Link 2026-01-30T07:26Z [----] followers, 14.9K engagements

"These projects reflect real day-to-day DevOps work Certs may open doors but handling things like: log correlation cost alerts secrets rotation controlled outages in prod is what actually builds trust and drives growth. List is 🔥👇 Build These Projects Become a DevOps Engineer in [----] Build a Linux troubleshooting lab Build log rotation & cleanup jobs Build a CI pipeline that fails correctly Build a deployment with rollback Build Docker image optimization Build image scanning & policy Build These Projects Become a DevOps Engineer in [----] Build a Linux troubleshooting lab Build log rotation &"
X Link 2026-01-30T11:10Z [----] followers, [---] engagements

"DevOps tools DevOps CI/CD DevOps YAML DevOps = Small changes Fast feedback Automation over humans Teams owning prod Speed with reliability wins. Always. What do you think people still get wrong about DevOps in 2026"
X Link 2026-01-30T13:03Z [----] followers, [---] engagements

"These Projects reflect Real Kubernetes work YAML gets you started but things like: RBAC boundaries NetworkPolicies that actually block traffic upgrades failures and recovery backups DR drills and controlled outages These Projects helps to master the Kubernetes List is 🔥👇 Feel free to add more to help others 👇 Build These Kubernetes Projects Become a Real K8s Engineer (2026) Build a multi-node Kubernetes cluster Build namespace isolation for teams Build proper CPU & memory limits Build readiness & liveness probes Build ConfigMaps vs Secrets correctly Build secret Build These Kubernetes"
X Link 2026-01-30T14:10Z [----] followers, [----] engagements

"@codezera11 Ohh great What is this http://hud.io http://hud.io"
X Link 2026-01-30T16:28Z [----] followers, [--] engagements

"No Internet No AI Ghajini mode: ON 😅"
X Link 2026-01-30T18:25Z [----] followers, [---] engagements

"Kubernetes Admission Controllers - Simplified Every API request passes this gate 👇 Request Mutating Admission (add sidecars labels defaults) Validating Admission (allow or deny) Object Created Common controllers: Pod Security Admission Kyverno / OPA Gatekeeper Validating Webhook Gotchas: Mutating runs first Fail-closed = outages Bad policy can block your cluster 🎯 Last line of defense before object creation https://twitter.com/i/web/status/2017447908300492810 https://twitter.com/i/web/status/2017447908300492810"
X Link 2026-01-31T04:00Z [----] followers, [---] engagements

"Kubernetes Admission Controllers - Simplified Every API request passes this gate 👇 Request Mutating Admission add sidecars inject labels apply defaults Validating Admission allow or deny enforce policies Object Created Common controllers: Pod Security Admission Kyverno / OPA Gatekeeper Validating Webhooks Gotchas ⚠ Mutating ALWAYS runs first Fail-closed webhooks = outages One bad policy can block the entire cluster 🎯 The last line of defense before object creation https://twitter.com/i/web/status/2017481068082036959 https://twitter.com/i/web/status/2017481068082036959"
X Link 2026-01-31T06:12Z [----] followers, [----] engagements

"AWS EC2 in Plain English 👇 https://x.com/i/status/2017575145133793498 AWS EC2 - In Plain English ☁ Instances = Virtual Servers On-Demand Spot Reserved Instance types: t cheap burstable m general purpose c compute heavy r memory heavy AMIs: Templates to launch instances Auto Scaling Groups: Automatically https://t.co/IckaE9D7Sl https://x.com/i/status/2017575145133793498 AWS EC2 - In Plain English ☁ Instances = Virtual Servers On-Demand Spot Reserved Instance types: t cheap burstable m general purpose c compute heavy r memory heavy AMIs: Templates to launch instances Auto Scaling Groups:"
X Link 2026-01-31T15:04Z [----] followers, [---] engagements

"@devops_nk I used to turn off Alarm confidently and miss the Tempo🤣 then horrible journey welcomes me"
X Link 2026-01-31T16:14Z [----] followers, [--] engagements

"AWS S3: Features Engineers Still Miss 🧠 [--] Storage Classes (cost vs access) Standard / Express One Zone hot data Standard-IA / One Zone-IA infrequent access Glacier archival (Instant / Flexible / Deep Archive) Rule: Access Cost Retrieval time [--] S3 Express One Zone ⚡ Single AZ Single-digit ms latency [--] faster than Standard 50% lower request cost Directory buckets Best when compute is co-located [--] Intelligent-Tiering (set & forget) Unknown or changing access patterns Auto-moves data between tiers No performance impact Optional archive tiers [--] Lifecycle = real cost savings 💸 Auto-transition"
X Link 2026-02-01T03:36Z [----] followers, [----] engagements

"@_jaydeepkarale Should not forget the Entire World Technology is running on IT Jobs. Definitely there is volatile on any industry but not for long. Adoption opens new Job Opportunities"
X Link 2026-02-01T08:59Z [----] followers, [---] engagements

"@lloydtheophilus @clovistb Great Looking forward to see the video 👍"
X Link 2026-02-01T12:02Z [----] followers, [--] engagements

"AWS S3: Features That Save You Money & Incidents S3 outages arent mysterious. Bills dont explode randomly. Its usually skipped basics. Lifecycle rules No rules = trash forever Cold data quietly bleeding money Versioning (without limits) Great for recovery Terrible when every overwrite lives forever S3 Express One Zone Blazing fast Cheap requests Wrong choice for backups Access logs No logs = no answers Incidents hurt more when youre blind Replication Cross-region feels safe Until you see the bill In Short : S3 is simple. Using it lazily is expensive. Which S3 feature did you learn only after"
X Link 2026-02-01T17:48Z [----] followers, [----] engagements

"CI/CD builds artifacts. Deployment is: Rollback strategy Blast radius control Traffic shifting Observability Human sleep protection Pipelines don't save you. Design does"
X Link 2026-02-02T14:57Z [----] followers, [---] engagements

"AWS pain comes from Learning out of order. IAM learned late security pain Networking skipped architecture confusion Monitoring added last blind debugging IaC ignored early manual drift and fragile setups The order matters as much as the tools. AWS gets easier when fundamentals guide decisions not when services are learned in isolation. https://twitter.com/i/web/status/2018602951099769294 https://twitter.com/i/web/status/2018602951099769294"
X Link 2026-02-03T08:30Z [----] followers, [----] engagements

"Everyone who wants to learn: - AWS - Linux - Docker - Terraform - Kubernetes - Automation & GitOps - Cloud Computing - Real-World Projects - Production Troubleshooting I hope you found my account 🔥 Drop a 👇 if you're currently grinding these skills"
X Link 2026-02-03T12:08Z [----] followers, [----] engagements

"Build These AWS Projects 👇For Practical Experience https://x.com/i/status/2017503991073280039 Build These AWS Projects Become a Real AWS Engineer (2026) FOUNDATION Host a static website S3 + CloudFront Route [--] custom domain Deploy a basic web app on EC2 Security Groups IAM role (no access keys) NETWORKING Build a production VPC https://x.com/i/status/2017503991073280039 Build These AWS Projects Become a Real AWS Engineer (2026) FOUNDATION Host a static website S3 + CloudFront Route [--] custom domain Deploy a basic web app on EC2 Security Groups IAM role (no access keys) NETWORKING Build a"
X Link 2026-02-04T19:41Z [----] followers, [---] engagements

"How Private EC2 Access the Internet - Private does not mean no internet. - It means no inbound access. - Private Subnet EC2 (no public IP) Route table: 0.0.0.0/0 NAT G v NAT Gateway (Public Subnet + EIP) Route table: 0.0.0.0/0 IGW v Internet https://twitter.com/i/web/status/2019502617718599768 https://twitter.com/i/web/status/2019502617718599768"
X Link 2026-02-05T20:05Z [----] followers, [----] engagements

"Announcement 📢 Im starting a Kubernetes Pro Tips series. One real-world tip a day Things that break in production Standards used by real teams No fluff. No theory dumps. If this helps you repost so it reaches others too 👇"
X Link 2026-02-08T12:18Z [----] followers, [--] engagements

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