[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

[@tpschmidt_](/creator/twitter/tpschmidt_)
"Now AWS completely handles the heavy liftingjust point your Lambda at the Kafka topic specify the schema and go"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946133386407645430) 2025-07-18 09:02:11 UTC 19.9K followers, XX engagements


"In practice this means I can ditch my hand-rolled deserialization logic. Thats less code to maintain fewer surprises. : Anyone already using this in production 💭 Curious if youve hit any edge cases or performance gotchas I should watch out for"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946133398046884181) 2025-07-18 09:02:14 UTC 19.9K followers, XXX engagements


"This is what serverless dev should have been from day one. Whats your takedoes this change how youd build or debug Lambda-heavy apps Or are there still gaps AWS isnt addressing 💭"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946117200546574551) 2025-07-18 07:57:52 UTC 19.9K followers, XXX engagements


"If you do not work with natively compiled dependencies always use the Graviton2/ARM64 architecture for Lambda. It's less expensive and faster 🤝 If you have dependencies that do compile to the target platform make sure they are compatible"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1945001392823046245) 2025-07-15 06:04:03 UTC 19.9K followers, 1507 engagements


"Small side note: has offered this for years I think in an even better manner as you don't even need to deploy your function's code. Your local code is the live version that is remotely called through your function via a WebSocket connection. ⚡"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946117212277989643) 2025-07-18 07:57:55 UTC 19.9K followers, XXX engagements


"It always felt clunky and risky and half the time Id end up dealing with SSH keys or firewall rules that break something else"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1945756376590114931) 2025-07-17 08:04:05 UTC 19.9K followers, XX engagements


"Got too little attention: AWS just shipped  for Lambda when consuming from Kafka 📨 Finally you can process Kafka events without writing your own deserialization boilerplate or managing extra libraries in your Lambda package"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946133362038780287) 2025-07-18 09:02:05 UTC 19.9K followers, XXX engagements


"AWS just shipped  of deployed Lambda functions. This finally kills the pain of setting up local development environments or trying to replicate cloud conditions. Why is this a big deal"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946117152395976801) 2025-07-18 07:57:40 UTC 19.9K followers, 6891 engagements


"How about using the existing AWS Lambda MCP Server for this 🤔 Heres how it works: the AI never touches the database directly. Instead you run everything through an MCP client and server and the server just invokes specific Lambda functions youve set up"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1945756388308955179) 2025-07-17 08:04:08 UTC 19.9K followers, XX engagements


"Key details: API-driven no infra to provision Up to XXXXXX indexes per bucket Great with Bedrock and OpenSearch"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1945439302403719391) 2025-07-16 11:04:08 UTC 19.9K followers, XXX engagements


"2. With remote debugging you can set breakpoints and inspect variables in a live Lambda running in the cloud - even with real VPC and IAM context"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946117177108787527) 2025-07-18 07:57:46 UTC 19.9K followers, XXX engagements


"1. You can now pull a Lambda straight into VS Code edit and deploy it in seconds. No more zip files no more fiddling with CLI commands"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946117165377270124) 2025-07-18 07:57:43 UTC 19.9K followers, XXX engagements


"For example I can debug a function that talks to an RDS instance inside a VPC without mocking anything locally. Thats huge for tracking down those only happens in prod bugs. 😅"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946117188815069491) 2025-07-18 07:57:49 UTC 19.9K followers, XXX engagements


"Since discovering it's much less annoying to debug timeouts 🧡 Easily define a function that will be called right before the timeout to clean up and log the error properly. Everything else you need to know about Lambda timeouts 👇"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1942841182012465640) 2025-07-09 07:00:08 UTC 19.9K followers, 1374 engagements


"My take: This is a big deal for anyone fighting with real-time data at scale. Never worked in large ecosystem that didn't use Avro as the default. Up until now integrating these with Lambda meant custom code more cold start time and extra room for bugs. 🐛"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1946133374646776304) 2025-07-18 09:02:08 UTC 19.9K followers, XX engagements


"AWS has completely overhauled its  for new accountsand if youre a developer (or thinking about becoming one) heres what you need to know:"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1944009714964345026) 2025-07-12 12:23:28 UTC 19.9K followers, 13.3K engagements


"If you're looking for actionable advice on working with AWS we've got you covered. Everything is available on a single page and will be expanded week by week just like our animations page. ✨"  
![@tpschmidt_ Avatar](https://lunarcrush.com/gi/w:16/cr:twitter::42399689.png) [@tpschmidt_](/creator/x/tpschmidt_) on [X](/post/tweet/1945377916378079554) 2025-07-16 07:00:13 UTC 19.9K followers, XXX engagements