AWS PostgreSQL Upgrade Trap: Why a Forced Security Move Created a Costly Production Catch-22
AWS PostgreSQL Upgrade Trap: Why a Forced Security Move Created a Costly Production Catch-22
Our MCP server for PostgreSQL: 100% #OpenSource & compatible with any new or existing installation of #Postgres (including Amazon #RDS & similar) 🐘
It also has...
👉 Anthropic prompt caching w/ 90% cost reduction
👉 Token efficiency features: stay within budget
👉 Modern React-based UI w/ AI-powered chat
👉 Tools like advanced hybrid search (BM25+MMR)
👉 Secure design w/ TLS support
...all from a purely #PostgreSQL vendor w/ enterprise SLAs.
Try it out, leave a ⭐ https://github.com/pgEdge/pgedge-postgres-mcp
AWS has 200+ services. Most companies use about 15. The same ones show up in every project: EC2, S3, Lambda, RDS, DynamoDB, API Gateway, CloudFront, SQS, SNS, CloudWatch.
That handles 80% of everything. Wrote a guide covering just the ones that matter.
#aws #cloud #infrastructure #EC2 #IAM #S3 #RDS #DynamoDB #Lambda #APIGateway #CloudFront #Route53 #SQS #SNS #CloudWatch #EKS #CDN
https://heyjoshlee.medium.com/the-80-20-of-aws-the-services-that-actually-matter-13509ff90115
We built a complete AI toolkit to help you be successful when architecting AI systems on PostgreSQL for production use. In it, we have #OpenSource tools like #MCP and #RAG servers & (much) more that work with:
⭐ Claude Desktop, Claude Code, Cursor
⭐ #OpenAI, Anthropic #Claude, local #Ollama models
⭐ #PostgreSQL 16, 17, 18
⭐ Community #Postgres, Amazon #RDS, and other implementations
We'd love to hear about what you're building - community (at) pgedge.com 💬
First blog post is live 🚀
RDS restore was slow, CloudWatch looked fine — but I/O latency was ~35ms.
➡️ Root cause: EBS lazy loading from S3
➡️ Fix: pre-warming or Fast Snapshot Restore
https://blog.bitfoo.de/posts/aws-ebs-snapshot-s3-lazy-loading/
Erster Blogpost online 🚀
RDS Restore langsam, CloudWatch grün – und trotzdem 35ms I/O?
➡️ EBS Lazy Loading aus S3
➡️ Fix: Prewarming oder Fast Snapshot Restore
Falls ihr schon mal über „mysteriöse“ DB-Performance nach Snapshots gestolpert seid 👇
https://blog.bitfoo.de/posts/aws-ebs-snapshot-s3-lazy-loading/
RE: https://ext.sportsbots.xyz/statuses/2014377499120074796
A travers la LNH avec @[email protected]
#RDS
RE: https://ext.sportsbots.xyz/statuses/2013660999660806193
A travers la LNH avec @[email protected] ⤵️⤵️
#RDS