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pgvector in production scaling journey showing vector database architecture stages from under 5 million to 50 million plus vectors
PostgreSQL

pgvector in Production: A 2026 Reality Check

In 2026, pgvector is finally stable enough for most production AI workloads under ~10M vectors. The 0.7.0 release brought 30× …

Dr. Somya Hallan May 7, 2026 18 mins read
OpenClaw memory production failure showing system working in dev but breaking in production with latency spikes and database errors
AI Database Operations

OpenClaw Memory Production: Failures, Fixes & Scaling

“Your OpenClaw agent works perfectly for exactly 20 minutes. Then it silently forgets your instructions and goes completely rogue.” If …

Dr. Somya Hallan Apr 30, 2026 17 mins read
Managed PostgreSQL comparison showing pricing from $0 to $475 per month across providers in 2026
Database Infra

Managed PostgreSQL Comparison (2026): $0 to $475/month

Most “managed PostgreSQL comparison” guides don’t show real pricing.They show “starting from” numbers that hide what you actually pay once …

Dr. Somya Hallan Apr 27, 2026 24 mins read
Database scaling managed vs self-hosted visual showing managed hitting limits and self-hosted complexity during scale
Database Infra

Database Scaling: Managed vs Self-Hosted, What Breaks First

Most teams don’t think about database scaling until something breaks. A query that used to take 50minutes now takes 3 …

Dr. Somya Hallan Apr 22, 2026 22 mins read
AWS RDS vs self-hosted PostgreSQL vs BYOC architecture showing three deployment paths for modern database infrastructure in 2026
Cloud Database Costs

AWS RDS vs Self-Hosted PostgreSQL: Complete Cost Comparison (2026)

The AWS RDS vs self-hosted PostgreSQL debate usually starts the same way. Someone opens the cloud bill, pauses, and asks: …

Dr. Somya Hallan Apr 14, 2026 27 mins read
PostgreSQL MCP Server connecting an AI agent to database infrastructure with real-time monitoring and cloud integration
AI Database Operations

PostgreSQL MCP Server: A Complete Guide to AI-Driven Database Management

If you manage PostgreSQL in production, you already know the routine. Provisioning lives in one dashboard. Monitoring lives in another. …

Dr. Somya Hallan Apr 7, 2026 38 mins read
BYOC database architecture showing control plane managing databases inside your own cloud infrastructure
BYOC Database

What Is BYOC? A Smarter Alternative to Expensive Managed Databases

BYOC database (Bring Your Own Cloud) is a deployment model where your database runs inside your own cloud account, while …

Dr. Somya Hallan Mar 28, 2026 24 mins read
Why AWS RDS is expensive, as a product growth scales from alpha to production, RDS costs explode from $5 to $14,204 with Multi-AZ and db.r6g.4xlarge instances
Cloud Database Costs

Why AWS RDS Is Expensive Once Your Product Starts Growing

If you’ve ever opened your cloud bill and paused a little longer than usual, you’re not alone. At some point …

Dr. Somya Hallan Mar 23, 2026 18 mins read
managed vs self hosted database comparison introducing a third model with full control and reduced operational complexity using a unified cloud approach
Database Infra

Managed vs Self Hosted Database: A 2026 Guide (with a Third Option Worth Considering)

For years, most teams have defaulted to managed database services. They’re easy to set up, require minimal operational effort, and …

Dr. Somya Hallan Mar 22, 2026 13 mins read

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