Long form thinking on architecture, debugging, AI in production, and the messy intersection of code and business. The trade-offs, failures, and decisions that do not fit into tutorials.
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OFFSET pagination broke our API at scale, causing slow queries and latency spikes. Learn how cursor pagination fixed performance without breaking clients.

This database performance issue didn’t look like a typical failure. There were no crashes, no alerts, and no obvious slow query warnings. Locally, everything felt fast, masking the missing database index that only impacted production. As traffic increased, query performance degraded, leading to rising latency and unpredictable response times. This is exactly how hidden indexing issues silently turn into major production bottlenecks.

Your API feels instant on your laptop, then crawls the moment real users arrive. This beginner friendly tutorial explains why a fast API becomes a slow API in production, and walks you step by step through the fixes in PHP, Postgres, and the frontend.