Software Development Archives

7 API Gateway Patterns for Rate Limiting and Circuit Breakers That Prevent System Failures

Implementing token bucket rate limiting and circuit breaker patterns in API gateways prevents cascading failures and reduces incident response time by 67%, with production data from Netflix, Stripe, and Google demonstrating specific threshold configurations and distributed coordination strategies.

David Okafor March 18, 2026

Software Development

AI-Powered Code Review Tools Cut My PR Approval Time from 4 Days to 6 Hours: Real Results from GitHub Copilot, Amazon CodeWhisperer, and Tabnine

After 47 pull requests and eight weeks of testing, GitHub Copilot, Amazon CodeWhisperer, and Tabnine each revealed distinct strengths in automated code review. One reduced our team's PR approval time from 3.8 days to 6.2 hours - but the real breakthrough came from understanding which tool catches which category of problems.

David Kim March 8, 2026