Engineering Insights

Practical perspectives on software architecture, developer tooling, and engineering team dynamics—drawn from production environments and distilled into actionable guidance.

Architecture

5 Common Microservices Pitfalls and How Teams Avoid Them

We analyzed 50+ production deployments to identify the most costly mistakes teams make when transitioning from monoliths. Here is what we found.

Mar 15, 2024

APIs

API Versioning Strategies That Scale With Your Platform

Your API is your contract with consumers. Learn versioning approaches used by platforms serving millions of requests without breaking client integrations.

Mar 8, 2024

Dev Practices

The Code Review Checklist One Team Uses to Catch More Bugs

This checklist helped a 12-person engineering team reduce review time by 40% while catching critical issues earlier in the development cycle.

Feb 28, 2024

Databases

Database Optimization: A Practical Checklist for Engineering Teams

Real-world techniques that took a client's reporting system from 8-second queries to sub-100ms responses without infrastructure changes or major refactors.

Feb 15, 2024

Quality

Testing Strategies That Actually Scale With Engineering Teams

Moving beyond the test pyramid—discover the testing philosophy that works for teams of 5, 25, or 250 without slowing down feature delivery.

Jan 30, 2024

Cloud

Cutting Cloud Costs by 60% Without Compromising Performance

A case study on how we helped a Series B startup reduce their AWS bill by $180K annually through strategic resource optimization and right-sizing.

Jan 18, 2024

Leadership

Measuring Engineering Team Velocity Beyond Story Points

Story points have their place, but they are not the whole story. Here is the framework we use to understand real team performance and identify blockers.

Jan 5, 2024

Team Growth

Developer Onboarding: Reducing Time-to-Productivity for New Hires

How one engineering organization cut average onboarding from 12 weeks to 6 weeks by rethinking documentation, pairing, and project assignment structures.

Dec 20, 2023