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Diving into our industry

Product

The industry often treats trunk-based development as a cultural shift. Culture alone, though, won’t stop a bad commit from cascading through 100 microservices. Trunk-based development tends to break down when teams change their branching strategy without also upgrading the underlying infrastructure. Safe merges depend on continuous integration and feature flags to decouple deployment from release. […]

Product

Feature flags for high-traffic sites

Justin Dunham

Justin Dunham

Blog author

The industry treats feature flags as the emergency brake for high-traffic events like Black Friday. You flip a switch to degrade non-essential services and disable heavy database queries. This keeps the core application running while millions of users hit your checkout flow simultaneously. But if the flag evaluation itself needs a network hop, that emergency […]

Product

Engineering organizations often treat feature flags as a front-end mechanism for product managers to coordinate UI rollouts. That leaves critical systems unprotected. AI-assisted development has pushed code output to record speeds, so writing code is no longer the bottleneck. For platform and architecture teams, the real bottleneck is establishing the runtime control needed to swap […]

Product

Traditional release counts are vanity numbers. Knowing a team shipped 50 times a month means nothing without knowing how many of those deployments broke production or how long the team took to recover. An honest read of engineering performance needs a framework that measures throughput and stability together. The four core DORA metrics, plus reliability, […]

Product

AI coding assistants offer development velocity, but they actually introduce two problems your pipeline wasn’t built to handle. The first is volume: agents generate code in seconds, yet only 48 percent of developers always verify AI code before committing. The second is more fundamental: AI agents are non-deterministic. Even if you solved the review bottleneck […]