Testing at Scale: Strategies for Large Codebases

Testing at Scale: Strategies for Large Codebases Testing at scale is not just about more tests. It is about smart design that keeps feedback fast as codebases grow. In large projects, a long list of tests can slow developers and miss defects in critical areas. The goal is to protect quality without slowing progress. Think of a test pyramid: many fast unit tests, a solid layer of component tests, a moderate layer of integration tests, and a small set of end-to-end checks. This mix helps catch bugs close to the source and reduces flaky failures later. In practice, measure test duration and failure points, then tune the balance. ...

September 21, 2025 · 2 min · 376 words