Where testing meets the pipeline — shift-left, quality gates, canary releases, chaos engineering.
Shift-left testing means moving testing activities earlier in the development process — writing tests alongside code, running static analysis on every commit, and involving QA in requirements and design — instead of testing only after development is "done." The goal is catching defects when they're cheap to fix, not after they've compounded downstream.