OperationsSoftware EngineeringOpen accessPublished 3 Oct 2026
Design a layered, scalable test-automation architecture covering tooling, test layers, environments, data, observability, and ownership. Use when building automation from scratch or rescuing a flaky, slow, or unmaintainable suite.