From Datadog to CI Tests: Catch Regressions Before Deploy
Learn a practical workflow to convert Datadog metrics, traces, and incidents into CI tests that catch regressions before deploy.
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Learn a practical workflow to convert Datadog metrics, traces, and incidents into CI tests that catch regressions before deploy.
AI agents silently modify working systems to force changes through. Three real patterns and the guardrails that catch them.
Compare the 7 best service virtualization tools of 2026 including Speedscale, WireMock, Hoverfly, and Parasoft. Features, pros, cons, and use cases.
Teams spend six figures on observability but test with synthetic data. Close the gap between what you know about production and what you validate pre-release.
What is API traffic replay testing? Capture, sanitize, and replay production traffic. Compare GoReplay vs WireMock vs Speedscale vs proxymock.
Record real LLM traffic from a FastAPI app, mock it locally, and replay it in CI with proxymock.
Production AI spend gets attention. Non-prod LLM calls in development, CI, and load tests often do not. Simulation fixes that.
Most flaky test fixes focus on retries and quarantine. The real fix is replacing hand-written test data with recorded traffic that stays fresh.
Compare WireMock, MockServer, proxymock for enterprise Java API mocking. See how each handles recorded traffic, Kubernetes, CI/CD, AI-generated code.