The Reason Your Tests Are Flaky And How to Fix It Using Keploy

Jul 22, 2026

Ever had an API test fail even though nothing in your code actually changed? That's a noisy field problem and it's one of the most common causes of flaky tests.

In this video, we break down:

  • What noisy fields are and why they show up (timestamps, tokens, request IDs - fields that change on every run by design)
  • Why strict, byte-for-byte comparisons break because of them
  • How Keploy solves this with automatic noise detection
  • A live walkthrough of noise tags in the Keploy dashboard
  • The actual mechanism: how Keploy captures traffic via a sidecar, mocks dependencies in a sandbox, replays requests, and compares responses field-by-field to tell real bugs apart from expected noise

If you're tired of re-running tests just because a timestamp didn't match, this one's for you.

Try Keploy: https:app.keploy.io
Docs: https://keploy.io/docs
GitHub: https://github.com/keploy/docs

Timestamps:

0:00 - What are noisy fields (and why do they appear)?

0:19 - Using Keploy To Detect Noisy fields

0:27 - Live noise detection on the Keploy dashboard

0:37 - How Keploy actually performs denoising

flaky tests, API testing, noisy fields, timestamps in tests, test automation, Keploy, API test mocking, deterministic testing, non-deterministic fields, test reliability, QA automation, request IDs, token handling, flaky test solutions, API response comparison, sandbox testing, dependency mocking, test isolation, generated IDs, test fixtures, mock servers, integration testing, contract testing, response validation, test debugging, CI/CD testing, automated testing tools, API mocking tools, test instability, dynamic fields in tests, how to fix flaky tests, eliminate flaky tests, noisy data testing, deterministic comparison, byte-for-byte comparison, field-level testing, smart noise detection, test denoising, What are noisy fields and how to to handle them using keploy, Automatic Noise Detection in API Tests: What Is It and Why You Need It, How Keploy Detects and Ignores Noisy Fields Automatically, How Keploy's Sidecar Proxy Captures Real Traffic for Denoising, Noisy Data in Tests Explained and How to Handle Them using Keploy

#Keploy #APItesting #FlakyTests #SoftwareTesting #DevTools #Testing #QA #NoisyFields #Denoising #RecordReplay