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The Hidden Cost of Flaky Tests: Why Your Team is Slower Than You Think

Every engineering team has seen it:

A mysterious test that passes on your machine but fails in CI. You rerun it - it passes. Run it again - it fails. No one knows why.

Still, everyone moves on because “it’s just a flaky test.” But flaky tests don’t just waste time. They quietly erode confidence, focus, and speed.

On the surface, a flaky test feels like a minor inconvenience. Rerun the pipeline. Ignore the red. Move on.

But zoom out, and the hidden costs start to show:

  • Developer hours lost - every rerun and every Slack message asking, “Is it failing for you too?” adds up.

  • Broken trust - once engineers stop trusting tests, the purpose of QA falls apart

  • Slower releases - teams hesitate to ship when CI is unreliable.

The Ripple Effect Nobody Talks About

A flaky test rarely affects just one person.

  • The frontend dev waits.

  • The backend team holds their merge.

  • QA starts retesting.

  • The PM delays the release.

What looks like a 15-minute hiccup often turns into hours of drag. Week after week, this compounds - and your team’s speed drops by 20–30% without anyone noticing.

What High-Performing Teams Do Differently

Top engineering teams don’t treat flaky tests as normal. They treat them as a reliability issue.

Here’s what they focus on:

  • Flag and isolate flaky tests - Don’t allow them to block CI. Identify patterns. Address them quickly or quarantine them.

  • Focus test coverage on critical user flows - More tests aren’t always better. Reliable coverage in the right places matters more.

  • Audit test performance regularly - Review what’s failing, why, and what can be improved or removed.

  • Invest in tools that surface flakiness and reduce manual triage - If you rely on automation, you need to trust it.

The goal is not just to pass builds. The goal is to build confidence in the signals your tests provide - so the team can move faster with less friction.

The Takeaway

Flaky tests may seem small, but their impact compounds. They delay releases, drain developer energy, and chip away at team trust. And most teams are moving slower than they realize because of it.

The fastest teams aren’t the ones with the most tests. They’re the ones whose tests actually matter - and work.

👉 Want to see how Maeris helps teams identify and fix flaky tests before they slow you down? Visit maeris.io

Have you faced this on your team? Would love to hear your take in the comments.

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Maeris
  1. 2

    Great write up. You explain well how flaky tests hurt speed and trust. Quick question. If a test fails only sometimes, can Maeris keep the build green by quarantining it, and show a clear report of when and why it flips?

    1. 1

      Hey there. Yes, exactly. If a test is flaky, Maeris can quarantine it so your build stays green. You’ll still get a clear report showing when it failed, why it flipped, and the history - so you don’t lose visibility while keeping the pipeline moving.

      1. 2

        Got it, that is exactly what I hoped for. One idea: auto open an issue with the quarantine history and suspected culprit, plus a weekly Slack digest of top flaky tests by time lost :)

        Oh and btw, we could partner up. Me and my team are building HustleAdvisor, a social network where entrepreneurs share practical step by step lessons. If you join the waitlist and later post a short write up about building Maeris, we will boost it in the main feed so more people see it :)

        You get: more users

        We get: an entrepreneur on board

        Good luck with the project!

        1. 1

          Hey Dennis - really appreciate this!

          Totally agree on the Slack digest + auto-issue idea - that’s a brilliant way to close the loop on flaky test visibility.

          Also just joined the HustleAdvisor waitlist - sounds super cool. Would love to share Maeris there.

          Let’s stay in touch!

          1. 1

            Hey there, just wanted to let you know that we launched!

            hustle-advisor.com

          2. 1

            Happy to help!

            Also thanks for joining, see you on the launch in 2 days!