Free and open first
Best Test Flakiness Management Software in 2026 — page 2
- 31 apps
- Research read 23 Sept 2026
- How the order is worked out
- 26
GitLab CI/CD
Free plan LinuxMacWeb+1 - 27
Harness CI
Free plan WebChoose Harness CI if you need web-based CI with hosted or self-hosted runner options and pull request checks.
- 28
Pastry
Paid WebPastry focuses on flaky-test detection, prioritization, and controlled quarantine workflows. Its volume-based pricing and retention terms should be reviewed alongside the team’s test counts.
- 29
Flaky Test Detective
PaidFlaky Test Detective provides open-source analysis, reporting and quarantine for recurring test failures.
- 30
Datadog Test Optimization
Paid Web - 31
QMetry Test Management
Paid Web