Must have Test Automation metrics
Part of every Engineering Team's job is to communicate their progress and impact to upper management using clear, meaningful metrics. This applies to all engineering department, including QA Automation and SDETs.
Tracking the right metrics helps teams identify bottlenecks, make informed decisions and show concrete results.
๐—ช๐—ต๐˜† ๐— ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฐ๐˜€ ๐— ๐—ฎ๐˜๐˜๐—ฒ๐—ฟ ๐—ณ๐—ผ๐—ฟ ๐—ค๐—” ๐—ง๐—ฒ๐—ฎ๐—บ๐˜€
Stakeholders need the answers to questions like:
  • How much of the application is covered by tests?
  • How fast can releases be validated?
  • Are bugs being caught before production?
  • Is automation saving time?
๐—ง๐—ต๐—ฒ ๐Ÿฑ ๐—˜๐˜€๐˜€๐—ฒ๐—ป๐˜๐—ถ๐—ฎ๐—น ๐—ค๐—” ๐—”๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐— ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฐ๐˜€
๐Ÿ“Š ๐Ÿญ. ๐—ง๐—ฒ๐˜€๐˜ ๐—–๐—ผ๐˜ƒ๐—ฒ๐—ฟ๐—ฎ๐—ด๐—ฒ
The percentage of user scenarios and critical features covered by test cases. High coverage demonstrates confidence that releases won't break for customers.
โžค Target 80%+ coverage of critical user flows, with clear documentation of what's tested and what's intentionally excluded.
๐Ÿค– ๐Ÿฎ. ๐—”๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜ƒ๐—ฒ๐—ฟ๐—ฎ๐—ด๐—ฒ
The ratio of manual test cases converted to automated tests. This shows testing efficiency improvements and ROI. Every automated test saves time on every future release.
โžค Target at least 60% to 70% for regression tests, focusing on repetitive and stable scenarios.
โšก ๐Ÿฏ. ๐—ง๐—ฒ๐˜€๐˜ ๐—˜๐˜…๐—ฒ๐—ฐ๐˜‚๐˜๐—ถ๐—ผ๐—ป ๐—ง๐—ถ๐—บ๐—ฒ
How long it takes to run your automated test suite. Faster tests mean faster feedback to developers. A 6 hour test suite delays every code change by 6 hours. A 15 minute suite enables rapid iteration.
โžค Keep full regression under ~30 minutes and smoke tests under ~10 minutes. Use parallel runs if needed.
โฑ๏ธ ๐Ÿฐ. ๐—ง๐—ฒ๐˜€๐˜๐—ถ๐—ป๐—ด ๐—˜๐—ณ๐—ณ๐—ผ๐—ฟ๐˜ ๐—ง๐—ถ๐—บ๐—ฒ
Time spent on different testing activities like test creation, execution, bug verification, and regression testing. This reveals bottlenecks and helps justify automation investments. If 80% of effort goes to manual regression instead of exploratory testing, that's a clear process problem.
โœ… ๐Ÿฑ. ๐—ฃ๐—ฎ๐˜€๐˜€ ๐—ฅ๐—ฎ๐˜๐—ฒ ๐—ฎ๐—ป๐—ฑ ๐—•๐˜‚๐—ด ๐—ง๐—ฟ๐—ฒ๐—ป๐—ฑ๐˜€
The percentage of passing tests and the number of new bugs per deployment. Pass rate shows application stability. Bug trends reveal whether development practices are improving or degrading.
โžค Target 95%+ pass rate on stable builds with declining or stable bug counts over time.
๐—›๐—ผ๐˜„ ๐˜๐—ผ ๐—ฃ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ป๐˜ ๐— ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฐ๐˜€ ๐˜๐—ผ ๐— ๐—ฎ๐—ป๐—ฎ๐—ด๐—ฒ๐—บ๐—ฒ๐—ป๐˜
Tracking metrics is only half the battle. You need to communicate them effectively.
โœ… ๐—–๐—ฟ๐—ฒ๐—ฎ๐˜๐—ฒ ๐—ฎ ๐——๐—ฎ๐˜€๐—ต๐—ฏ๐—ผ๐—ฎ๐—ฟ๐—ฑ
Use tools like Grafana or even Google Sheets to visualize trends over time. Make metrics accessible and easy to understand at a glance.
โœ… ๐—ฆ๐—ต๐—ผ๐˜„ ๐—ง๐—ฟ๐—ฒ๐—ป๐—ฑ๐˜€, ๐—ก๐—ผ๐˜ ๐—๐˜‚๐˜€๐˜ ๐—ก๐˜‚๐—บ๐—ฏ๐—ฒ๐—ฟ๐˜€
"We have 500 automated tests" is less compelling than "We increased automation from 200 to 500 tests this quarter, reducing regression time from 20 hours to 2 hours."
โœ… ๐—–๐—ผ๐—ป๐—ป๐—ฒ๐—ฐ๐˜ ๐— ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฐ๐˜€ ๐˜๐—ผ ๐—•๐˜‚๐˜€๐—ถ๐—ป๐—ฒ๐˜€๐˜€ ๐—œ๐—บ๐—ฝ๐—ฎ๐—ฐ๐˜
Translate technical metrics into business language. "Our 30 minute test suite enables 2x more daily deployments" etc.
๐—–๐—ผ๐—บ๐—บ๐—ผ๐—ป ๐— ๐—ถ๐˜€๐˜๐—ฎ๐—ธ๐—ฒ๐˜€ ๐˜๐—ผ ๐—”๐˜ƒ๐—ผ๐—ถ๐—ฑ
โŒ Tracking too many metrics
Focus on 5 to 7 key metrics. Too many numbers dilute your message.
โŒ Celebrating vanity metrics
"We wrote 1000 tests" means nothing if they're flaky, slow, or don't catch real bugs.
โŒ Reporting without context
Always compare against previous periods or targets. "70% automation coverage" only means something if you know it was 40% last quarter.
๐Ÿ“Œ Tip: Start tracking these metrics today, even in a simple spreadsheet. Three months of trend data will give you powerful insights for process improvements and resource discussions.
๐.๐’. ๐Ÿšฉ ๐ˆ๐Ÿ ๐ฒ๐จ๐ฎ ๐ก๐š๐ฏ๐ž๐งโ€™๐ญ ๐ฐ๐š๐ญ๐œ๐ก๐ž๐ ๐ข๐ญ ๐ฒ๐ž๐ญ, ๐ฒ๐จ๐ฎ๐ซ ๐ง๐ž๐ฑ๐ญ ๐ฌ๐ญ๐ž๐ฉ ๐ข๐ฌ ๐ญ๐ก๐ž ๐…๐‘๐„๐„ ๐Ÿ‘-๐ฉ๐š๐ซ๐ญ โ€œ๐Œ๐š๐ง๐ฎ๐š๐ฅ ๐๐€ โ†’ ๐’๐ƒ๐„๐“โ€ ๐ฐ๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ,ย ๐š ๐ฌ๐ก๐จ๐ซ๐ญ ๐ฆ๐ข๐ง๐ข-๐œ๐จ๐ฎ๐ซ๐ฌ๐ž ๐ญ๐ก๐š๐ญ ๐ ๐ข๐ฏ๐ž๐ฌ ๐ฒ๐จ๐ฎ ๐ญ๐ก๐ž ๐Ÿ๐ฎ๐ฅ๐ฅ ๐ซ๐จ๐š๐๐ฆ๐š๐ฉ ๐ญ๐จ ๐›๐ž๐œ๐จ๐ฆ๐ข๐ง๐  ๐š ๐ฆ๐ข๐-๐ฅ๐ž๐ฏ๐ž๐ฅ ๐’๐ƒ๐„๐“ ๐š๐ง๐ ๐ฉ๐š๐ฌ๐ฌ๐ข๐ง๐  ๐ข๐ง๐ญ๐ž๐ซ๐ฏ๐ข๐ž๐ฐ๐ฌ.
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Matviy Cherniavski
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Must have Test Automation metrics
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