iTestResults

iTestResults — Where test results become engineering insights.

iTestResults

Where test results become engineering insights.

Latest Articles

Recent posts from across the site.

Test 6 min read

Test Duration Variance Reveals More Than Failure Rate

Duration variance in test results signals instability before failures appear. Here's how to measure it with SQL, Grafana...

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Test 6 min read

Test Failure Meaning Changes by Pipeline Stage

The same test failure signals different things in PR checks vs. staging vs. production. Here's how to read pipeline cont...

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Flaky 6 min read

Flake Rate Averages Hide Your Riskiest Tests

Flake rate averages mask the tests most likely to block releases. Here's how to use percentile distributions and recency...

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Test 6 min read

100% Pass Rate: Why It's Your Least Useful Metric

A 100% pass rate signals nothing about suite health, flakiness, or risk. Here's what to measure instead and how to query...

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AI 6 min read

AI Flaky-Test Misclassification & Confidence Scoring

Why AI failure-pattern models flag flaky tests as systemic regressions — and how confidence scoring separates noise from...

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Metrics 6 min read

Mean Time to Detect (MTTD) for Test Suites

Optimize test suite efficiency by measuring MTTD using modern analytics and observability tools. Enhance decision-making with actionable insights.

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