Test Analytics & Metrics

Test Analytics & Metrics

All Test Analytics & Metrics articles from iTestResults.

Latest Articles

Test 6 min read

DORA Metrics vs Test Metrics: Where They Overlap

DORA metrics and test metrics measure different things — but their overlap is where pipeline health decisions get made. ...

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Test 6 min read

Cost-Per-Test-Run: The Metric FinOps Ignores

Cost-per-test-run ties CI spend to test value. Here's how to calculate it, query it, and act on it before your FinOps te...

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Test 6 min read

Test History in BigQuery vs Snowflake

BigQuery vs Snowflake for querying JUnit test history: schema design, SQL patterns, cost trade-offs, and dashboard queri...

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Test 6 min read

Metabase for Test Analytics: Limits & Wins

Metabase surfaces test trends fast but hits real walls with time-series flakiness and raw JUnit XML. Here's where it ear...

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Test 6 min read

Test Metrics in Postgres: No Vendor Needed

Store JUnit XML results in Postgres and build real test analytics — flake rates, P95 runtimes, failure trends — without ...

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Test 6 min read

Defect Age Skews Every Trend Chart Upward

Defect age silently inflates quality trend charts. Here's how open defects distort density, escape rate, and MTTD — and ...

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Test 6 min read

Defect Escape Rate: The KPI Scorecards Miss

Defect escape rate measures what your test suite fails to catch before production. Here's how to track, query, and act o...

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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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Metrics 6 min read

The Quality KPI Dashboard Engineering Leaders Actually Use

Turn test results into actionable engineering insights with a robust Quality KPI dashboard for CI/CD pipelines.

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Metrics 6 min read

The Testing Metrics That Actually Matter in 2026

Discover the test metrics that drive engineering insights in 2026, focusing on runtime variance, retry counts, and flakiness.

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Metrics 6 min read

Coverage as a Vanity Metric: What to Measure Instead

Why test coverage isn’t everything and what metrics truly drive engineering insights.

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Metrics 6 min read

Defect Density vs Defect Trend: Which Tells You More

Uncover the real insights behind defect density and defect trend metrics in modern test analytics.

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Metrics 6 min read

How to Track Quality Over Time (Without Vanity Metrics)

Discover how to track software quality effectively, avoiding vanity metrics, and making data-driven engineering decisions.

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