iTestResults — Where test results become engineering insights.

iTestResults

Where test results become engineering insights.

Latest Articles

Recent posts from across the site.

Flaky 6 min read

Why Failure Rate Spikes After a Flake Is Fixed

Fixing a flaky test often causes a short-term failure rate spike. Here's the signal behind it, how to read it, and what ...

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Observability 6 min read

Datadog CI Visibility: What It Actually Tracks

Datadog CI Visibility goes beyond pass/fail — here's the telemetry model, real queries, and pitfalls engineers hit when ...

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Observability 6 min read

How to Create a Testing Dashboard That Works

Build a testing dashboard that surfaces pass/fail trends, flaky tests, and CI traces — with real SQL, Grafana JSON, and ...

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Flaky 6 min read

JMeter Variance vs True Flakiness

JMeter result variance and test flakiness look identical in dashboards. Here's how to separate load-induced noise from g...

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AI 6 min read

Embeddings for Test-Failure Dedup at Scale

Use vector embeddings to deduplicate test failures at scale — cluster error messages, cut triage noise, and surface dist...

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AI 6 min read

LLM That Reads JUnit XML and Explains Failures

Wire an LLM to JUnit XML reports to get plain-language failure explanations — with real Python, prompt templates, and CI...

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