CI/CD Reporting & Dashboards

CI/CD Reporting & Dashboards

All CI/CD Reporting & Dashboards articles from iTestResults.

Latest Articles

CI/CD 6 min read

Building a Test Dashboard in Metabase

How to build a test execution dashboard in Metabase: SQL queries, schema design, and pitfalls SDETs and platform enginee...

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CI/CD 6 min read

Artifact Expiry Silently Breaks Failure Trends

Artifact expiry policies quietly corrupt historical failure trend data. Here's how to detect the gap, preserve what matt...

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CI/CD 6 min read

Developing Dashboards for CI/CD Pipelines

Build CI/CD test dashboards that surface real signal: SQL queries, Grafana panels, GitHub Actions YAML, and ClickHouse s...

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CI/CD 6 min read

GitLab CI Test Reports: End to End

GitLab CI test reports: how artifacts, JUnit XML, and the test summary UI wire together — plus SQL analytics, pitfalls, ...

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CI/CD 6 min read

CircleCI Insights vs Jenkins Test Reporting

CircleCI Insights vs Jenkins test reporting: real trade-offs, SQL queries, and dashboard configs for SDETs who need sign...

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CI/CD 6 min read

Rerun Depth Skews MTTD Across Pipelines

Rerun depth silently inflates MTTD across pipelines. Here's how to measure the distortion and fix your CI reporting befo...

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CI/CD 6 min read

Datadog CI Visibility vs Homegrown Grafana

Datadog CI Visibility vs a homegrown Grafana setup: real trade-offs, SQL, YAML, and dashboard config for SDETs and platf...

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CI/CD 6 min read

JUnit XML as a Grafana Data Source

How to parse JUnit XML reports, load them into PostgreSQL or ClickHouse, and build Grafana dashboards that surface real ...

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CI/CD 6 min read

Rerun Gaps in Jenkins: Silent Retry Misconfiguration

Jenkins retry misconfig hides flaky tests behind inflated pass rates. Here's how to find the gaps using rerun data, SQL,...

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CI/CD 6 min read

Branch Filtering Skews Multi-Pipeline Pass Rates

Branch filtering in GitHub Actions, Jenkins, and multi-pipeline dashboards silently skews pass rate. Here's how to detec...

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CI/CD 6 min read

Pipeline Pass Rate Drift and Broken Stages

Pass rate drift masks broken pipeline stages. Here's how to detect it with SQL, GitHub Actions, and Grafana before it si...

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CI/CD 6 min read

Why Multi-Agent LLM Systems Fail in CI

Multi-agent LLM systems fail in CI for predictable reasons: context drift, tool-call loops, and silent degradation.

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Dashboards 6 min read

Test Result Storage: PostgreSQL, ClickHouse, BigQuery

Optimize your CI/CD test result storage with PostgreSQL, ClickHouse, and BigQuery for deeper engineering insights.

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Dashboards 6 min read

Visualizing Test Results in GitHub Actions

Learn how to turn GitHub Actions test results into actionable insights with dashboards and analytics, beyond simple pass/fail metrics.

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Dashboards 6 min read

Multi-Pipeline Visibility for Engineering Leaders

Unlock engineering insights with comprehensive multi-pipeline visibility.

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Dashboards 6 min read

Real-Time Test Pipelines: From Run to Insight

Transform test results into actionable engineering insights with real-time CI/CD pipelines.

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Dashboards 6 min read

Slack/Teams Notifications That Actually Help

Transform your CI/CD notifications from noise to actionable insights with real-world tools and techniques.

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Dashboards 6 min read

Build a Test Dashboard for CI/CD (Step-by-Step)

Create a CI/CD test dashboard to transform test results into actionable engineering insights.

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