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ANKUSH CHOUDHARY JOHALApr 30, 2026 • 7 min read
We Ditched GitLab CI 16.0 for GitHub Actions 3.0: 35% Lower Maintenance for Our Python 3.13 Codebase
\n After 18 months of running GitLab CI 16.0 on our 47-service Python 3.13 monorepo, we migrated to...
#ditched#gitlab#github#actions
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ANKUSH CHOUDHARY JOHALApr 27, 2026 • 20 min read
How to Set Up DAST with OWASP ZAP 2.15 and GitHub Actions 3.0
In 2024, 73% of web application breaches exploited vulnerabilities detectable by automated DAST...
#dast#owasp#github#actions
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ANKUSH CHOUDHARY JOHALApr 27, 2026 • 10 min read
GitHub Actions vs. GitLab CI 18 vs. CircleCI 8: Pipeline Execution Costs and Flaky Test Rates for Monorepos
Monorepo pipelines for 100+ engineer teams cost $12k+ monthly in wasted CI minutes, with 18% of test...
#github#actions#gitlab#circleci
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ANKUSH CHOUDHARY JOHALApr 30, 2026 • 14 min read
We Migrated 100 Repos to GitHub Actions 3.0 and Dependabot 2.0 – Cut Vulnerability Fix Time by 50%
In Q3 2024, our platform engineering team migrated 112 production repositories (spanning 8 languages...
#migrated#repos#github#actions
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ANKUSH CHOUDHARY JOHALApr 30, 2026 • 15 min read
War Story: We Ditched GitHub Actions for Tekton 0.60 and Cut Build Costs by 40%
In Q3 2024, our 14-person engineering team was spending $18,200 per month on GitHub Actions build...
#story#ditched#github#actions
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ANKUSH CHOUDHARY JOHALMay 1, 2026 • 15 min read
How to Use Trivy 0.50 and GitHub Actions 2026 to Block Vulnerable Dependencies in Rust 1.85 Crates
\n In 2025, the RustSec advisory database logged 1,247 critical vulnerabilities in public crates—a....
#trivy#github#actions#2026
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ANKUSH CHOUDHARY JOHALApr 30, 2026 • 3 min read
Why We Stopped Using GitHub Actions 3.0 for Large Monorepos and Moved to Buildkite 2026
Why We Stopped Using GitHub Actions 3.0 for Large Monorepos and Moved to Buildkite...
#stopped#using#github#actions
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ANKUSH CHOUDHARY JOHALApr 29, 2026 • 18 min read
Postmortem: 2026 GitHub Actions Outage Delayed Releases by 4 Hours – Fixed with CircleCI 8.0 and ArgoCD 2.12
On March 12, 2026, a cascading failure in GitHub Actions’ runner orchestration layer took down all.....
#postmortem#2026#github#actions
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ANKUSH CHOUDHARY JOHALApr 27, 2026 • 0 min read
How to Set Up CI/CD with GitHub Actions 2026 and Docker 27
A post by ANKUSH CHOUDHARY JOHAL
#cicd#github#actions#2026
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