CI/CD Cost Optimization: Runner Sizing, Caching ROI, Spot Instances, and Build Minute Economics

CI/CD Cost Optimization#

CI/CD costs grow quietly. A team of ten pushing five times a day, running a 15-minute pipeline on 4-core runners, burns through 2,500 build minutes per week. On GitHub Actions at $0.008/minute for Linux runners, that is $20/week. Scale to fifty developers with integration tests, matrix builds, and nightly jobs, and you are looking at $500-$2,000/month before anyone notices.

The fix is not running fewer tests or skipping builds. It is eliminating waste: jobs that use more compute than they need, caches that are never restored, full builds triggered by README changes, and runners sitting idle between jobs.

GitHub Actions on ARM64: Native Runners, Cross-Compilation, and QEMU Pitfalls

GitHub Actions on ARM64#

ARM64 is no longer optional infrastructure. AWS Graviton instances, Apple Silicon developer machines, and Ampere cloud hosts all run ARM64 natively. If your CI pipeline only builds and tests on x86, you are shipping untested binaries to a growing share of your deployment targets.

GitHub-Hosted ARM64 Runners#

GitHub offers native ARM64 runners. For public repositories, these have been available since late 2024. Private repositories gained access in 2025. Use them with: