Reduce CI debug cycle by stepping through Actions in real containers

Reduce CI debug cycle by stepping through Actions in real containers targets a $3.0B = 1.5M developer teams × $2K ACV (developer velocity tooling & CI/CD debugging add-on) total addressable market with medium saturation and a year-over-year growth rate of 12% YoY (CI/CD and DevOps tooling market growth estimate, MarketsandMarkets / industry reports 2022-2024).

Key trends driving demand: Git-based CI dominance — Teams standardizing on GitHub Actions create a captive audience for Actions-targeted tools and extensions.; Developer experience focus — Companies are investing in tools that reduce developer feedback loops, increasing demand for interactive debugging UX.; Container parity and local runners — Improvements in container tooling and local runners make reproducing CI environments increasingly reliable and automatable.; Shift-left testing and observability — Teams push testing and troubleshooting earlier, making in-run inspection tools more valuable..