What do current benchmarks say about the migration effort and cost savings of moving a legacy CI pipeline from Jenkins to GitHub Actions?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do current benchmarks say about the migration effort and cost savings of moving a legacy CI pipeline from Jenkins to GitHub Actions?
4 real searches · 1 real-search pass
Jenkins GitHub Actions migration benchmarks cost savings 2026 reportGoogle ↗
OBSERVEDReason
Jenkins to GitHub Actions migration benchmark effort cost savings case study engineering hours 2025Google ↗
OBSERVEDConsequence
GitHub Actions migration from Jenkins cost savings ROI case study enterprise 2024 2025Google ↗
OBSERVEDConsequence
GitHub Actions pricing hosted runners self-hosted cost Jenkins comparison officialGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
Jenkins GitHub Actions migration benchmarks cost savings 2026 report Google ↗
Jenkins to GitHub Actions migration benchmark effort cost savings case study engineering hours 2025 Google ↗
GitHub Actions migration from Jenkins cost savings ROI case study enterprise 2024 2025 Google ↗
GitHub Actions pricing hosted runners self-hosted cost Jenkins comparison official Google ↗
- Migration Automation: Easing the Jenkins → GHA shift with help from AI · slack.engineering
- In full flow: moving from Jenkins to Actions – Part 1 · engineering.freeagent.com
- "Quality Beyond Testing with · pnsqc.org
- Jenkins to GitHub Actions Migration Case Study · oreonit.com
- Migration Automation: Easing the Jenkins → GHA shift with help from AI · techreport.ngo
- Migrating from Jenkins with GitHub Actions Importer · docs.github.com
- Pricing changes for GitHub Actions · github.com
- GitHub Actions billing documentation · docs.github.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Jenkins GitHub Actions migration benchmarks cost savings 2026 report OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Jenkins to GitHub Actions migration benchmark effort cost savings case study engineering hours 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
GitHub Actions migration from Jenkins cost savings ROI case study enterprise 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
GitHub Actions pricing hosted runners self-hosted cost Jenkins comparison official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |