What is the current consensus on whether GitLab self-hosted runners are actually cheaper to maintain than paying for GitHub Actions minutes directly?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current consensus on whether GitLab self-hosted runners are actually cheaper to maintain than paying for GitHub Actions minutes directly?
3 real searches · 1 real-search pass
GitHub Actions pricing hosted minutes self-hosted runners pricing 2026 GitHub officialGoogle ↗
OBSERVEDComparison
GitHub Actions self-hosted runners cost maintenance TCO community discussion RedditGoogle ↗
OBSERVEDComparison
GitLab Runner self-managed runner infrastructure cost maintenance autoscaling official documentationGoogle ↗
OBSERVEDOther / navigational
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
GitHub Actions pricing hosted minutes self-hosted runners pricing 2026 GitHub official Google ↗
GitHub Actions self-hosted runners cost maintenance TCO community discussion Reddit Google ↗
GitLab Runner self-managed runner infrastructure cost maintenance autoscaling official documentation Google ↗
- Pricing changes for GitHub Actions · github.com
- GitHub Actions billing · docs.github.com
- The Real Cost Math Behind Self-Hosted GitHub Actions Runners · openmetal.io
- When to choose GitHub-Hosted runners or self-hosted runners with GitHub Actions · github.blog
- docs/content/actions/concepts/runners/self-hosted-runners.md at main · github/docs · github.com
- GitLab Runner · docs.gitlab.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitHub Actions pricing hosted minutes self-hosted runners pricing 2026 GitHub official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitHub Actions self-hosted runners cost maintenance TCO community discussion Reddit OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitLab Runner self-managed runner infrastructure cost maintenance autoscaling official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |