Our GitHub Actions deployment keeps failing on the final step with cryptic Docker errors, what are the best containerized CI/CD runners for heavy workloads right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Our GitHub Actions deployment keeps failing on the final step with cryptic Docker errors, what are the best containerized CI/CD runners for heavy workloads right now?
1 real search · 1 real-search pass
best GitHub Actions self-hosted runner platforms heavy workloads Docker builds 2026 Depot Blacksmith Namespace RunsOn BuildJetGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
best GitHub Actions self-hosted runner platforms heavy workloads Docker builds 2026 Depot Blacksmith Namespace RunsOn BuildJet Google ↗
- Blacksmith website · blacksmith.sh
- Depot website · depot.dev
- GitHub Actions integration · depot.dev
- Namespace website · namespace.so
- RunsOn website · runs-on.com
- GitHub ARC documentation · docs.github.com
- Best GitHub Actions runners in 2026: 12 options compared (measured) · cibench.com
- RunsOn vs Blacksmith vs Depot vs Namespace for GitHub Actions: measured results and published prices (Oct 2026) · cibench.com
- We're shutting down BuildJet for GitHub Actions · buildjet.com
- Self-hosted runners reference · docs.github.com