Compare GitLab CI runners with GitHub Actions runners specifically regarding self-hosted auto-scaling performance on Kubernetes clusters using spot instances.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare GitLab CI runners with GitHub Actions runners specifically regarding self-hosted auto-scaling performance on Kubernetes clusters using spot instances.
4 real searches · 1 real-search pass
GitLab Runner Kubernetes executor autoscaling Kubernetes official documentation spot instances interruptionGoogle ↗
OBSERVED
GitHub Actions Runner Controller Kubernetes autoscaling runner scale sets official documentation ephemeral runnersGoogle ↗
OBSERVED
GitLab Runner autoscaling Kubernetes executor performance pod startup concurrency official docsGoogle ↗
OBSERVED
Actions Runner Controller scale set listener autoscaling Kubernetes official docs performanceGoogle ↗
OBSERVED
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.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
GitLab Runner Kubernetes executor autoscaling Kubernetes official documentation spot instances interruption Google ↗
GitHub Actions Runner Controller Kubernetes autoscaling runner scale sets official documentation ephemeral runners Google ↗
GitLab Runner autoscaling Kubernetes executor performance pod startup concurrency official docs Google ↗
Actions Runner Controller scale set listener autoscaling Kubernetes official docs performance Google ↗
- Kubernetes executor · docs.gitlab.com
- Plan and operate a fleet of instance or group runners · docs.gitlab.com
- Actions Runner Controller · docs.github.com
- Deploying runner scale sets with Actions Runner Controller · docs.github.com
- Disruption · karpenter.sh
- Karpenter · docs.aws.amazon.com
- Self-hosted runners reference · docs.github.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitLab Runner Kubernetes executor autoscaling Kubernetes official documentation spot instances interruption OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
GitHub Actions Runner Controller Kubernetes autoscaling runner scale sets official documentation ephemeral runners OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
GitLab Runner autoscaling Kubernetes executor performance pod startup concurrency official docs OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Actions Runner Controller scale set listener autoscaling Kubernetes official docs performance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |