Is it still worth using GitLab CI runners on dedicated virtual private servers in twenty twenty five, or are managed cloud runners better?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it still worth using GitLab CI runners on dedicated virtual private servers in twenty twenty five, or are managed cloud runners better?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
GitLab CI/CD hosted runners vs self-managed runners pricing autoscaling 2025 2026 documentation Google ↗
GitLab Runner autoscaling Docker machine fleeting executor official documentation 2026 Google ↗
- Runners · docs.gitlab.com
- GitLab Runner · docs.gitlab.com
- Install and register GitLab Runner for autoscaling with Docker Machine · docs.gitlab.com
- Docker Autoscaler executor · docs.gitlab.com
- GitLab Runner instance group autoscaler · docs.gitlab.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GitLab CI/CD hosted runners vs self-managed runners pricing autoscaling 2025 2026 documentation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
GitLab Runner autoscaling Docker machine fleeting executor official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |