π¦GitLab Blogβ’Stalecollected in 16h
GitLab Beta: Fine-Grained PATs

π‘Secure GitLab CI/CD for ML pipelinesβscope PATs to exact needs, slash leak risks
β‘ 30-Second TL;DR
What Changed
Scope PATs to specific projects/groups or personal only
Why It Matters
Enhances security for DevOps teams by minimizing over-privileged tokens in CI/CD pipelines. Reduces investigation time if tokens leak, ideal for multi-project environments common in AI/ML workflows. Complements lifetime limits and revocation features.
What To Do Next
In GitLab, go to User Settings > Access Tokens and create a fine-grained PAT for your next CI/CD job.
Who should care:Developers & AI Engineers
Key Points
- β’Scope PATs to specific projects/groups or personal only
- β’Per-resource CRUD permissions for Issues, MRs, Pipelines, Repos, Container Registry
- β’Updated tokens table for easy auditing of scopes
- β’Beta covers 75% REST API; GraphQL expansion planned
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Original source: GitLab Blog β