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✨ SparkleLab
Sparkle your colleagues with praise. A low-stakes experiment with high-value learnings.
What’s SparkleLab?
SparkleLab is a lightweight service designed to explore modern access control models within GitLab, while doing something fun: helping GitLab team members show appreciation for each other.
We’re using this as a safe space for architectural experimentation. By integrating with real systems and encouraging real usage, we can validate assumptions, uncover edge cases, and collect meaningful data - all while spreading positivity.

Why SparkleLab?
The Authorization team is researching ways to evolve GitLab’s authorization stack. We need a real, functioning service that:
- Integrates with GitLab
- Encourages real-world usage and feedback
- Lets us model and experiment with RBAC, ABAC, and ReBAC
Key Use Cases
- Machine-to-Machine Integrates with Slack via a slash command to explore how external services can interact with GitLab-managed services.
- User-to-User Authenticates GitLab team members via our OIDC Identity Provider. We’ll simulate different access control scenarios (RBAC, ABAC, ReBAC) by adding artificial constraints on who can send praise - even though in reality, everyone can contribute.
Learn More
Getting Started
make setup
make run