← Verkada Inc. Interview Insights
The core of the problem is just a many-to-many relationship, which I spotted pretty fast.
Start by clarifying requirements and scale, then propose a data model with a many-to-many mapping between people and doors, and discuss efficient indexing for bidirectional lookups. Finally, cover the admin grant operation, consistency, and trade-offs between normalized and denormalized approaches.
Pro tip: Emphasize that access control is security-critical, so you should discuss audit logging, idempotency, and how to handle revocation and propagation delays. Also, mention that Verkada's system likely involves real-time updates and edge devices, so consider caching and eventual consistency.
Ask about the number of people, doors, and expected query rates. Determine if access decisions need to be real-time, and whether there are hierarchical groups or roles.
Propose a many-to-many relationship between Person and Door, likely via an AccessGrant table. Discuss using a relational database with proper indexing, or a NoSQL approach for scale.
Explain how to efficiently query all doors for a person and all people for a door. Suggest indexing on both person_id and door_id, and consider denormalization or caching for performance.
Describe the API for granting access, ensuring idempotency and atomicity. Discuss how to handle concurrent grants and the need for audit logs.
Discuss consistency models (strong vs eventual), caching strategies, and how to handle revocation. Compare SQL vs NoSQL, and mention sharding or partitioning if needed.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.