← Pure Storage Interview Insights
Started with the obvious stuff: a central counter with a distributed lock.
Start by clarifying requirements: scale, latency, durability, and whether IDs must be strictly increasing. Then propose a distributed ID generation service using a combination of timestamp, machine ID, and sequence number (like Snowflake), with an optional ID pool for releaseID(). Discuss trade-offs between centralized and decentralized approaches, and how to handle async clients and high concurrency.
Pro tip: Mention that releaseID() introduces complexity: you need to track released IDs and ensure they aren't reissued while still in use, which may require a lease or timeout mechanism. Also, consider that async clients may batch requests, so the service should support bulk ID allocation.
Ask about expected QPS, latency requirements, ID format (numeric, string, sortable), durability, and whether IDs can be reused immediately or after a delay. Also clarify if releaseID() is best-effort or must guarantee no duplicates.
Evaluate options: centralized (e.g., database auto-increment, Redis INCR), decentralized (e.g., Snowflake, UUID), or hybrid. For high concurrency and async, a decentralized approach with a coordination service (e.g., ZooKeeper for worker IDs) is often best.
Outline components: ID generator nodes, a coordination service for worker IDs, and a client library. For async clients, consider a gRPC service with streaming or batching. For releaseID(), design a pool of reusable IDs with a lease mechanism to avoid conflicts.
Discuss how to scale horizontally by adding generator nodes, handle node failures (e.g., worker ID reassignment), and ensure no duplicate IDs. Use consistent hashing or a central allocator for worker IDs.
Compare with using UUIDs (no coordination but not sortable) or database sequences (simple but bottleneck). Explain why your design meets the requirements and mention potential bottlenecks (e.g., clock skew in Snowflake).
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.