Started with the obvious stuff, a hash map with a snapshot list, but they pushed hard on the tradeoff between storing full copies versus diff logs.
Start by clarifying requirements (e.g., snapshot frequency, memory constraints, concurrency) and then propose a design that balances simplicity and efficiency. Use a versioned key-value store with copy-on-write snapshots and a global version counter to enable rollback to any previous state. Walk through the data structures, snapshot creation, restore mechanics, and per-key version history, discussing trade-offs.
Pro tip: Emphasize that rollback is O(1) by keeping snapshots as immutable references, and use persistent data structures to avoid full copies. Mention that per-key version history can be pruned based on snapshot retention policies to manage memory.
Ask about expected workload (read/write ratio, snapshot frequency), memory limits, concurrency needs, and whether rollback is to a specific snapshot or arbitrary point. This shapes the design.
Propose a versioned key-value store where each key maps to a list of (version, value) pairs, and a global version counter increments on each put. Snapshots are represented by a version number and a persistent map of key to version at that time.
Describe how to create a snapshot efficiently: either copy-on-write (e.g., using a persistent hash map) or by recording the current global version and lazily capturing changes. Discuss O(1) snapshot creation vs. O(n) full copy.
Explain that rollback to a snapshot involves setting the current version to the snapshot's version and updating the key-value store to reflect the state at that version. With versioned keys, this is O(1) by just changing the current version pointer.
Cover how to store per-key versions (e.g., linked list or array), how to handle garbage collection of old versions, and trade-offs between memory usage and rollback granularity. Mention concurrency control if needed.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.