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Design a real-time collaborative document editing service.

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💡 Suggested Approach & Sample Answer

Core Architecture & Concurrency Model:
- Goal: Support seamless multi-user concurrent editing with low latency and eventual consistency without merge conflicts.

1. Concurrency Conflict Resolution:
- Operational Transformation (OT) vs CRDTs: Adopt Conflict-free Replicated Data Types (CRDTs) such as Yjs or Automerge. CRDTs enable decentralized peer-to-peer state merging without requiring a central coordinator to reorder operations.

2. Real-Time Network Transport:
- Establish persistent full-duplex WebSockets between clients and a distributed WebSocket Gateway layer.
- Session Affinity: Route all collaborators on Document X to a shared session cluster using consistent hashing on document_id.

3. State & Persistence Strategy:
- In-Memory State: Maintain active document state in memory on the session host for instantaneous broadcast.
- Change Feed & Write-Ahead Log: Publish operation diffs to an append-only Kafka topic.
- Snapshot Persistence: Periodically compact CRDT operations into periodic document snapshots stored in PostgreSQL or S3 every 30 seconds or 100 operations.

4. Presence & Cursor Tracking:
- Ephemeral cursor positions and selection highlights bypass persistent storage and broadcast over lightweight pub/sub channels.

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