Collaborative Editing

Conflict Resolution

Master the art of handling simultaneous edits in collaborative applications. Learn OT and CRDT approaches with interactive examples.

Why Conflict Resolution Matters?

When multiple users edit the same document simultaneously, conflicts are inevitable. Let's explore what happens without proper conflict resolution.

Concurrent Operations

Original document: ABCDE

Alice deletes: D DELETE(3)

Bob deletes: B DELETE(1)

Expected result: ACE

Challenge: Network latency

Network latency is unpredictable, causing operations to arrive in different orders:

Possible execution orders:

Alice first → Result: ACE
Bob first → Result: ACD

⚠️Different results = Inconsistent state!

This is why we need Conflict Resolution mechanisms! 🚀

Conflict Scenarios
Editing Conflict Scenarios

Two Powerful Solutions

Meet the two main approaches to handle conflicts in collaborative editing

Operational Transformation (OT)
Server-centric approach that transforms operations to maintain consistency

How it works:

  • • Server receives operations from clients
  • • Transforms operations based on current state
  • • Broadcasts transformed operations to all clients
  • • Preserves user intentions

Used by:

Google Docs
Etherpad
Apache Wave
OT in Action
Operational Transformation Resolution

OT vs CRDT Comparison

Understanding the trade-offs to choose the right approach

FeatureOTCRDT
Consistency
Memory Usage✅ Low❌ High
User Intent Preservation
Implementation Effort❌ Complex✅ Simple
Peer-to-Peer Support

Which One to Choose?

Choose OT When:
  • • Memory efficiency is crucial
  • • User intent preservation matters
  • • You have a central server
  • • Building document editors
Choose CRDT When:
  • • Quick iteration is needed
  • • Peer-to-peer architecture
  • • Offline-first applications
  • • Building design tools

Both approaches solve the fundamental problem of conflict resolution, but with different trade-offs. Choose based on your specific requirements.