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    Decorative pattern
    Decorative pattern
    1. Home
    2. Data Science
    3. Awesome CRDT

    Awesome CRDT

    A comprehensive collection of CRDT (Conflict-free Replicated Data Type) resources including implementations like Yjs, Automerge, and RON, research papers, tutorials, and tools for building distributed systems with automatic conflict resolution for offline-first and collaborative applications.

    Overview

    Awesome CRDT provides a comprehensive collection of resources for understanding and implementing Conflict-free Replicated Data Types (CRDTs). CRDTs enable distributed systems to achieve strong eventual consistency without coordination, making them ideal for offline-first applications and real-time collaboration.

    Features

    • CRDT Implementations: Yjs, Automerge, RON, Diamond Types
    • Research Papers: Academic foundations and latest research
    • Tutorials and Guides: Learn CRDT theory and practice
    • Type Variants: Counters, registers, sets, lists, trees, text
    • Language Support: JavaScript, Rust, Go, Python implementations
    • Use Cases: Collaborative editing, distributed databases, P2P apps
    • Performance Analysis: Benchmarks and optimization techniques

    CRDT Fundamentals

    What are CRDTs?

    Conflict-free Replicated Data Types are data structures that can be replicated across multiple computers in a network, where replicas can be updated independently and concurrently without coordination, and it is always mathematically possible to resolve inconsistencies that might result.

    Types of CRDTs

    Operation-based CRDTs (CmRDTs)

    • Communicate operations between replicas
    • Require reliable broadcast
    • Generally more efficient
    • Examples: Operation-based counters, sets

    State-based CRDTs (CvRDTs)

    • Communicate full state between replicas
    • Work with unreliable networks
    • Simpler to reason about
    • Examples: G-Counter, PN-Counter, LWW-Register

    CRDT Data Types

    Basic Types

    Counters

    • G-Counter: Grow-only counter
    • PN-Counter: Positive-negative counter
    • Use cases: View counts, likes, distributed counting

    Registers

    • LWW-Register: Last-Write-Wins register
    • MV-Register: Multi-value register
    • Use cases: Configuration values, user profiles

    Sets

    • G-Set: Grow-only set
    • 2P-Set: Two-phase set (add/remove)
    • OR-Set: Observed-remove set
    • Use cases: Tags, categories, memberships

    Complex Types

    Sequences and Lists

    • RGA: Replicated Growable Array
    • LSEQ: List CRDT for collaborative editing
    • Use cases: Ordered lists, document structure

    Text Editing

    • WOOT: Without Operational Transform
    • RGA for text
    • Use cases: Collaborative text editors

    Trees and Graphs

    • Replicated trees
    • JSON CRDTs
    • Use cases: Hierarchical data, documents

    Popular Implementations

    Yjs

    • Language: JavaScript/TypeScript
    • Features: High performance, small update size
    • Use Cases: Collaborative editors (ProseMirror, CodeMirror, Monaco)
    • Network: Supports WebRTC, WebSocket, IPFS
    • Bindings: React, Vue, Angular, Svelte

    Automerge

    • Language: Rust with JS bindings
    • Features: JSON-like API, full history
    • Use Cases: Document collaboration, local-first apps
    • Storage: Efficient binary format
    • Sync: Network-agnostic sync protocol

    RON (Replicated Object Notation)

    • Language: Multiple implementations
    • Features: Causal consistency, time travel
    • Use Cases: Distributed databases, games
    • Protocol: Self-contained operations

    Diamond Types

    • Language: Rust
    • Features: Extremely fast, minimal memory
    • Benchmarks: Fastest text CRDT implementation
    • Use Cases: Performance-critical applications

    Loro

    • Language: Rust with WASM
    • Features: Next-generation performance
    • Use Cases: Modern collaborative apps
    • API: Developer-friendly interface

    Use Cases

    Collaborative Editing

    • Google Docs-like functionality
    • Code collaboration (VS Code Live Share)
    • Rich text editors
    • Whiteboarding applications

    Offline-First Applications

    • Mobile apps with sync
    • Desktop applications
    • Progressive web apps
    • Field data collection

    Distributed Systems

    • Distributed databases (Riak, Cosmos DB)
    • Edge computing
    • P2P networks
    • IoT device coordination

    Real-Time Applications

    • Chat applications
    • Multiplayer games
    • Collaborative design tools
    • Shared dashboards

    Research and Theory

    Foundational Papers

    • "Conflict-free Replicated Data Types" by Shapiro et al.
    • "A Comprehensive Study of CRDTs" by Shapiro et al.
    • "Delta State Replicated Data Types" by Almeida et al.

    Recent Research

    • List CRDT optimizations
    • Tree CRDTs
    • Rich text CRDTs
    • CRDT composition

    Implementation Considerations

    Performance

    • Operation complexity
    • Memory overhead
    • Network bandwidth
    • Garbage collection

    Correctness

    • Strong eventual consistency
    • Causality preservation
    • Idempotence
    • Commutativity

    Practical Concerns

    • Tombstone management
    • History pruning
    • Schema evolution
    • Migration strategies

    Tools and Libraries

    Testing and Visualization

    • CRDT visualization tools
    • Property-based testing
    • Consistency checkers
    • Benchmarking suites

    Integration

    • Database adapters
    • Network protocols
    • Persistence layers
    • Monitoring tools

    Resources

    • CRDT.tech website
    • Local-First Web development
    • Martin Kleppmann's lectures
    • Ink & Switch research

    Pricing

    Free and open-source resource.

    Surveys

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    Information

    Websitegithub.com
    PublishedMar 22, 2026

    Categories

    1 Item
    Data Science

    Tags

    3 Items
    #Crdts#Distributed Systems#Conflict Resolution

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