FULLSTACKFeatured Case Study
2026

Collaborative Code Editor

Real-time collaborative code editor featuring conflict-free CRDT synchronization, Docker-isolated multi-language code execution runners, and Redis-backed room state.

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System Overview

Modern engineering teams require frictionless real-time pairing environments that don't sacrifice security when running user-submitted code. This platform integrates conflict-free replicated data types with an isolated containerized job queue execution engine.

The Engineering Challenge

Collaborative text editors typically suffer from keystroke latency, out-of-order packet collisions, and race conditions. Furthermore, executing arbitrary untrusted code on shared servers presents critical denial-of-service and system breakout risks.

Architectural Solution

Integrated Yjs CRDTs over a Socket.IO WebSocket transport with Redis pub/sub room state (2-hour TTL). Decoupled the code runner into BullMQ worker queues delegating execution to ephemeral, resource-constrained Docker containers with dead-letter failure handling.

Key Technical Capabilities

  • Conflict-Free Replicated Data Type (Yjs CRDT) syncing text changes with zero merge conflicts.
  • Tested with 5+ concurrent active editors per room with instant keystroke synchronization.
  • Redis-backed distributed room state and session persistence with a 2-hour TTL.
  • Compound-indexed MongoDB schema for workspace history, permissions, and audit logs.
  • Async code execution engine supporting C++, Java, Python, and JavaScript.
  • BullMQ job queues with automatic retry logic and dead-letter queues for failed executions.
  • Sandboxed Docker execution runners enforcing strict memory limits and CPU execution timeouts.
  • Secure JWT authentication, OAuth 2.0 integration, and granular Role-Based Access Control (RBAC).

Hard Problems Tackled

Optimizing WebSocket frame serialization to keep keystroke latency under 40ms across 5+ concurrent editors.

Hardening Docker sandbox environments against fork bombs, memory starvation, and infinite loops without inflating cold-start run times.

Verified Outcomes & Benchmarks

Delivered zero document divergence across stress test sessions, sub-100ms execution dispatch, and completely isolated code sandboxes.

Technology Stack

React.jsNode.jsExpress.jsSocket.IOYjs CRDTRedisMongoDBBullMQDockerJWTOAuth 2.0RBAC

Architecture & Previews

Collaborative Code Editor diagram 1
Collaborative Code Editor diagram 2