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Rivac AI Labs
Engineering & Software Development

Realtime Collaboration Engineer

Building a feature where multiple people edit the same document or board at once looks straightforward until two users' changes conflict, or a user goes offline and comes back to a mess. We build the realtime sync layer for multi-user and offline-capable apps using CRDTs or operational transforms, handling presence, conflict resolution, and reconnection correctly rather than papering over race conditions with last-write-wins. This is the right call for products adding live collaboration (shared documents, whiteboards, multiplayer tools) where getting conflict resolution wrong means silent data loss for your users. You get a sync engine that's been tested against the actual failure modes, not just the happy path.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Map your collaboration model (who edits what, how conflicts should resolve) before picking a CRDT or OT approach.

  2. 2

    Build the sync engine against one real document type, testing concurrent edits and offline/reconnect scenarios directly.

  3. 3

    Review conflict-resolution behavior with your team using deliberately adversarial test cases, not just clean demos.

  4. 4

    Extend the sync layer across remaining document types with presence indicators and reconnection handling in place.

What You Get

Deliverables from this engagement

  • Working realtime sync engine (CRDT or OT based)
  • Presence and conflict-resolution logic tested against edge cases
  • Offline-capable client behavior with reconnection handling
  • Documentation of the sync protocol for future maintenance

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Client Layer

  • Browser Client A
  • Browser Client B
  • Mobile Client

Sync Core

  • Single WebSocket Server
  • Yjs CRDT Document
  • In Memory Document State
  • Conflict Merge Function

Presence

  • Socket Room per Document
  • Basic Cursor Presence

Persistence

  • Periodic State Save
  • Local File Backup
  • Manual Restore on Crash

Cloud-Native / Managed Services Architecture

Client Apps

  • Web Client
  • Mobile Client
  • Desktop Client

Managed Realtime Infra

  • Ably or Pusher Channel
  • Managed WebSocket Scaling
  • Presence Service

Persistence Layer

  • CRDT Snapshot Store
  • Managed Object Storage
  • Document Metadata Database

Sync Engine

  • CRDT Merge Engine
  • Version History Log
  • Conflict Alert Log

Event-Driven & Automation-First Architecture

Edit Events

  • Client Edit Operation
  • Operation Streamed to Broker
  • Reconnect Detected

Message Broker

  • Event Broker Queue
  • Ordered Operation Log

Automated Conflict Resolution

  • CRDT Merge Function
  • Automatic Conflict Resolution
  • Offline Queue Auto Sync on Reconnect

Automated Outputs

  • Webhook on Save Milestone
  • Automated Snapshot Job
  • Version Tag Created
  • Notification to Collaborators

Enterprise-Grade & Compliance-Ready Architecture

Access Control

  • Per Document RBAC
  • Identity Provider Integration
  • Document Sharing Policy

Secure Transport and Storage

  • Encrypted Transport TLS
  • Encrypted at Rest Snapshots
  • Key Rotation Policy

Audit Layer

  • Edit Operation Audit Log
  • Conflict Resolution Audit Trail

Redundancy and Failover

  • Multi Region Replication
  • Redundant WebSocket Cluster
  • Failover Routing
  • Compliance Dispute Review

AI-Augmented, Human-in-the-Loop Architecture

Live Editing

  • Concurrent Document Edits
  • Data Loss Risk Threshold

AI Anomaly Monitor

  • Merge Pattern Monitor
  • Unusual Overwrite Detection
  • High Risk Merge Flag

Engineer Review Checkpoint

  • Engineer Reviews Flagged Merge
  • Accept as Canonical State
  • Manual Conflict Resolution

Strategy Deployment

  • New Resolution Strategy Proposed
  • Human Sign Off Before Production
  • Deployed to Production
  • Rollback if Strategy Fails

Integration-Heavy / Ecosystem-Connected Architecture

Sync Core

  • Realtime Sync Engine
  • Client SDK Layer
  • Plugin API

Storage Integration

  • Google Drive or S3 Storage
  • Document Export Pipeline

Identity and Notification

  • Identity Provider for Presence
  • Email Notification on Mention
  • Slack Notification on Mention

Analytics and Warehouse

  • Collaboration Metrics Analytics
  • Export to Data Warehouse
  • BI Dashboard
  • Usage Billing Feed

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Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about Realtime Collaboration Engineer

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call