ReactViteNode.jsExpressMongoDBSocket.ioAWS S3CloudinaryFFmpegOpenTelemetryRedux Toolkit

The Challenge

"Managing multi-level networking hierarchies while concurrently processing heavy media files required a stable system that prevents main-thread blocking and delivers high-performance streaming."

Architectural Solution

Decoupled client-server architecture utilizing a React/Vite SPA and an Express/Node.js REST API. Integrates Socket.io for real-time updates and FFmpeg for server-side video processing.

Engineering Deep Dive

An inside look at the structural decisions, trade-offs, and scaling plans devised during implementation.

Context & Constraints

  • Engineered for complex hierarchical networking structures.
  • Requires robust media processing without blocking application flow.
  • Deep observability integrated to monitor system health in real-time.

Architecture Trade-offs

Directly executing FFmpeg in the backend reduces deployment complexity but requires careful CPU management compared to separate worker tiers.

Database Modeling

Document-based metadata for processed media assets and flexible schemas for user downline hierarchies.

Scaling Plan

Transition plans for dedicated RabbitMQ brokers to offload media tasks and full microservices separation using existing telemetry.

Repository Insights

InitializedJul 2024
Last CommitFeb 2026
Source Size7.7 MB
VisibilityPrivate