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Writer's Heaven

Overview

Writer's Heaven is a full-stack blogging platform engineered as a study in real backend systems work. It started as a CRUD blog and grew into an opinionated demonstration of caching, queues, real-time fan-out, vector search, and structured observability across a stateless API layer.

Highlights

  • Real-time Fan-out

    Socket.IO gateways for live comments, reaction counts, and typing indicators, scaled horizontally with a Redis adapter so any instance can deliver events to any connected client.

  • Cache-aside on Redis

    Hot reads (paginated blog lists, single blog, categories, AI summaries) check Redis first with TTL + explicit invalidation; the cache layer fails open so a Redis outage degrades to slower, not broken.

  • Background Work off the Hot Path

    BullMQ-on-Redis workers handle OTP email and a paced semantic-reindex job so the HTTP path returns in milliseconds.

  • Semantic Search via Qdrant

    Blog content is embedded through an OpenAI-compatible provider (Gemini / OpenAI / Ollama) and stored in Qdrant; nearest-neighbour search powers the related-posts endpoint.

  • Observability Built In

    pino structured logs with request-correlation IDs, Prometheus /metrics, OpenTelemetry traces, and Kubernetes-style health probes.

Built with

  • NestJS
  • Next.js 14
  • TypeScript
  • MongoDB
  • Mongoose
  • Redis
  • BullMQ
  • Socket.IO
  • Qdrant
  • OpenTelemetry
  • Prometheus
  • Cloudinary
  • JWT Auth

The backend (NestJS) and frontend (Next.js) live in separate repositories. See the GitHub links below.