Monolithic Bot Pitfalls
A single colossal bot strains RAM and rate limits in Top Discord Servers. Microservices distribute load and isolate failures.
Architecture Overview
Shard core functionalities—moderation, stats, music—into Docker containers orchestrated by Kubernetes. Redis pub/sub passes events efficiently.
CI/CD Pipeline
GitHub Actions run linting, unit tests, and Canary deploys. Rollbacks trigger automatically on elevated error rates.
Observability Stack
Prometheus scrapes metrics; Grafana dashboards alert ops. Latency spikes or API errors page on-call engineers instantly.
