Early-Stage Startup
Startup with 10K daily users
A lean B2B SaaS startup serving 10K DAU. Optimize for speed of iteration and low operational cost. Avoid premature scaling.
Growth-Stage Platform
Growing platform with 100K daily users
A B2C platform hitting product-market fit. Transitioning from startup infra to production-grade. Need reliability without over-engineering.
Enterprise Scale
Enterprise SaaS with 1M daily users
A multi-tenant enterprise platform serving 1M+ DAU globally. Requires high availability (99.99%), compliance, and multi-region deployment.
ML Serving Platform
AI/ML inference platform serving 50K requests/min
A real-time ML inference platform serving multiple models (LLM, vision, recommendation) with strict latency requirements (P99 < 200ms).
Real-Time Social Platform
Real-time social app with 500K concurrent users
A social platform with live feeds, messaging, and notifications. 500K concurrent WebSocket connections with < 100ms delivery latency.
Big Data Pipeline
Data pipeline processing 10TB daily
An analytics pipeline ingesting 10TB/day from multiple sources, transforming data, and serving dashboards with sub-second query latency.