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Design scalable URL shortening service (like TinyURL). Components: 1. API design (REST/GraphQL). 2. Hashing algorithm (Base62). 3. Database schema (NoSQL vs SQL) and partitioning. 4. Cache layer (Redis) for redirect performance. 5. Unique ID generation (KGS - Key Generation Service). 6. Analytics se...
Design microservices architecture effectively. Principles: 1. Single Responsibility (one service, one business capability). 2. Decentralized Data (each service owns its database). 3. API Gateway (single entry point). 4. Service Discovery (Consul, Eureka). 5. Asynchronous Communication (message queue...
Optimize application performance systematically. Techniques: 1. Profile first (identify bottlenecks with profiler). 2. Database optimization (indexes, query optimization, connection pooling). 3. Caching (Redis, Memcached, CDN). 4. Lazy loading (load data on demand). 5. Code-level optimization (effic...
Protect APIs with rate limiting. Strategies: 1. Fixed window (requests per minute). 2. Sliding window for smoother limits. 3. Token bucket for burst handling. 4. Leaky bucket for consistent rate. 5. Per-user vs global limits. 6. Redis for distributed rate limiting. 7. Return 429 with Retry-After hea...
Build comprehensive design system that scales across teams and products. Foundation elements: 1. Color palette: primary (3-5 colors), secondary, semantic colors (success, warning, error). 2. Typography scale: modular scale ratio (1.125, 1.25, 1.5), weight hierarchy (regular, medium, bold). 3. Spacin...
Make informed technical architecture decisions for product scalability. Architecture decision process: 1. Define requirements: performance, scalability, compliance needs. 2. Research options: evaluate technologies, frameworks, cloud services. 3. Prototype: build proof-of-concepts for critical decisi...