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Software Architecture

Scalability Patterns: Growing Your Application

Scale applications effectively. Horizontal scaling, caching strategies, and performance patterns.

Sunny 14 min readFebruary 24, 2025

Scalability Fundamentals

Design systems that grow with demand.

Scaling Types

Vertical

  • Bigger machines
  • Simple but limited

Horizontal

  • More machines
  • Requires statelessness

Caching Strategies

Application Cache

  • In-memory (Redis)
  • Distributed cache

CDN

  • Static assets
  • Edge caching

Database Cache

  • Query cache
  • Result cache

Database Scaling

  • Read replicas
  • Sharding
  • Partitioning
  • Connection pooling

Async Processing

  • Message queues
  • Background jobs
  • Event-driven

Monitoring

  • Metrics
  • Alerts
  • Capacity planning

Conclusion

Scalability requires planning but not premature optimization.

ScalabilityPerformanceArchitecture

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