System Design Interview Architecture Tradeoffs

Redis vs Memcached

Compare latency tradeoffs, cost tradeoffs, scalability, and interview-ready use cases between these two major in-memory cache technologies.

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Redis

In-Memory Cache

An open-source, in-memory data structure store, used as a database, cache, and message broker.

✅ Key Advantages

  • •Sub-millisecond latency for reads and writes
  • •Supports advanced data structures (Lists, Sets, Sorted Sets, Hashes)
  • •Built-in pub/sub capabilities
  • •Highly versatile (can be used for caching, rate limiting, leaderboards)

⚠️ Trade-offs

  • •Dataset size is strictly limited by available RAM
  • •Not designed as a primary durable database (though persistence is available)
  • •Single-threaded execution model (requires clustering to scale compute)
  • •Complex to set up highly available clusters manually

Memcached

In-Memory Cache

A free & open source, high-performance, distributed memory object caching system.

✅ Key Advantages

  • •Extremely simple and pure key-value caching model
  • •Multi-threaded architecture (scales better vertically than Redis)
  • •Minimal configuration required
  • •Highly predictable memory management

⚠️ Trade-offs

  • •No persistence (data is lost on restart)
  • •Supports only basic strings (no complex data structures)
  • •No native pub/sub capabilities
  • •No replication or true high-availability built-in

System Design Interview Metrics

Expected Latency

Redis<1ms (Sub-millisecond)
Memcached<1ms (Sub-millisecond)

Cost Scaling

Redis

Scales exactly with memory (RAM) usage. Very cost-effective for small cache layers, very expensive for massive datasets.

Memcached

Scales linearly with RAM usage. Generally cheaper operationally than Redis due to simplicity.

Do not guess the costs in a system design interview. Prove it.

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