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System Design Question

Design Distributed Cache

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  1. Data Storage and Retrieval:

    • Use Case: Store and retrieve data efficiently to reduce latency and improve application performance.
    • Goal: Ensure quick access to frequently requested data.
  2. Data Consistency:

    • Use Case: Maintain consistency across distributed nodes to ensure users receive the most up-to-date information.
    • Goal: Implement strategies like eventual consistency or strong consistency based on use case requirements.
  3. Scalability:

    • Use Case: Handle increasing loads by adding more nodes to the cache system without significant performance degradation.
    • Goal: Support horizontal scaling to accommodate growing data and user requests.
  4. Fault Tolerance:

    • Use Case: Ensure system reliability and availability even in the event of node failures.
    • Goal: Implement redundancy and failover mechanisms to minimize downtime.
  5. Eviction Policy:

    • Use Case: Manage cache size by removing less frequently accessed data when the cache is full.
    • Goal: Implement policies like LRU (Least Recently Used) or LFU (Least Frequently Used) to optimize cache usage.
  6. Security:

    • Use Case: Protect data from unauthorized access and ensure secure data transmission.
    • Goal: Implement authentication, authorization, and encryption mechanisms.

System Design Diagrams

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