Middle — Middle+
Explain the principle of consistent hashing and its advantages in distributed systems.
sobes.tech AI
Answer from AI
Consistent hashing is an algorithm for distributing data across nodes in a distributed system in such a way as to minimize data redistribution when nodes are added or removed.
Working principle:
- All nodes and keys are mapped onto a hash ring (e.g., 0..2^32-1).
- Each key is stored on the first node clockwise after the key's position on the ring.
- When a node is added or removed, only the keys that fall within the range between the new node and its neighbor are redistributed, not all keys.
Advantages:
- High resilience to cluster changes — minimal data movement.
- Good load balancing among nodes.
- Simplifies scaling and maintenance of the system.
Example of use: cache systems (e.g., Memcached) use consistent hashing for evenly distributing keys across servers and minimizing losses when server composition changes.