Sign in
TodayMapLearnPracticeReview
All labs
Lab 08 · Partitioning

Consistent Hashing Lab

Add and remove nodes from a hash ring and see how much key movement you really incur.

What problem are we solving?
Naive modulo hashing remaps most keys when the server count changes. A ring reduces the amount of data that needs to move.
Live simulation
updates every 1s
ABCD
4 nodes · 32 virtual nodes/node
Controls
4
32 / node
1000
Live metrics
Estimated moved keys240
Approx movement24%
Ring points128
What just happened?
More virtual nodes smooth the distribution of keys around the ring. When a node joins or leaves, only the neighboring key ranges need to move rather than the entire dataset.
Try this

Add a node

Increase the physical node count from 4 to 5. Then compare the moved-key estimate with a naive modulo approach.

Why does consistent hashing reduce remapping instead of eliminating it?

Key takeaway
Consistent hashing trades a little ring-management complexity for dramatically less reshuffling when topology changes.
Related concepts
  • Consistent Hashing
  • Sharding