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Why is vertical scaling of etcd limited even with powerful hardware?

Expert Kubernetes
Quick Answer etcd uses Raft รขโ‚ฌโ€ all writes go through one leader. Even with more powerful hardware, a single leader serializes all writes รขโ‚ฌโ€ adding more CPU or RAM doesn't add more write throughput. etcd's bottleneck is disk fsync latency (every commit requires fsync). Use fast NVMe SSDs, dedicated etcd nodes, and limit etcd object count rather than scaling hardware vertically.

Answer

Consensus latency, fsync overhead, and majority replication limit scaling.
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