Benchmarks

ML ranking workload: 1000 documents × 10 float32 columns, random keys, 10M row dataset.

Approach Latency 95% CI Throughput
Murr (HTTP + Arrow IPC) 104 µs [103—104 µs] 9.63 Mkeys/s
Murr (Flight gRPC) 105 µs [104—105 µs] 9.53 Mkeys/s
Redis MGET (feature blobs) 263 µs [262—264 µs] 3.80 Mkeys/s
Redis Feast (HSET per row) 3.80 ms [3.76—3.89 ms] 263 Kkeys/s

~2.5x faster than the best Redis layout, ~36x faster than Feast-style storage. Last-byte latency measured.

Methodology details