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We Moved Cazpian's Spark Pools to ARM — 2x Faster Under Load

· 12 min read
Cazpian Engineering
Platform Engineering Team

Cazpian Spark pools on Graviton ARM64: median job 5,109 ms vs 9,953 ms on x86 under 100-way concurrency

Conventional wisdom says migrating a data engine to ARM is a performance gamble you take for the discount. We ran the experiment on our own Spark compute pools, and the result inverted the premise: under 100-way concurrency, the ARM64 pool ran every job roughly twice as fast as its x86 twin — at about 20% lower infrastructure cost.

We are publishing the numbers, but also the part benchmark posts usually cut: our first measurement said ARM was 8.5x slower, and that number was wrong in a way that had nothing to do with ARM. If you are planning an ARM migration for your data platform, the detour is probably worth more to you than the table.