Struct-of-Arrays flips the layout. Instead of interleaving all fields per element, SoA stores each field in its own contiguous array. Iterating one field touches only that field’s memory — ideal for cache performance.
ClickHouse Cloud supports both vertical scaling (increasing replica size) and horizontal scaling (adding more replicas), with its compute-storage separation architecture (SharedMergeTree) making both approaches seamless. For details on scaling options, see the Cloud scaling documentation. We strongly recommend considering vertical scaling first, before horizontal. In summary, go vertical before going horizontal!
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