horizontal scaling however provides you with more aggregate network bandwidth. Most enterprises run workloads that downloads data from a data lake (usually S3),

horizontal scaling however provides you with more aggregate network bandwidth. Most enterprises run workloads that downloads data from a data lake (usually S3), which is usually the bottleneck. Having horizontal scaling here allows the query leverage much higher network than just having a large single machine.