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Spark环境下Dataset写入Cassandra比RDD慢10倍的技术问题咨询

RDD vs. Dataset Cassandra Write Performance: 10x Slowdown Observed with Dataset

I recently ran a head-to-head performance test for writing to a Cassandra table (4 partition keys, 30000 total records) using Spark RDDs and Datasets. The outcome was striking: Dataset writes were 10 times slower than RDD writes.

Environment & Configuration Details

Cluster & Software Versions

  • DSE version: 5.1.7
  • Spark version: 2.0.1
  • Deployment mode: Spark Standalone
  • Cluster setup: 6 nodes total, each with 20 cores and 6GB of memory

Key Spark Configuration Settings

  • spark.scheduler.listenerbus.eventqueue.size=100000
  • spark.locality.wait=1
  • spark.dse.continuous_paging_enabled=false
  • spark.cassandra.input.fetch.size_in_rows=500

内容的提问来源于stack exchange,提问作者Shrinivas Suresh

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最近更新时间:2026.05.25 08:30:10