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The $0 Scheduler That Almost Cost a Compny Everything

  • A company faced severe CPU load spikes and system crashes during task triggers when migrating to DolphinScheduler.
  • The issue was found to be related to improper scheduler configuration, not the number of tasks.
  • They balanced machine load and task demands by adjusting thread settings in DolphinScheduler.
  • The company transitioned from Alibaba Cloud DataWorks to a self-built big data platform due to budget constraints.
  • Initially using 4 ECS servers for the platform, resources were gradually transitioned from DataWorks to DolphinScheduler.
  • High CPU load spikes occurred during task scheduling intervals, causing system instability and crashes.
  • Investigations revealed that adjusting thread settings and CPU limits in DolphinScheduler resolved the CPU spike problem.
  • Configuration adjustments were made in DolphinScheduler's master and worker components to ensure smoother task execution.
  • JVM memory settings were also optimized in the start.sh scripts for both master and worker components.
  • Balancing thread counts and CPU limits helped stabilize CPU usage during task triggers and prevent system crashes.

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