Certified scale limitations for Cloudera AI Workbenches on Cloudera Embedded Container Service

The following scale limitations have been certified with Cloudera AI Workbenches on premises on Cloudera Embedded Container Service.

The Cloudera AI Workbench is certified to scale up to:
  • 350 concurrent interactive users
  • 1000 concurrent user workloads which include interactive sessions, scheduled jobs, long running applications and model deployments
  • 200 cron jobs scheduled to start at the same time
  • 500 concurrent applications
  • 300 concurrently served model deployments

Cloudera recommends maintaining only one production Cloudera AI Workbench per Cloudera Embedded Container Service cluster. While deploying multiple Cloudera AI Workbenches on the same Cloudera Embedded Container Service cluster is supported, a single Workbench per cluster ensures optimal scalability and allows workloads to reach the specified scale limits effectively.