Spark 3 FAQs
Can I install only one or two Spark versions?
Yes! You can install any combination of the three versions based on your requirements. Installation is independent and modular.
Which Spark version should I use for new applications?
Spark 3.5.5 is recommended for all new applications. It provides the latest features, best performance, and will receive future updates.
Can I upgrade an existing Spark installation to this multi-version setup?
Yes, but requires careful planning:
Do I need separate YARN queues for different Spark versions?
Not required, but recommended for:
How do I choose between Spark versions at runtime?
Use different paths or set spark-submit environment variable to the desired version's client directory.SPARK_HOME
What happens to existing Spark applications after installing multiple versions?
Existing applications continue to work. You control which version each application uses by specifying the appropriate .SPARK_HOME
Can different versions run on the same YARN cluster?
Yes! All versions submit jobs to the same YARN ResourceManager. YARN schedules containers regardless of Spark version.
- Install the new mpack
- Add desired Spark versions
- Migrate applications gradually
- Decommission old installation when ready
- Resource isolation
- Capacity planning
- Cost allocation
- Performance monitoring

Have a suggestion?