Few options can be tried to reduce the startup time of Glue jobs

Glue Job Configuration:

• Worker Type and Number: Experiment with different worker types and numbers to find the optimal configuration for your specific workload.

[As confirmed in comments changing the worker type has improved the startup time]

• Try reducing the number of dpus as they can take time starting up.