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05-06-2022 09:01 AM
Please consider the following:
- consider having driver 2 times bigger than worker,
- check is S3 in the same region, is communicating via the private gateway (local IPs),
- enable S3 transfer acceleration,
- in ingestion please user autoloader as described here https://docs.databricks.com/data-engineering/delta-live-tables/delta-live-tables-data-sources.html
- increase c loudFiles.maxBytesPerTrigger and cloudFiles.maxFilesPerTrigger autoloader options
- analyze parallelism using Spark UI (every CPU should process 1 task at the same time so if you have 64 cores, 64 files should be processed simultaneously)
My blog: https://databrickster.medium.com/