@Ryan Chynoweth​ 

thanks for the reply.

Option 1 can be configured as trigger once so both options can be regarded as batch. So will need to decide on what will be the best and most cost effective option? Also keep in mind Azure Event Hub only has 7 day retention if that matters in the architectural decision?

Option 1 (Trigger once, every 24 hour)

azure event hub > databricks structured streaming > delta lake (bronze)

Option 2 (Trigger once, every 24 hour)

azure event hub > event hub capture to Azure Data Lake gen 2 > Databricks Autoloader > delta lake(bronze)