Error when trying to move data from on-prem SQL database to Azure Delta lake

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I am trying to move large amounts of reference data from on-prem SQL server to Delta lake to be used in databricks processing. To move this data, I am trying use Azure Data Factory via simple Copy data activity. but as soon as I start the pipeline I get the below error. I googled this error but could not find any matches.

Note that sink delta table is not present in the delta lake ? does this error mean that I have create tables manually before moving data to delta lake ?

Operation on target Copy data1 failed: ErrorCode=AzureDatabricksTableIsNotDeltaFormat,The table benefit is not delta format.

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rsapru On BEST ANSWER

Resolved this using data flow rather than copy tasks.