Use Azure Data Factory with a single Copy Data activity to handle all data sources and formats.

Use Azure Data Factory with separate Copy Data activities for each data source and format, and then merge the data in the destination.

Use Azure Data Factory with a combination of Copy Data and Data Flow activities to handle the different data formats and perform transformations.

Use Azure Stream Analytics to ingest the data and perform real-time transformations before storing it in the Data Lake Storage Gen2.