If you’re not familiar with Azure Data Factory, you can start with Chris’s great overview post Hello…Azure Data Factory! To get you started, here’s an excerpt from that post:
The boundaries between on-premise and cloud-born data continue to blur with more and more organizations moving to hybrid data landscapes. The blurring of these lines introduces a number of complexities from data locality, to scale and even the diversity of the data which we must consume and process. To meet these challenges head-on, Microsoft introduced a new managed cloud service known as Azure Data Factory (ADF).