Microsoft Azure Data Factory is a cloud service used to invoke (orchestrate) other Azure services in a controlled way using the concept of time slices. Data factories are predominately developed using hand crafted JSON, this provides the tool with instructions on what activities to perform. While still in preview, the introduction of Azure Data Factory V2 allows for an easier data integration experience using the api and not only JSON files.