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In this post, we will look at creating an Azure data factory with a pipeline that loads Office 365 event data incrementally based on change data capture (CDC) information in the source of Change Data Feed(CDF) of a Delta lake table to an AWS S3 bucket. What we’ll cover: Create an ADF Pipeline that loads Calendar events from Offfice365 to a Blob container. Run a Databricks Notebook with the activity in the ADF pipeline, transform extracted Calendar event and merge to a Delta Lake table.