Data is everywhere and it needs to be ingested in order to make it useful, ingestion can be done either in batches or in real time, in this article I will share a data pipeline design where you can capture data changes in other words Change Data Capture (CDC) from source to destination in near real time using technologies AWS DMS and Snowflake.