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Batch ingestion: Typically used when you want to ingest data from one source to another, for example, when you want to bring your CRM data into Hadoop. Typically, what you would do is do a data dump from your relational database and load this data dump into your big data storage platform. Hence, you are doing a bulk or batch ingest of data.