Here are the top differences between Sqoop, Flume and Storm. You can find four types of data. Those are RDBMS, Files, Stream and Logs. You need specific tools to process it in the format that understand by Hadoop-framework. This post covers those.
Top Differences – Sqoop, Flume and Storm