What is the best way to implement extract transform load logic into Hadoop framework, i.e. which ecosystem component is used for which E/T/L modules?

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Currently, spark is better choise if you want to perform T/L logic. For extraction purpose, depending upon your source system you may need to chose ecosystem component.
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