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I have a requirement where I have to get the data from Pre-defined data views eg: Send, Click etc. using REST API.

I am not able to find a solution for the same. Has anyone tried to do the same thing?

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REST API is not able of fetching data from views, unfortunately. Generally, the data operations supported by REST are limited to upserts, and not reads - any use cases which require API to read data from SFMC require SOAP. This is explained in another question here on SFSE: Bulk Retreive: Rest API - SF Marketing Cloud

Using SOAP you will be able to access Send, Open and Click events, giving you tracking information you need.

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