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What is the best approach to use REST API get 3rd party data(in 100mb to 2gb)?

what is the best approach to REST API and read data chunk by chunk for data in (GB)? I can divide the data with filter  and get the data but looking for any other better suggestions or ideas to make sure the chuck size is always same?  I may hit also governor limit on API. Looking for some guidance.