Having Millions of Records in table how we can reduce the exicution time

We have developed report it takes time to  running eighteen hours   background job monthly data because having millions of records in tables and used loops also Could you please help me how can read record million wise as parrlel exicution to reduce time

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    Regards,
    Rajesh.
    Please reward points if found helpful.

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