Thank you for the details, experience shared and the suggestions.
Apologies for the delay in collecting the response for the queries.

(1)Are the tables tied together by FK?
  - Overall there are 9 tables (sorry not 6 as mentioned originally) that are 
being purged. Only 4 tables would be having FK relationship.  

(2)How big are the rows?
  - The 9 tables now occupy almost 2TB space. Below is the rowsize (in bytes) 
and record-count details -
  
    236 188,055,675
    297 296,941,261
    371 58,673,649
      95        57,477,553
    904 296,743,680
    234 188,161,891
    414 430,411,653
    707 735,895,015
    128 155,104,922

(3)Is there an index on the date field?
  - Yes. But only in one table, which is the main table (records to purge in 
rest of the tables is based on this table). 

(4)Can you drop unneeded indices during the window, and then rebuild them 
afterward?
  - Not sure, if the time window within which the purge process must complete 
would be sufficient to do drop and rebuild of indices.

(5)How beefy is your hardware?
  - No. of cores - 64
    Memory - 128GB
    Disk - SSD, Total capacity - 8.5TB

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