Refactor: Parquet support PR

[deependujha]

Before submitting

• Was this discussed/agreed via a Github issue? (no need for typos and docs improvements)
• Did you read the contributor guideline, Pull Request section?
• Did you make sure to update the docs?
• Did you write any new necessary tests?

What does this PR do?

This PR addresses the feedback and suggestions provided in the review for PR #443 after its merge.

PR review

Anyone in the community is free to review the PR once the tests have passed.
If we didn't discuss your PR in GitHub issues there's a high chance it will not be merged.

Did you have fun?

Make sure you had fun coding 🙃

[codecov]

Codecov Report

Attention: Patch coverage is 20.00000% with 4 lines in your changes missing coverage. Please review.

Project coverage is 78%. Comparing base (7cbb3ef) to head (6f86e35).
Report is 4 commits behind head on main.

❌ Your patch status has failed because the patch coverage (20%) is below the target coverage (50%). You can increase the patch coverage or adjust the target coverage.

Additional details and impacted files

@@         Coverage Diff         @@
##           main   #460   +/-   ##
===================================
  Coverage    78%    78%           
===================================
  Files        37     37           
  Lines      5365   5368    +3     
===================================
+ Hits       4182   4192   +10     
+ Misses     1183   1176    -7     

[bhimrazy]

@deependujha,
Would it be beneficial to also include a test case for images and also different data types check, or would that be redundant?