Upgrade to Beam 2.75.0

[shunping]

Related to #3969

[gemini-code-assist]

Summary of Changes

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This pull request updates the project's core dependencies, specifically targeting an upgrade to Apache Beam 2.75.0. These changes ensure that the project remains aligned with the latest stable release of Beam, incorporating necessary updates to associated Python libraries and configuration files to maintain build stability and functionality.

Highlights

• Apache Beam Upgrade: Upgraded the project's Apache Beam dependency to version 2.75.0.
• Dependency Updates: Updated multiple Python dependencies, including CFFI, Charset-Normalizer, Google Cloud libraries, and others, to maintain compatibility with the new Beam version.
• Configuration Updates: Updated the Dataflow API version in the integration test POM and standardized the pip-compile command paths across Python requirement files.

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[gemini-code-assist]

Code Review

This pull request updates dependency versions across the project, including upgrading Apache Beam from 2.74.0 to 2.75.0 in both Maven and Python configurations, and updating various Google Cloud and gRPC library versions in the Python requirements files. All review comments were filtered out as they pertained to dependency version numbers in non-code files, so there is no additional feedback to provide.

[shunping]

r: @Amar3tto @Abacn

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 55.70%. Comparing base (c78d6cd) to head (e499bdc).

Additional details and impacted files

@@             Coverage Diff              @@
##               main    #4015      +/-   ##
============================================
- Coverage     55.70%   55.70%   -0.01%     
+ Complexity     7237     7236       -1     
============================================
  Files          1124     1124              
  Lines         68447    68447              
  Branches       7721     7721              
============================================
- Hits          38130    38126       -4     
- Misses        27843    27846       +3     
- Partials       2474     2475       +1     

Components	Coverage Δ
spanner-templates	87.66% <ø> (-0.01%)	⬇️
spanner-import-export	68.70% <ø> (ø)
spanner-live-forward-migration	89.27% <ø> (-0.02%)	⬇️
spanner-live-reverse-replication	83.45% <ø> (-0.02%)	⬇️
spanner-bulk-migration	92.47% <ø> (-0.01%)	⬇️
gcs-spanner-dv	88.53% <ø> (-0.02%)	⬇️
see 2 files with indirect coverage changes

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