KFP SDK will drop support for Py3.8 in October 2024

[DnPlas]

Context

During the bundle integration test execution, I see the following message:

/home/runner/work/kfp-operators/kfp-operators/tests/integration/conftest.py:12: FutureWarning: KFP will drop support for Python 3.8 on Oct 1, 2024. To use new versions of the KFP SDK after that date, you will need to upgrade to Python >= 3.9. See https://devguide.python.org/versions/ for more details.

Which means that on that date and on, bundle integration tests won't be able to run in our current test framework unless the version of python is bumped to >3.8.

Refer to this CI run for more logs.

What needs to get done

Provide a solution for the incompatibility, potentially bump the python version that runs integration tests

Definition of Done

The bundle integration tests run without warnings and/or errors.

[syncronize-issues-to-jira]

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The internal ticket has been created: https://warthogs.atlassian.net/browse/KF-6064.

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