chore(sdk): Drop support for Python 3.9, discuss 3.10/3.11 support

[hbelmiro]

Chore description

Python 3.9 will reach end-of-life (EOL) in October 2025. To keep our SDK dependencies up to date and secure, we should drop support for Python 3.9.

Additionally, let's discuss whether we should skip support for Python 3.10 and move directly to Python 3.11 as the next supported version. This could help streamline maintenance and leverage the latest Python features and performance improvements.

Labels

/area sdk

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[hbelmiro]

cc @HumairAK

[HumairAK]

there are a lot of line changes but it's actually fairly straight forward, here is a reference PR:

https://github.com/kubeflow/pipelines/pull/11159

Let's go with 3.10, so we have wider compatibility

[jayzalani]

Should I work for it? @HumairAK this will good for me to gain knowledge of repo

[hbelmiro]

Go for it @jayzalani. /assign @jayzalani

[shivangshandilya]

hey @hbelmiro can i work on this? i think this makes up for a really good good-first-issue