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[CI][Packaging][Linux] Reduce GitHub Actions usage #50170

@kou

Description

@kou

Describe the enhancement requested

https://github.com/apache/arrow/actions/runs/27486895520/usage shows most jobs take about 1h-2h. It seems that cache isn't used.

We'll be able to reduce build time by cache.

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Continuous Integration, Packaging

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