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GH-43518: [Python][Packaging][CI] Drop Python 3.8 support #39821

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Job	Run time
Docker targets	1s
C++ Minimal Build Example	4m 5s
AMD64 macOS 12 C++	15m 55s
ARM64 macOS 14 C++	9m 46s
AMD64 Windows 2019 C++17 AVX2	5m 19s
AMD64 Windows MinGW MINGW64 C++	5m 15s
AMD64 Windows MinGW CLANG64 C++	5m 35s
AMD64 Conda C++ AVX2	5m 38s
AMD64 Ubuntu 22.04 C++ ASAN UBSAN	11m 16s
ARM64 Ubuntu 20.04 C++	12m 51s
	1h 15m 41s