GH-43518: [Python][Packaging][CI] Drop Python 3.8 support #39812

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Job	Run time
Docker targets	1s
C++ Minimal Build Example	2m 59s
AMD64 macOS 12 C++	2m 59s
ARM64 macOS 14 C++	2m 58s
AMD64 Windows 2019 C++17 AVX2	2m 54s
AMD64 Windows MinGW MINGW64 C++	2m 52s
AMD64 Windows MinGW CLANG64 C++	2m 52s
AMD64 Conda C++ AVX2	2m 51s
AMD64 Ubuntu 22.04 C++ ASAN UBSAN	2m 50s
ARM64 Ubuntu 20.04 C++	2m 51s
	26m 7s