GH-48866: Address comment to factor out common code #1

Job	Run time
check-labels / Check labels	4s
Rocker R-ver - Bundled Dependencies	27m 30s
Rhub GCC 12	32m 52s
Rhub	28m 49s
RStudio R-Base 4.2	23m 48s
Rocker R-ver - Minimal	14m 55s
Rocker R-ver - Offline build	14m 37s
Rhub GCC 13 with LTO	29m 35s
Rocker R-ver	28m 54s
report-extra-cpp	-1s
	3h 21m 3s

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