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by default it will cache when the action runs on main or master branch - are you running the action on a PR?

it also requires that you have the build cache enabled (it isn’t by default).

Did some investigation and I think this is caused by the

.gradle

folder not being preserved, specifically the part that stores task execution history

gradle-build-action takes care of caching the relevant portions of that