diff --git a/.github/workflows/cpp.yml b/.github/workflows/cpp.yml
index a9361f9f51378..f0627b7ee5761 100644
--- a/.github/workflows/cpp.yml
+++ b/.github/workflows/cpp.yml
@@ -193,12 +193,6 @@ jobs:
           submodules: recursive
       - name: Install Dependencies
         run: |
-          rm -f /usr/local/bin/2to3* || :
-          rm -f /usr/local/bin/idle3* || :
-          rm -f /usr/local/bin/pydoc3* || :
-          rm -f /usr/local/bin/python3* || :
-          rm -f /usr/local/bin/python3-config || :
-          brew update --preinstall || :
           brew bundle --file=cpp/Brewfile
       - name: Install MinIO
         run: |
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index 7a8fd8d10c235..ceea1e9236ed4 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -167,15 +167,7 @@ jobs:
       - name: Install Dependencies
         shell: bash
         run: |
-          rm -f /usr/local/bin/2to3* || :
-          rm -f /usr/local/bin/idle3* || :
-          rm -f /usr/local/bin/pydoc3* || :
-          rm -f /usr/local/bin/python3* || :
-          rm -f /usr/local/bin/python3-config || :
-          brew update --preinstall || :
-          brew install --overwrite git
           brew bundle --file=cpp/Brewfile
-          brew install coreutils
           python -m pip install \
             -r python/requirements-build.txt \
             -r python/requirements-test.txt
diff --git a/.github/workflows/ruby.yml b/.github/workflows/ruby.yml
index 2e4b98c2428e9..932ce0f931c49 100644
--- a/.github/workflows/ruby.yml
+++ b/.github/workflows/ruby.yml
@@ -149,13 +149,6 @@ jobs:
       - name: Install Homebrew Dependencies
         shell: bash
         run: |
-          rm -f /usr/local/bin/2to3* || :
-          rm -f /usr/local/bin/idle3* || :
-          rm -f /usr/local/bin/pydoc3* || :
-          rm -f /usr/local/bin/python3* || :
-          rm -f /usr/local/bin/python3-config || :
-          brew update --preinstall || :
-          brew install --overwrite git
           brew bundle --file=cpp/Brewfile
           brew bundle --file=c_glib/Brewfile
       - name: Install Ruby Dependencies
diff --git a/dev/tasks/verify-rc/github.macos.amd64.yml b/dev/tasks/verify-rc/github.macos.amd64.yml
index 12dfb7d90f175..4efed5c73ab08 100644
--- a/dev/tasks/verify-rc/github.macos.amd64.yml
+++ b/dev/tasks/verify-rc/github.macos.amd64.yml
@@ -43,12 +43,6 @@ jobs:
       - name: Install System Dependencies
         shell: bash
         run: |
-          rm -f /usr/local/bin/2to3*
-          rm -f /usr/local/bin/idle*
-          rm -f /usr/local/bin/pydoc3*
-          rm -f /usr/local/bin/python3*
-          brew update || echo "brew update did not finish successfully"
-          brew install --overwrite git
           brew bundle --file=arrow/cpp/Brewfile
           brew bundle --file=arrow/c_glib/Brewfile
       {% endif %}