diff --git a/dev/tasks/java-jars/github.yml b/dev/tasks/java-jars/github.yml
index 8fe5878254d..03cbcc7c98f 100644
--- a/dev/tasks/java-jars/github.yml
+++ b/dev/tasks/java-jars/github.yml
@@ -79,14 +79,12 @@ jobs:
       matrix:
         platform:
           - { runs_on: ["macos-latest"], arch: "x86_64"}
-          - { runs_on: ["self-hosted", "macOS", "arm64", "devops-managed"], arch: "aarch_64" }
+          - { runs_on: ["macos-14"], arch: "aarch_64" }
     env:
       MACOSX_DEPLOYMENT_TARGET: "10.15"
     steps:
       {{ macros.github_checkout_arrow()|indent }}
       - name: Set up Python
-        if: |
-          !contains(matrix.platform.runs_on, 'self-hosted')
         uses: actions/setup-python@v4
         with:
           cache: 'pip'
@@ -134,9 +132,7 @@ jobs:
         run: |
           set -e
           # make brew Java available to CMake
-          if [ "{{ arch }}" = "aarch_64" ]; then
-            export JAVA_HOME=$(brew --prefix openjdk@11)/libexec/openjdk.jdk/Contents/Home
-          fi
+          export JAVA_HOME=$(brew --prefix openjdk@11)/libexec/openjdk.jdk/Contents/Home
           arrow/ci/scripts/java_jni_macos_build.sh \
             $GITHUB_WORKSPACE/arrow \
             $GITHUB_WORKSPACE/arrow/cpp-build \
diff --git a/dev/tasks/python-wheels/github.osx.arm64.yml b/dev/tasks/python-wheels/github.osx.arm64.yml
deleted file mode 100644
index 380c2e42f1d..00000000000
--- a/dev/tasks/python-wheels/github.osx.arm64.yml
+++ /dev/null
@@ -1,128 +0,0 @@
-# Licensed to the Apache Software Foundation (ASF) under one
-# or more contributor license agreements.  See the NOTICE file
-# distributed with this work for additional information
-# regarding copyright ownership.  The ASF licenses this file
-# to you under the Apache License, Version 2.0 (the
-# "License"); you may not use this file except in compliance
-# with the License.  You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-# Prerequisites on the host:
-# - brew install bash bison coreutils ninja cmake
-# - sudo arrow/ci/scripts/install_python.sh macos 3.9
-
-{% import 'macros.jinja' as macros with context %}
-
-{{ macros.github_header() }}
-
-env:
-  ARROW_JEMALLOC: OFF
-  CC: "clang"
-  CMAKE_BUILD_TYPE: release
-  CMAKE_CXX_COMPILER_LAUNCHER: "ccache"
-  CXX: "clang++"
-  MACOSX_DEPLOYMENT_TARGET: "{{ macos_deployment_target }}"
-  PYARROW_BUILD_VERBOSE: 1
-  PYARROW_VERSION: "{{ arrow.no_rc_version }}"
-  PYTHON_VERSION: "{{ python_version }}"
-  PYTHON: "/Library/Frameworks/Python.framework/Versions/{{ python_version }}/bin/python{{ python_version }}"
-  VCPKG_FEATURE_FLAGS: "manifests"
-  VCPKG_OVERLAY_TRIPLETS: {{ "${{ github.workspace }}/arrow/ci/vcpkg" }}
-  VCPKG_ROOT: {{ "${{ github.workspace }}/vcpkg" }}
-
-jobs:
-  build:
-    name: Build wheel for Python {{ python_version }} on macOS
-    runs-on: ["self-hosted", "macOS", "arm64"]
-    steps:
-      - name: Cleanup
-        run: rm -rf arrow vcpkg build crossbow-env build-*-env test-*-env
-
-      {{ macros.github_checkout_arrow()|indent }}
-
-      - name: Add Brew's Bison to PATH
-        run: echo "/opt/homebrew/opt/bison/bin" >> $GITHUB_PATH
-
-      - name: Retrieve VCPKG version from arrow/.env
-        run: |
-          vcpkg_version=$(cat "arrow/.env" | grep "VCPKG" | cut -d "=" -f2 | tr -d '"')
-          echo "VCPKG_VERSION=$vcpkg_version" >> $GITHUB_ENV
-
-      - name: Install Vcpkg
-        env:
-          MACOSX_DEPLOYMENT_TARGET: "11.0"
-        run:  arrow/ci/scripts/install_vcpkg.sh $VCPKG_ROOT $VCPKG_VERSION
-
-      - name: Add Vcpkg to PATH
-        run: echo ${VCPKG_ROOT} >> $GITHUB_PATH
-
-      - name: Install ARM64 Packages
-        env:
-          VCPKG_DEFAULT_TRIPLET: arm64-osx-static-release
-        run: |
-          vcpkg install \
-            --clean-after-build \
-            --x-install-root=${VCPKG_ROOT}/installed \
-            --x-manifest-root=arrow/ci/vcpkg \
-            --x-feature=azure \
-            --x-feature=flight \
-            --x-feature=gcs \
-            --x-feature=json \
-            --x-feature=parquet \
-            --x-feature=s3
-
-      - name: Build ARM64 Wheel
-        env:
-          ARROW_SIMD_LEVEL: "DEFAULT"
-          VCPKG_DEFAULT_TRIPLET: arm64-osx-static-release
-        run: |
-          $PYTHON -m venv build-arm64-env
-          source build-arm64-env/bin/activate
-          pip install --upgrade pip wheel
-          arrow/ci/scripts/python_wheel_macos_build.sh arm64 $(pwd)/arrow $(pwd)/build
-
-      - uses: actions/upload-artifact@v3
-        with:
-          name: wheel
-          path: arrow/python/repaired_wheels/*.whl
-
-      - name: Test Wheel on ARM64
-        shell: bash
-        env:
-          PYTEST_ADDOPTS: "-k 'not test_cancellation'"
-        run: |
-          $PYTHON -m venv test-arm64-env
-          source test-arm64-env/bin/activate
-          pip install --upgrade pip wheel
-          # libffi has to be installed on the m1 runner which causes issues with 
-          # the cffi wheel. We build cffi with the flags pointing to the correct libffi location.
-          LDFLAGS=-L$(brew --prefix libffi)/lib CFLAGS=-I$(brew --prefix libffi)/include \
-             pip install cffi --no-binary :all:
-          pip install -r arrow/python/requirements-wheel-test.txt
-          PYTHON=python  arrow/ci/scripts/install_gcs_testbench.sh default
-          arrow/ci/scripts/python_wheel_unix_test.sh $(pwd)/arrow
-
-      - name: Upload artifacts
-        shell: bash
-        run: |
-          $PYTHON -m venv crossbow-env
-          source crossbow-env/bin/activate
-          arch -x86_64 pip install -e arrow/dev/archery[crossbow-upload]
-          arch -x86_64 archery crossbow \
-            --queue-path $(pwd) \
-            --queue-remote {{ queue_remote_url }} \
-            upload-artifacts \
-            --sha {{ task.branch }} \
-            --tag {{ task.tag }} \
-            "arrow/python/repaired_wheels/*.whl"
-        env:
-          CROSSBOW_GITHUB_TOKEN: {{ "${{ secrets.CROSSBOW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}" }}
-
-      {{ macros.github_upload_gemfury("arrow/python/repaired_wheels/*.whl")|indent }}
diff --git a/dev/tasks/python-wheels/github.osx.amd64.yml b/dev/tasks/python-wheels/github.osx.yml
similarity index 80%
rename from dev/tasks/python-wheels/github.osx.amd64.yml
rename to dev/tasks/python-wheels/github.osx.yml
index e31a681653b..11bdf031f51 100644
--- a/dev/tasks/python-wheels/github.osx.amd64.yml
+++ b/dev/tasks/python-wheels/github.osx.yml
@@ -19,14 +19,16 @@
 {{ macros.github_header() }}
 
 env:
+  ARROW_JEMALLOC: "{{ arrow_jemalloc }}"
   CC: "clang"
+  CMAKE_BUILD_TYPE: release
   CXX: "clang++"
   MACOSX_DEPLOYMENT_TARGET: "{{ macos_deployment_target }}"
   PYARROW_BUILD_VERBOSE: 1
   PYARROW_VERSION: "{{ arrow.no_rc_version }}"
   PYTHON_VERSION: "{{ python_version }}"
   PYTHON: "/Library/Frameworks/Python.framework/Versions/{{ python_version }}/bin/python{{ python_version }}"
-  VCPKG_DEFAULT_TRIPLET: amd64-osx-static-release
+  VCPKG_DEFAULT_TRIPLET: "{{ vcpkg_arch }}-osx-static-release"
   VCPKG_FEATURE_FLAGS: "manifests"
   VCPKG_OVERLAY_TRIPLETS: {{ "${{ github.workspace }}/arrow/ci/vcpkg" }}
   VCPKG_ROOT: {{ "${{ github.workspace }}/vcpkg" }}
@@ -34,40 +36,33 @@ env:
 jobs:
   build:
     name: Build wheel for Python {{ python_version }} on macOS
-    runs-on: macos-latest
+    runs-on: "{{ runs_on }}"
     env:
       VCPKG_BINARY_SOURCES: 'clear;nuget,GitHub,readwrite'
     steps:
       {{ macros.github_checkout_arrow()|indent }}
 
       - name: Install System Dependencies
-        run: brew install bash bison coreutils ninja
-
-      - name: Install Specific CMake version
-        uses: lukka/get-cmake@v3.21.2
+        run: |
+          brew install bash bison coreutils ninja
+          echo "$(brew --prefix bison)/bin" >> $GITHUB_PATH
 
       - name: Retrieve VCPKG version from arrow/.env
-        shell: bash
         run: |
           vcpkg_version=$(cat "arrow/.env" | grep "VCPKG" | cut -d "=" -f2 | tr -d '"')
           echo "VCPKG_VERSION=$vcpkg_version" >> $GITHUB_ENV
 
       - name: Install Vcpkg
-        shell: bash
-        env:
-          MACOSX_DEPLOYMENT_TARGET: "10.15"
         run: arrow/ci/scripts/install_vcpkg.sh $VCPKG_ROOT $VCPKG_VERSION
 
       - name: Add Vcpkg to PATH
-        shell: bash
         run: echo ${VCPKG_ROOT} >> $GITHUB_PATH
 
       - name: Setup NuGet Credentials
-        shell: bash
         env:
           GITHUB_TOKEN: {{ '${{ secrets.GITHUB_TOKEN }}' }}
         run: |
-          mono `vcpkg fetch nuget | tail -n 1` \
+          mono $(vcpkg fetch nuget | tail -n 1) \
             sources add \
             -source "https://nuget.pkg.github.com/$GITHUB_REPOSITORY_OWNER/index.json" \
             -storepasswordincleartext \
@@ -75,7 +70,7 @@ jobs:
             -username "$GITHUB_REPOSITORY_OWNER" \
             -password "$GITHUB_TOKEN" \
 
-          mono `vcpkg fetch nuget | tail -n 1` \
+          mono $(vcpkg fetch nuget | tail -n 1) \
             setapikey "$GITHUB_TOKEN" \
             -source "https://nuget.pkg.github.com/$GITHUB_REPOSITORY_OWNER/index.json"
 
@@ -93,33 +88,30 @@ jobs:
             --x-feature=s3
 
       - name: Install Python {{ python_version }}
-        shell: bash
         run: sudo arrow/ci/scripts/install_python.sh macos {{ python_version }}
 
       - name: Build Wheel
-        shell: bash
         run: |
           $PYTHON -m venv build-env
           source build-env/bin/activate
           pip install --upgrade pip wheel
-          PYTHON=python arrow/ci/scripts/python_wheel_macos_build.sh x86_64 $(pwd)/arrow $(pwd)/build
+          PYTHON=python arrow/ci/scripts/python_wheel_macos_build.sh {{ arch }} $(pwd)/arrow $(pwd)/build
 
       - uses: actions/upload-artifact@v3
         with:
           name: wheel
           path: arrow/python/repaired_wheels/*.whl
 
-      - name: Test Wheel on AMD64
-        shell: bash
+      - name: Test Wheel
         env:
           PYTEST_ADDOPTS: "-k 'not test_cancellation'"
         run: |
-          $PYTHON -m venv test-amd64-env
-          source test-amd64-env/bin/activate
+          $PYTHON -m venv test-env
+          source test-env/bin/activate
           pip install --upgrade pip wheel
-          arch -x86_64 pip install -r arrow/python/requirements-wheel-test.txt
-          PYTHON=python arch -x86_64 arrow/ci/scripts/install_gcs_testbench.sh default
-          arch -x86_64 arrow/ci/scripts/python_wheel_unix_test.sh $(pwd)/arrow
+          arch -{{ arch }} pip install -r arrow/python/requirements-wheel-test.txt
+          PYTHON=python arch -{{ arch }} arrow/ci/scripts/install_gcs_testbench.sh default
+          arch -{{ arch }} arrow/ci/scripts/python_wheel_unix_test.sh $(pwd)/arrow
 
       {{ macros.github_upload_releases("arrow/python/repaired_wheels/*.whl")|indent }}
       {{ macros.github_upload_gemfury("arrow/python/repaired_wheels/*.whl")|indent }}
diff --git a/dev/tasks/r/github.packages.yml b/dev/tasks/r/github.packages.yml
index 2ddfd02e731..f23da3c8773 100644
--- a/dev/tasks/r/github.packages.yml
+++ b/dev/tasks/r/github.packages.yml
@@ -66,16 +66,14 @@ jobs:
       fail-fast: false
       matrix:
         platform:
-          - { runs_on: ["self-hosted", "macos-10.13"], arch: "x86_64" }
-
-          - { runs_on: ["self-hosted", "macOS", "arm64", "devops-managed"], arch: "arm64" }
+          - { runs_on: macos-13, arch: "x86_64" }
+          - { runs_on: macos-14, arch: "arm64" }
         openssl: ['3.0', '1.1']
 
     steps:
       {{ macros.github_checkout_arrow(action_v="3")|indent }}
       {{ macros.github_change_r_pkg_version(is_fork, '${{ needs.source.outputs.pkg_version }}')|indent }}
       - name: Install Deps
-        if: {{ "${{ !contains(matrix.platform.runs_on, 'macos-10.13') }}" }}
         run: |
           brew install sccache ninja
           brew install openssl@{{ '${{ matrix.openssl }}' }}
@@ -204,50 +202,30 @@ jobs:
 
   r-packages:
     needs: [source, windows-cpp, macos-cpp]
-    name: {{ '${{ matrix.platform.name }} ${{ matrix.r_version.r }}' }}
+    name: {{ '${{ matrix.platform.name }} ${{ matrix.r_version }}' }}
     runs-on: {{ '${{ matrix.platform.runs_on }}' }}
     strategy:
       fail-fast: false
       matrix:
         platform:
           - { runs_on: 'windows-latest', name: "Windows"}
-          - { runs_on: macos-11 , name: "macOS Big Sur"}
-          - { runs_on: ["self-hosted", "macOS", "arm64", "devops-managed"], name: "macOS Big Sur (M1)" }
+          - { runs_on: macos-11, name: "macOS x86_64"}
+          - { runs_on: macos-14, name: "macOS arm64" }
         r_version: [oldrel, release]
     steps:
       - uses: r-lib/actions/setup-r@v2
-        # expression marker prevents the ! being parsed as yaml tag
-        if: {{ "${{ !contains(matrix.platform.runs_on, 'self-hosted') }}" }}
         with:
           r-version: {{ '${{ matrix.r_version }}' }}
-      - name: Setup R Self-Hosted
-        if: contains(matrix.platform.runs_on, 'self-hosted')
-        run: |
-          # rig is a system utility that allows for switching
-          # between pre-installed R version on the self-hosted runners
-          # rig add {{ '${{ matrix.r_version }}' }} #uncomment this to install latest release/oldrel
-          rig default {{ '${{ matrix.r_version }}' }}
-
-          rig system setup-user-lib
       {{ macros.github_setup_local_r_repo(false, true, true)|indent }}
       - name: Prepare Dependency Installation
         shell: bash
         run: |
           tar -xzf repo/src/contrib/arrow_*.tar.gz arrow/DESCRIPTION
       - name: Install dependencies
-        if: {{ "${{ !contains(matrix.platform.runs_on, 'self-hosted') }}" }}
         uses: r-lib/actions/setup-r-dependencies@v2
         with:
            working-directory: 'arrow'
            extra-packages: cpp11
-      - name: Install dependencies self-hosted
-        if: {{ "${{ contains(matrix.platform.runs_on, 'self-hosted') }}" }}
-        shell: Rscript {0}
-        run: |
-          if (!requireNamespace("devtools", quietly = TRUE)) {
-            install.packages("devtools")
-          }
-          devtools::install_dev_deps('./arrow')
       - name: Set CRAN like openssl
         if: contains(matrix.platform.runs_on, 'arm64')
         run: |
diff --git a/dev/tasks/tasks.yml b/dev/tasks/tasks.yml
index c166ea15f37..9d604c379eb 100644
--- a/dev/tasks/tasks.yml
+++ b/dev/tasks/tasks.yml
@@ -393,61 +393,49 @@ tasks:
       - pyarrow-{no_rc_version}-{{ python_tag }}-{{ abi_tag }}-{{ platform_tag }}.whl
 {% endfor %}
 
-{############################## Wheel OSX ####################################}
+{############################## Wheel macOS ####################################}
 
 {% for macos_version, macos_codename in [("10.15", "catalina")] %}
   {% set platform_tag = "macosx_{}_x86_64".format(macos_version.replace('.', '_')) %}
 
   wheel-macos-{{ macos_codename }}-{{ python_tag }}-amd64:
     ci: github
-    template: python-wheels/github.osx.amd64.yml
+    template: python-wheels/github.osx.yml
     params:
+      arch: "x86_64"
+      arrow_jemalloc: "ON"
       python_version: "{{ python_version }}"
       macos_deployment_target: "{{ macos_version }}"
+      runs_on: "macos-latest"
+      vcpkg_arch: "amd64"
     artifacts:
       - pyarrow-{no_rc_version}-{{ python_tag }}-{{ abi_tag }}-{{ platform_tag }}.whl
 
 {% endfor %}
 
-{############################## Wheel Windows ################################}
-
-  wheel-windows-{{ python_tag }}-amd64:
+  wheel-macos-big-sur-{{ python_tag }}-arm64:
     ci: github
-    template: python-wheels/github.windows.yml
+    template: python-wheels/github.osx.yml
     params:
+      arch: "arm64"
+      arrow_jemalloc: "OFF"
       python_version: "{{ python_version }}"
-    artifacts:
-      - pyarrow-{no_rc_version}-{{ python_tag }}-{{ abi_tag }}-win_amd64.whl
-
-{% endfor %}
-
-{############################## Wheel OSX M1 #################################}
-
-  # The python 3.8 universal2 installer has been built with macos deployment
-  # target 11.0, so we cannot build binaries with earlier deployment target
-  # otherwise distutils will raise a deployment target version mismatch error.
-  wheel-macos-big-sur-cp38-arm64:
-    ci: github
-    template: python-wheels/github.osx.arm64.yml
-    params:
-      arch: arm64
-      arrow_simd_level: "DEFAULT"
-      python_version: "3.8"
       macos_deployment_target: "11.0"
-
+      runs_on: "macos-14"
+      vcpkg_arch: "arm64"
     artifacts:
-      - pyarrow-{no_rc_version}-cp38-cp38-macosx_11_0_arm64.whl
+      - pyarrow-{no_rc_version}-{{ python_tag }}-{{ python_tag }}-macosx_11_0_arm64.whl
 
-{% for python_version, python_tag in [("3.9", "cp39"), ("3.10", "cp310"), ("3.11", "cp311"), ("3.12", "cp312")] %}
-  wheel-macos-big-sur-{{ python_tag }}-arm64:
+{############################## Wheel Windows ################################}
+
+  wheel-windows-{{ python_tag }}-amd64:
     ci: github
-    template: python-wheels/github.osx.arm64.yml
+    template: python-wheels/github.windows.yml
     params:
-      arch: arm64
       python_version: "{{ python_version }}"
-      macos_deployment_target: "11.0"
     artifacts:
-      - pyarrow-{no_rc_version}-{{ python_tag }}-{{ python_tag }}-macosx_11_0_arm64.whl
+      - pyarrow-{no_rc_version}-{{ python_tag }}-{{ abi_tag }}-win_amd64.whl
+
 {% endfor %}
 
 {############################ Python sdist ####################################}
@@ -992,7 +980,7 @@ tasks:
         TEST_INTEGRATION_JAVA: 0
         PYTEST_ADDOPTS: "-k 'not test_cancellation'"
       target: {{ target }}
-      github_runner: ["self-hosted", "macOS", "arm64"]
+      github_runner: "macos-14"
   {% endfor %}
 
   {% for macos_version in ["11", "12"] %}
diff --git a/dev/tasks/verify-rc/github.macos.arm64.yml b/dev/tasks/verify-rc/github.macos.arm64.yml
index fce10925df2..925f572839e 100644
--- a/dev/tasks/verify-rc/github.macos.arm64.yml
+++ b/dev/tasks/verify-rc/github.macos.arm64.yml
@@ -22,7 +22,7 @@
 jobs:
   verify:
     name: "Verify release candidate on macOS"
-    runs-on: {{ github_runner|default(["self-hosted", "macOS", "arm64"]) }}
+    runs-on: {{ github_runner|default("macos-14") }}
     {% if env is defined %}
     env:
     {% for key, value in env.items() %}