diff --git a/azure-pipelines.yml b/azure-pipelines.yml
index 2a911fd5b5a0c..a37ea3eb89167 100644
--- a/azure-pipelines.yml
+++ b/azure-pipelines.yml
@@ -22,7 +22,6 @@ variables:
   PANDAS_CI: 1
 
 jobs:
-# Mac and Linux use the same template
 - template: ci/azure/posix.yml
   parameters:
     name: macOS
diff --git a/ci/azure/posix.yml b/ci/azure/posix.yml
index 6d33cd7e5f5d9..be76e1366f5ca 100644
--- a/ci/azure/posix.yml
+++ b/ci/azure/posix.yml
@@ -10,15 +10,15 @@ jobs:
   strategy:
     matrix:
       py38:
-        ENV_FILE: ci/deps/azure-macos-38.yaml
+        ENV_FILE: ci/deps/actions-38.yaml
         CONDA_PY: "38"
 
       py39:
-        ENV_FILE: ci/deps/azure-macos-39.yaml
+        ENV_FILE: ci/deps/actions-39.yaml
         CONDA_PY: "39"
 
       py310:
-        ENV_FILE: ci/deps/azure-macos-310.yaml
+        ENV_FILE: ci/deps/actions-310.yaml
         CONDA_PY: "310"
 
   steps:
diff --git a/ci/deps/azure-macos-310.yaml b/ci/deps/azure-macos-310.yaml
deleted file mode 100644
index 312fac8091db6..0000000000000
--- a/ci/deps/azure-macos-310.yaml
+++ /dev/null
@@ -1,36 +0,0 @@
-name: pandas-dev
-channels:
-  - defaults
-  - conda-forge
-dependencies:
-  - python=3.10
-
-  # tools
-  - cython>=0.29.24
-  - pytest>=6.0
-  - pytest-xdist>=1.31
-  - hypothesis>=5.5.3
-  - pytest-azurepipelines
-
-  # pandas dependencies
-  - beautifulsoup4
-  - bottleneck
-  - html5lib
-  - jinja2
-  - lxml
-  - matplotlib
-  - nomkl
-  - numexpr
-  - numpy
-  - openpyxl
-  - pyarrow
-  - pyreadstat
-  - pytables
-  - python-dateutil==2.8.1
-  - pytz
-  - pyxlsb
-  - xarray
-  - xlrd
-  - xlsxwriter
-  - xlwt
-  - zstandard
diff --git a/ci/deps/azure-macos-38.yaml b/ci/deps/azure-macos-38.yaml
deleted file mode 100644
index 422aa86c57fc7..0000000000000
--- a/ci/deps/azure-macos-38.yaml
+++ /dev/null
@@ -1,36 +0,0 @@
-name: pandas-dev
-channels:
-  - defaults
-  - conda-forge
-dependencies:
-  - python=3.8
-
-  # tools
-  - cython>=0.29.24
-  - pytest>=6.0
-  - pytest-xdist>=1.31
-  - hypothesis>=5.5.3
-  - pytest-azurepipelines
-
-  # pandas dependencies
-  - beautifulsoup4
-  - bottleneck
-  - html5lib
-  - jinja2
-  - lxml
-  - matplotlib=3.3.2
-  - nomkl
-  - numexpr
-  - numpy=1.18.5
-  - openpyxl
-  - pyarrow=1.0.1
-  - pyreadstat
-  - pytables
-  - python-dateutil==2.8.1
-  - pytz
-  - pyxlsb
-  - xarray
-  - xlrd
-  - xlsxwriter
-  - xlwt
-  - zstandard
diff --git a/ci/deps/azure-macos-39.yaml b/ci/deps/azure-macos-39.yaml
deleted file mode 100644
index 140d67796452c..0000000000000
--- a/ci/deps/azure-macos-39.yaml
+++ /dev/null
@@ -1,36 +0,0 @@
-name: pandas-dev
-channels:
-  - defaults
-  - conda-forge
-dependencies:
-  - python=3.9
-
-  # tools
-  - cython>=0.29.24
-  - pytest>=6.0
-  - pytest-xdist>=1.31
-  - hypothesis>=5.5.3
-  - pytest-azurepipelines
-
-  # pandas dependencies
-  - beautifulsoup4
-  - bottleneck
-  - html5lib
-  - jinja2
-  - lxml
-  - matplotlib=3.3.2
-  - nomkl
-  - numexpr
-  - numpy=1.21.3
-  - openpyxl
-  - pyarrow=4
-  - pyreadstat
-  - pytables
-  - python-dateutil==2.8.1
-  - pytz
-  - pyxlsb
-  - xarray
-  - xlrd
-  - xlsxwriter
-  - xlwt
-  - zstandard
diff --git a/ci/setup_env.sh b/ci/setup_env.sh
index d51ff98b241a6..bb9656063db3f 100755
--- a/ci/setup_env.sh
+++ b/ci/setup_env.sh
@@ -66,6 +66,14 @@ echo
 echo "mamba env create -q --file=${ENV_FILE}"
 time mamba env create -q --file="${ENV_FILE}"
 
+# From pyarrow on MacOS
+# ImportError: 2): Library not loaded: @rpath/libssl.1.1.dylib
+# Referenced from: /Users/runner/miniconda3/envs/pandas-dev/lib/libthrift.0.13.0.dylib
+# Reason: image not found
+if [[ "$(uname)" == 'Darwin' ]]; then
+    echo "Update pyarrow for pyarrow on MacOS"
+    conda install -n pandas-dev -c conda-forge --no-update-deps pyarrow=6
+fi
 
 if [[ "$BITS32" == "yes" ]]; then
     # activate 32-bit compiler