diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 5a82e967c..4c6098808 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -26,12 +26,12 @@ jobs:
         uses: pre-commit/action@v3.0.0
 
   tests:
-    runs-on: ubuntu-latest
     env:
       FORCE_COLOR: 1
     strategy:
       fail-fast: false
       matrix:
+        os: [macos-latest, ubuntu-latest, windows-latest]
         target:
           - +test-python3.8-arrow1.x.x
           - +test-python3.8-arrow2.x.x
@@ -69,25 +69,43 @@ jobs:
           - target: +test-python3.8-arrow10.x.x
             experimental: false
             upload: true
+            os: ubuntu-latest
           - target: +test-python3.9-arrow10.x.x
             experimental: false
             upload: true
+            os: ubuntu-latest
           - target: +test-python3.10-arrow10.x.x
             experimental: false
             upload: true
+            os: ubuntu-latest
           - target: +test-python3.8-arrow-nightly
             experimental: true
             upload: false
+            os: ubuntu-latest
           - target: +test-python3.9-arrow-nightly
             experimental: true
             upload: false
+            os: ubuntu-latest
           - target: +test-python3.10-arrow-nightly
             experimental: true
             upload: false
+            os: ubuntu-latest
+    runs-on: ${{ matrix.os }}
     steps:
       - uses: actions/checkout@v2
       - name: Download earthly 0.5.0
-        run: "sudo /bin/sh -c 'wget https://github.com/earthly/earthly/releases/download/v0.5.0/earthly-linux-amd64 -O /usr/local/bin/earthly && chmod +x /usr/local/bin/earthly'"
+        run: |
+             if [ "$RUNNER_OS" == "Windows" ]; then
+                echo 'windows os found'
+                exit 1
+             elif [ "$RUNNER_OS" == "Linux" ]; then
+                sudo /bin/sh -c 'wget https://github.com/earthly/earthly/releases/download/v0.5.0/earthly-linux-amd64 -O /usr/local/bin/earthly && chmod +x /usr/local/bin/earthly'
+             else
+                brew update
+                brew cleanup
+                sudo chown -R $(whoami) $(brew --prefix)/*
+                brew install earthly/earthly/earthly && earthly bootstrap
+             fi
       - name: Run build
         run: earthly --allow-privileged ${{ matrix.target }}
         continue-on-error: ${{ matrix.experimental }}
diff --git a/setup.py b/setup.py
index 21343bb0f..32f62ddd8 100644
--- a/setup.py
+++ b/setup.py
@@ -84,7 +84,9 @@ def __str__(self):
 if sys.platform == "darwin":
     extra_compile_args.append("--std=c++17")
     extra_compile_args.append("--stdlib=libc++")
-    extra_compile_args.append("-mmacosx-version-min=10.9")
+    extra_compile_args.append("-mmacosx-version-min=11.0")
+    # See https://conda-forge.org/docs/maintainer/knowledge_base.html#newer-c-features-with-old-sdk
+    extra_compile_args.append("-D_LIBCPP_DISABLE_AVAILABILITY")
     hidden_visibility_args.append("-fvisibility=hidden")
     include_dirs.append(os.getenv("UNIXODBC_INCLUDE_DIR", "/usr/local/include/"))
     library_dirs.append(os.getenv("UNIXODBC_LIBRARY_DIR", "/usr/local/lib/"))
@@ -116,6 +118,9 @@ def __str__(self):
         library_dirs.append(os.getenv("UNIXODBC_LIBRARY_DIR"))
     odbclib = "odbc"
 
+if sys.version_info.minor < 10:
+    extra_compile_args.append("CONDA_DLL_SEARCH_MODIFICATION_ENABLE=1")
+
 
 def get_extension_modules():
     extension_modules = []