diff --git a/ci/scripts/cpp_build.sh b/ci/scripts/cpp_build.sh
index 69d86e871ac5f..60cab1a9feaba 100755
--- a/ci/scripts/cpp_build.sh
+++ b/ci/scripts/cpp_build.sh
@@ -54,6 +54,7 @@ if [ "${GITHUB_ACTIONS:-false}" = "true" ]; then
 fi
 
 if [ "${ARROW_ENABLE_THREADING:-ON}" = "OFF" ]; then
+  ARROW_AZURE=OFF
   ARROW_FLIGHT=OFF
   ARROW_FLIGHT_SQL=OFF
   ARROW_GCS=OFF
diff --git a/ci/scripts/python_build.sh b/ci/scripts/python_build.sh
index c0a27e6e705e9..9bdcc4d687584 100755
--- a/ci/scripts/python_build.sh
+++ b/ci/scripts/python_build.sh
@@ -55,6 +55,7 @@ export PYARROW_CMAKE_GENERATOR=${CMAKE_GENERATOR:-Ninja}
 export PYARROW_BUILD_TYPE=${CMAKE_BUILD_TYPE:-debug}
 
 export PYARROW_WITH_ACERO=${ARROW_ACERO:-OFF}
+export PYARROW_WITH_AZURE=${ARROW_AZURE:-OFF}
 export PYARROW_WITH_CUDA=${ARROW_CUDA:-OFF}
 export PYARROW_WITH_DATASET=${ARROW_DATASET:-ON}
 export PYARROW_WITH_FLIGHT=${ARROW_FLIGHT:-OFF}
diff --git a/ci/scripts/python_test.sh b/ci/scripts/python_test.sh
index 341c2dd0577ef..ac7f6e968e3bc 100755
--- a/ci/scripts/python_test.sh
+++ b/ci/scripts/python_test.sh
@@ -37,6 +37,7 @@ export ARROW_DEBUG_MEMORY_POOL=trap
 
 # By default, force-test all optional components
 : ${PYARROW_TEST_ACERO:=${ARROW_ACERO:-ON}}
+: ${PYARROW_TEST_AZURE:=${ARROW_AZURE:-ON}}
 : ${PYARROW_TEST_CUDA:=${ARROW_CUDA:-ON}}
 : ${PYARROW_TEST_DATASET:=${ARROW_DATASET:-ON}}
 : ${PYARROW_TEST_FLIGHT:=${ARROW_FLIGHT:-ON}}
diff --git a/ci/scripts/python_wheel_macos_build.sh b/ci/scripts/python_wheel_macos_build.sh
index 8123a9fdf1c48..bea5409100770 100755
--- a/ci/scripts/python_wheel_macos_build.sh
+++ b/ci/scripts/python_wheel_macos_build.sh
@@ -63,6 +63,7 @@ pip install "delocate>=0.10.3"
 
 echo "=== (${PYTHON_VERSION}) Building Arrow C++ libraries ==="
 : ${ARROW_ACERO:=ON}
+: ${ARROW_AZURE:=ON}
 : ${ARROW_DATASET:=ON}
 : ${ARROW_FLIGHT:=ON}
 : ${ARROW_GANDIVA:=OFF}
@@ -95,6 +96,7 @@ pushd ${build_dir}/build
 
 cmake \
     -DARROW_ACERO=${ARROW_ACERO} \
+    -DARROW_AZURE=${ARROW_AZURE} \
     -DARROW_BUILD_SHARED=ON \
     -DARROW_BUILD_STATIC=OFF \
     -DARROW_BUILD_TESTS=OFF \
@@ -148,6 +150,7 @@ export PYARROW_BUNDLE_ARROW_CPP=1
 export PYARROW_CMAKE_GENERATOR=${CMAKE_GENERATOR}
 export PYARROW_INSTALL_TESTS=1
 export PYARROW_WITH_ACERO=${ARROW_ACERO}
+export PYARROW_WITH_AZURE=${ARROW_AZURE}
 export PYARROW_WITH_DATASET=${ARROW_DATASET}
 export PYARROW_WITH_FLIGHT=${ARROW_FLIGHT}
 export PYARROW_WITH_GANDIVA=${ARROW_GANDIVA}
diff --git a/ci/scripts/python_wheel_manylinux_build.sh b/ci/scripts/python_wheel_manylinux_build.sh
index 58e42fea88088..4d4d4fb694e0b 100755
--- a/ci/scripts/python_wheel_manylinux_build.sh
+++ b/ci/scripts/python_wheel_manylinux_build.sh
@@ -49,6 +49,7 @@ rm -rf /arrow/python/pyarrow/*.so.*
 
 echo "=== (${PYTHON_VERSION}) Building Arrow C++ libraries ==="
 : ${ARROW_ACERO:=ON}
+: ${ARROW_AZURE:=ON}
 : ${ARROW_DATASET:=ON}
 : ${ARROW_FLIGHT:=ON}
 : ${ARROW_GANDIVA:=OFF}
@@ -87,6 +88,7 @@ pushd /tmp/arrow-build
 
 cmake \
     -DARROW_ACERO=${ARROW_ACERO} \
+    -DARROW_AZURE=${ARROW_AZURE} \
     -DARROW_BUILD_SHARED=ON \
     -DARROW_BUILD_STATIC=OFF \
     -DARROW_BUILD_TESTS=OFF \
@@ -141,6 +143,7 @@ export PYARROW_BUNDLE_ARROW_CPP=1
 export PYARROW_CMAKE_GENERATOR=${CMAKE_GENERATOR}
 export PYARROW_INSTALL_TESTS=1
 export PYARROW_WITH_ACERO=${ARROW_ACERO}
+export PYARROW_WITH_AZURE=${ARROW_AZURE}
 export PYARROW_WITH_DATASET=${ARROW_DATASET}
 export PYARROW_WITH_FLIGHT=${ARROW_FLIGHT}
 export PYARROW_WITH_GANDIVA=${ARROW_GANDIVA}
diff --git a/ci/scripts/python_wheel_unix_test.sh b/ci/scripts/python_wheel_unix_test.sh
index 01250ff7ef40c..df5a207d03de9 100755
--- a/ci/scripts/python_wheel_unix_test.sh
+++ b/ci/scripts/python_wheel_unix_test.sh
@@ -32,11 +32,13 @@ source_dir=${1}
 : ${ARROW_SUBSTRAIT:=ON}
 : ${ARROW_S3:=ON}
 : ${ARROW_GCS:=ON}
+: ${ARROW_AZURE:=ON}
 : ${CHECK_IMPORTS:=ON}
 : ${CHECK_UNITTESTS:=ON}
 : ${INSTALL_PYARROW:=ON}
 
 export PYARROW_TEST_ACERO=ON
+export PYARROW_TEST_AZURE=${ARROW_AZURE}
 export PYARROW_TEST_CYTHON=OFF
 export PYARROW_TEST_DATASET=ON
 export PYARROW_TEST_FLIGHT=${ARROW_FLIGHT}