diff --git a/ci/docker/python-wheel-manylinux-201x.dockerfile b/ci/docker/python-wheel-manylinux-201x.dockerfile
index 4f74b8b1c59..adab10da623 100644
--- a/ci/docker/python-wheel-manylinux-201x.dockerfile
+++ b/ci/docker/python-wheel-manylinux-201x.dockerfile
@@ -75,8 +75,7 @@ RUN vcpkg install \
         --x-feature=flight \
         --x-feature=gcs \
         --x-feature=json \
-        --x-feature=parquet \
-        --x-feature=s3
+        --x-feature=parquet
 
 ARG python=3.8
 ENV PYTHON_VERSION=${python}
diff --git a/ci/scripts/python_wheel_manylinux_build.sh b/ci/scripts/python_wheel_manylinux_build.sh
index 6fe26134fdb..4953da57905 100755
--- a/ci/scripts/python_wheel_manylinux_build.sh
+++ b/ci/scripts/python_wheel_manylinux_build.sh
@@ -85,6 +85,9 @@ fi
 mkdir /tmp/arrow-build
 pushd /tmp/arrow-build
 
+# ARROW-17501: We can remove -DAWSSDK_SOURCE=BUNDLED once
+# https://github.com/aws/aws-sdk-cpp/issues/1809 is fixed and vcpkg
+# ships the fix.
 cmake \
     -DARROW_BROTLI_USE_SHARED=OFF \
     -DARROW_BUILD_SHARED=ON \
@@ -117,6 +120,7 @@ cmake \
     -DARROW_WITH_SNAPPY=${ARROW_WITH_SNAPPY} \
     -DARROW_WITH_ZLIB=${ARROW_WITH_ZLIB} \
     -DARROW_WITH_ZSTD=${ARROW_WITH_ZSTD} \
+    -DAWSSDK_SOURCE=BUNDLED \
     -DCMAKE_BUILD_TYPE=${CMAKE_BUILD_TYPE} \
     -DCMAKE_INSTALL_LIBDIR=lib \
     -DCMAKE_INSTALL_PREFIX=/tmp/arrow-dist \