diff --git a/ci/docker/python-wheel-windows-vs2019.dockerfile b/ci/docker/python-wheel-windows-vs2019.dockerfile
index f827e57f4e61f..1602b551c48d9 100644
--- a/ci/docker/python-wheel-windows-vs2019.dockerfile
+++ b/ci/docker/python-wheel-windows-vs2019.dockerfile
@@ -45,6 +45,7 @@ ENV GITHUB_REPOSITORY_OWNER="${GITHUB_REPOSITORY_OWNER}" \
     GITHUB_TOKEN="${GITHUB_TOKEN}" \
     VCPKG_BINARY_SOURCES="clear;nuget,GitHub,readwrite" \
     VCPKG_ROOT=C:\\vcpkg
+# TODO: Use --mount=type=secret for GITHUB_TOKEN
 RUN bash arrow/ci/scripts/install_vcpkg.sh /c/vcpkg %vcpkg% && \
     setx PATH "%PATH%;%VCPKG_ROOT%"
 
diff --git a/dev/archery/archery/docker/core.py b/dev/archery/archery/docker/core.py
index 1c486e7aae629..2bc2a9939e4b9 100644
--- a/dev/archery/archery/docker/core.py
+++ b/dev/archery/archery/docker/core.py
@@ -232,7 +232,7 @@ def _execute_docker(self, *args, **kwargs):
 
     def pull(self, service_name, pull_leaf=True, ignore_pull_failures=True):
         def _pull(service):
-            args = ['pull']
+            args = ['pull', '--quiet']
             if service['image'] in self.pull_memory:
                 return
 
@@ -427,9 +427,9 @@ def run(self, service_name, command=None, *, env=None, volumes=None,
     def push(self, service_name, user=None, password=None):
         def _push(service):
             if self.config.using_docker:
-                return self._execute_docker('push', service['image'])
+                return self._execute_docker('push', '--quiet', service['image'])
             else:
-                return self._execute_compose('push', service['name'])
+                return self._execute_compose('push', '--quiet', service['name'])
 
         if user is not None:
             try: