diff --git a/.github/workflows/go.yml b/.github/workflows/go.yml
index d5f0d305a4dcc..11dc29dcae54e 100644
--- a/.github/workflows/go.yml
+++ b/.github/workflows/go.yml
@@ -79,12 +79,14 @@ jobs:
           {
             "arch-label": "ARM64",
             "arch": "arm64v8",
+            "archery-use-docker-cli": "0",
             "go": "1.21",
             "runs-on": ["self-hosted", "arm", "linux"]
           },
           {
             "arch-label": "ARM64",
             "arch": "arm64v8",
+            "archery-use-docker-cli": "0",
             "go": "1.22",
             "runs-on": ["self-hosted", "arm", "linux"]
           }
diff --git a/dev/archery/archery/docker/cli.py b/dev/archery/archery/docker/cli.py
index 7053db2afccff..e6baf0ca1f002 100644
--- a/dev/archery/archery/docker/cli.py
+++ b/dev/archery/archery/docker/cli.py
@@ -77,9 +77,7 @@ def docker(ctx, src, dry_run, using_docker_cli, using_docker_buildx):
     compose = DockerCompose(config_path, params=os.environ,
                             using_docker=using_docker_cli,
                             using_buildx=using_docker_buildx,
-                            debug=ctx.obj.get('debug', False),
-                            compose_bin=("docker compose" if using_docker_cli
-                                         else "docker-compose"))
+                            debug=ctx.obj.get('debug', False))
     if dry_run:
         _mock_compose_calls(compose)
     ctx.obj['compose'] = compose
diff --git a/dev/archery/archery/docker/core.py b/dev/archery/archery/docker/core.py
index 7376bb0a3b72d..0b49111dd6944 100644
--- a/dev/archery/archery/docker/core.py
+++ b/dev/archery/archery/docker/core.py
@@ -311,7 +311,7 @@ def _build(service, use_cache):
                 self._execute_docker("buildx", "build", *args)
             elif self.config.using_docker:
                 # better for caching
-                if self.config.debug and os.name != "nt":
+                if self.config.debug:
                     args.append("--progress=plain")
                 for k, v in service['build'].get('args', {}).items():
                     args.extend(['--build-arg', '{}={}'.format(k, v)])
@@ -324,7 +324,7 @@ def _build(service, use_cache):
                 ])
                 self._execute_docker("build", *args)
             else:
-                if self.config.debug and os.name != "nt":
+                if self.config.debug:
                     args.append("--progress=plain")
                 self._execute_compose("build", *args, service['name'])