diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 0f68ed9..26da174 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -9,13 +9,16 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: [3.9]
+        python-version: [3.9, 3.11]
         os: [ubuntu-latest]
 
     steps:
     - name: Checkout
       uses: actions/checkout@v2
 
+    - name: Set up Docker
+      uses: docker/setup-buildx-action@v3
+
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v2
       with:
diff --git a/requirements.in b/requirements.in
index 3f644b8..c1a5818 100644
--- a/requirements.in
+++ b/requirements.in
@@ -1,5 +1,4 @@
 Click
-docker-compose==1.29.2
 pyyaml>=5.4.1
 MarkupSafe
 jinja2
diff --git a/requirements.txt b/requirements.txt
index 1c0c2ba..c1a5818 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,5 +1,4 @@
 Click
-docker-compose>=1.26.2, <=1.29.2
 pyyaml>=5.4.1
 MarkupSafe
 jinja2
diff --git a/setup.cfg b/setup.cfg
index 592a9fd..a0762c2 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -3,5 +3,5 @@ universal = 1
 
 [metadata]
 description_file = README.md
-version = 1.0.2
+version = 1.1.0
 
diff --git a/stackconfig/stackconfig.py b/stackconfig/stackconfig.py
index 8f32a32..7a4e6f0 100644
--- a/stackconfig/stackconfig.py
+++ b/stackconfig/stackconfig.py
@@ -1,8 +1,5 @@
 import tempfile
-
-from compose.config.serialize import serialize_config
-from compose.cli.command import get_config_from_options
-
+import subprocess
 
 from stackconfig.utils.yaml_utils import save_compose, load_compose, remove_files
 from stackconfig.utils.validate_compose import validate_docker_stack_compose
@@ -17,14 +14,22 @@ def __init__(self, files, output, version=None):
 
     def merge_stack_compose(self):
         """
-        Merges docker-compose files using docker-compose library
+        Merges docker-compose files using docker stack config CLI
         """
-        # using docker-compose library merge process
-        compose_config = get_config_from_options(
-            ".", {"--file": self.files}, {"--no-interpolate": False}
-        )
-        compose_config_str = serialize_config(compose_config, None, escape_dollar=True)
-
+        # Build command: docker stack config -c file1 -c file2
+        cmd = ["docker", "stack", "config"]
+        for f in self.files:
+            cmd.extend(["-c", f])
+        try:
+            result = subprocess.run(
+                cmd,
+                capture_output=True,
+                text=True,
+                check=True
+            )
+        except subprocess.CalledProcessError as e:
+            raise Exception(e.stderr or str(e))
+        compose_config_str = result.stdout
         # tmp file
         name_tmp_file = tempfile.NamedTemporaryFile().name
         save_compose(compose_config_str, name_tmp_file, as_text=True)
diff --git a/tests/test_stackconfig.py b/tests/test_stackconfig.py
index ff6a8ec..d493048 100644
--- a/tests/test_stackconfig.py
+++ b/tests/test_stackconfig.py
@@ -54,13 +54,15 @@ def test_merge_compose_files_invalid(version, mock_success_subprocess):
 def test_merge_compose_files_syntax_error(mock_success_subprocess):
     with open("/tmp/invalid-compose.yml", "+w") as file:
         file.writelines("{}\ntests: test_value".format("test"))
+    with open("/tmp/override_invalid.yml", "+w") as file:
+        file.writelines("{}\ntests: test_value".format("test"))
     with pytest.raises(Exception) as exc:
         c = StackConfigCompose(
             ["/tmp/invalid-compose.yml", "/tmp/override_invalid.yml"],
             "/tmp/temp_result_invalid.yml",
         )
         c.merge_stack_compose()
-    assert "mapping values are not allowed here" in str(exc)
+    assert "mapping values are not allowed in this context" in str(exc)
 
 
 def test_merge_compose_files_invalid_syntax_compose_validation(mock_error_subprocess):
@@ -73,4 +75,4 @@ def test_merge_compose_files_invalid_syntax_compose_validation(mock_error_subpro
             ["tests/example_compose.yml"] + templates, "/tmp/temp_result.yml"
         )
         c.merge_stack_compose()
-    assert f"services.service_custom.deploy.replicas contains an invalid type" in str(err)
+    assert f"services.service_custom.deploy.replicas must be a integer" in str(err)