diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index 68cd413..ac0d0e0 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -6,8 +6,15 @@ jobs:
   tests:
     strategy:
       matrix:
-        os: [ubuntu-22.04, ubuntu-latest]
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        os: [ubuntu-latest]
+        python-version: ['3.6', '3.7', '3.8', '3.9', '3.10', '3.11', '3.12']
+        exclude:
+          # Python 3.6 is not available in GitHub Actions Ubuntu 22.04
+          - os: ubuntu-latest
+            python-version: '3.6'
+          # Python 3.7 is not available in GitHub Actions Ubuntu 22.04
+          - os: ubuntu-latest
+            python-version: '3.7'
     runs-on: ${{ matrix.os }}
     steps:
       - uses: actions/checkout@v4
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 45eb938..a3f233e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,10 +2,6 @@
 
 ### Unreleased
 
-# v14.0.0
-- Support Docker compose v2
-- Drop Python 3.7 support
-
 # v13.14.2
 - Collect additional parameters provided to kubetools cronjob spec and attach to k8s cronjob spec
 
diff --git a/kubetools/__init__.py b/kubetools/__init__.py
index 602b6aa..172f505 100644
--- a/kubetools/__init__.py
+++ b/kubetools/__init__.py
@@ -1,3 +1,3 @@
 from importlib import metadata
 
-__version__ = metadata.version("kubetools")
+__version__ = metadata.version('kubetools')
diff --git a/kubetools/dev/backends/docker_compose/config.py b/kubetools/dev/backends/docker_compose/config.py
index c7e08d0..4c1498d 100644
--- a/kubetools/dev/backends/docker_compose/config.py
+++ b/kubetools/dev/backends/docker_compose/config.py
@@ -248,8 +248,9 @@ def create_compose_config(kubetools_config):
     if dev_network:
         compose_config['networks'] = {
             'default': {
-                'name': 'dev',
-                'external': True,
+                'external': {
+                    'name': 'dev',
+                },
             },
         }
 
diff --git a/kubetools/dev/backends/docker_compose/docker_util.py b/kubetools/dev/backends/docker_compose/docker_util.py
index 6c95151..42caf91 100644
--- a/kubetools/dev/backends/docker_compose/docker_util.py
+++ b/kubetools/dev/backends/docker_compose/docker_util.py
@@ -1,3 +1,5 @@
+import sys
+
 from functools import lru_cache
 
 import docker
@@ -136,8 +138,8 @@ def get_containers_status(
         if not env:
             env = compose_project.replace(docker_name, '')
 
-        # Get the service name from the Docker Compose label (works with both v1 and v2)
-        name = container.labels['com.docker.compose.service']
+        # Where the name is compose-name_container_N, get container
+        name = container.name.split('_')[1]
 
         status = container.status == 'running'
         ports = []
@@ -202,7 +204,8 @@ def run_compose_process(kubetools_config, command_args, **kwargs):
     create_compose_config(kubetools_config)
 
     compose_command = [
-        'docker', 'compose',
+        # Use current interpreter to run the docker-compose module installed in the same venv
+        sys.executable, '-m', 'compose',
         # Force us to look at the current directory, not relative to the compose
         # filename (ie .kubetools/compose-name.yml).
         '--project-directory', '.',
diff --git a/setup.py b/setup.py
index 6e73b88..14cab4e 100644
--- a/setup.py
+++ b/setup.py
@@ -55,9 +55,12 @@ def get_readme_content():
             'pyyaml>=3,<6',
             'requests>=2,<2.29.0',  # https://github.com/docker/docker-py/issues/3113
             'pyretry',
+            'packaging',
             # To support CronJob api versions 'batch/v1beta1' & 'batch/v1'
             'kubernetes>=21.7.0,<25.0.0',
             'tabulate<1',
+            # compose v2 has broken container naming
+            'docker-compose<2',
         ),
         extras_require={
             'dev': (