diff --git a/roles/docker/tasks/main.yml b/roles/docker/tasks/main.yml
index 40a1195..4f7dc24 100644
--- a/roles/docker/tasks/main.yml
+++ b/roles/docker/tasks/main.yml
@@ -48,7 +48,8 @@
   pip:
     name: "{{ docker_pip_package }}"
     state: "{{ docker_pip_package_state }}"
-    extra_args: "--target {{ docker_python_package_path }}"
+    virtualenv: "{{ docker_python_package_path }}"
+    virtualenv_python: "python{{ ansible_python_version | regex_search('\\d+\\.\\d+') }}"
     version: "{{ docker_pip_package_version }}"
   become: true
   changed_when: false
diff --git a/roles/docker_compose/tasks/main.yml b/roles/docker_compose/tasks/main.yml
index da96dec..2aa4a48 100644
--- a/roles/docker_compose/tasks/main.yml
+++ b/roles/docker_compose/tasks/main.yml
@@ -37,6 +37,7 @@
     name: "{{ docker_compose_pip_package }}"
     state: "{{ docker_compose_pip_package_state }}"
     virtualenv: "{{ docker_compose_python_package_path }}"
+    virtualenv_python: "python{{ ansible_python_version | regex_search('\\d+\\.\\d+') }}"
     version: "{{ docker_compose_pip_package_version | default(omit) }}"
   become: true
   changed_when: false