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In the meantime, I found a solution to my question. I needed to add my app container to the services with an alias to establish a connection. While executing commands inside this container is not possible, the app container is successfully serving content and is accessible by the Playwright container.

container-tests:
  stage: test
  when: always
  image: mcr.microsoft.com/playwright/python:v1.50.0-noble
  services:
    - name: ${CI_REGISTRY_IMAGE}
      alias: app
  script:
    - pip install pytest-base-url pytest-playwright playwright
    - playwright install
    - pytest tests --base-url='http://app'

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