Thank you for your answer @DMehaffy.
After more search into what makes it doesn’t work is that it seems that the CI process is not well implemented. The .env file generation is called after the admin build which cause the front not to get the proper environment variable values.
I’ll update that and let you know if I still get errors during deployment 
Thomas