How do you pass custom environment variable on Amazon Elastic Beanstalk (AWS EBS)?

As a heads up to anyone who uses the .ebextensions/*.config way: nowadays you can add, edit and remove environment variables in the Elastic Beanstalk web interface.

The variables are under Configuration → Software Configuration: