Setup of Gitlab CI on AWS with a Proxy for the Internet breakout

Is there anyone who managed to set up Gitlab CI on AWS with an internet breakout going through a proxy ?
Our problem is that Runner Scheduler cannot reach the Amazon API (going through an on-premise proxy) to instantiate the Runners.
Is it feasible ?
Thanks for your help !