End of the day, I managed to solve it by just remove the symbol ^ away from the package version.

"react-native-google-mobile-ads": "^14.8.0",

"react-native-google-mobile-ads": "14.8.0",

So when I build in the EAS server, the server will get this version of the google mobile Ads instead of the the latest version.