Google Takeout dumps the files exactly how they were uploaded without any modifications. It then provides it's own info/metadata as a json file with the same name.

There are some situations where you may have entered geolocation data on the app/website and this will end up in the json file rather than embedded in the image file metadata. It's up to you to work out how you want to merge this back in.