Some people like Facebook and co. to know were their picture was taken so that it can be easily geotagged. Or for whatever reason. That's okay.
Some people don't like that. That's is also okay.
So you don't want to share all the metadata your phone stores for every picture?
This Android app will remove all this data before sharing. Just share a picture like you'd normally do and choose Scrambled Exif.