In my case I used margin to be able to change the size:
Container(
margin: EdgeInsets.all(10),
// or margin: EdgeInsets.only(left:10, right:10),
child: RaisedButton(
padding: EdgeInsets.all(10),
shape: RoundedRectangleBorder(borderRadius:
BorderRadius.circular(20)),
onPressed: () {},
child: Text("Button"),
),
),