Update:

I had tried the same technique to create textured cylindrical shape, However the bumps end up inside of the cylindrical surface & not outside of it!

Note: I tried to click different corners of base surface and even rotated cylindrical surface along its height . I couldn't get desired result! what am I doing wrong?