One thing I was doing wrong when I started was 'ironing' and not 'pressing' and also doing it from the bottom (ironing my seams down from the backside instead of from the top of the fabric).
What I do now is 'press' the seam to the side, and then let the iron sit for a bit on top of the seam... it makes a nicer 'press.'