I tried the blue painters tape too and it does not stick well and I always wash my fabric first with no fabric softener
I use plain old masking tape but only put it on when I am ready to actually ready to sit and quilt. I pull it off immediately after stitching and never leave it on longer than I have to. Nice straight lines, works with walking foot and makes me look good.