I use spray starch. I put oversized pieces on a towel on a table to spray. I let them rest for about a minute before taking them to my ironing board. There is not much buildup then. After they are ironed I cut them to the size I want.
I sprayed the pieces directly on my ironing board on my first quilt. It left a mess so I switched to a towel on a table.