Yeah I just use the non-stick side of the adhesive from team bags and self seal envelopes. They work against the card from sliding into the stickiness of the painters tape.
Someone on sportlots was doing this, and I figured, well heck, if it's working for them, it doesn't cost me anymore, and I don't have to worry about the cards sliding into the tape.