Anyone else out there with an escape artist???

I had a horrible day Thursday with Matilda disappearing for 15 minutes in a busy public place... I still feel ill. Sometimes I blame my parenting and sometimes I blame my child... how do you cope? What do you do when you have to go out somewhere that they may run away?