I think if dogs are welcomed into the store then it's ok to bring them in (and yes, you should pick up after your dog)

Our Home Depot also welcomes dogs. We had to stop by there once while we were out and just happened to have Roxey with us. I was going to wait outside the store and one of the managers came out and personally invited us in