Phillip's of Baltimore Shrimp Salad

Source: Chef Brendan McGovern, Phillip's of Baltimore

1 1/2 pounds raw shrimp
2 1/4 stalks celery, chopped
3/4 medium red onion, chopped
3/4 cup mayonnaise, real - not low fat
2 tablespoons Old Bay