Cook bacon in a large skillet over medium heat 5 minutes or until crisp. Add shallots, celery, and bell pepper; sauté 7 minutes or until tender. Stir in black-eyed peas and next 8 ingredients. Remove from heat.
Combine lemon juice and oil; stir into shrimp mixture. Cover and chill several hours.