In a large skillet, cook bacon on medium until crisp; remove with a slotted spoon to drain on paper towels. Discard all but 3 Tablespoons of drippings. Add basting oil and celery & onions. Cook the vegetables while stirring occasionally until tender, about 10 minutes. Add to large bowl of bun mixture along with cooked bacon, eggs, and arugula; mix well.