Heat olive oil in a large pot or Dutch oven over medium-high heat. Add red onion, celery, and garlic. Season with salt and black pepper, to taste, and stir to combine. Cook, stirring frequently, until the veggies soften and develop a bit of color, approximately 3-4 minutes.