It is possible to grow tomatoes and peppers together, as they like the same soil conditions and temperatures. They complement each other well since tomatoes need heat to ripen while peppers require cooler temperatures for optimal flavor. To grow them together, you can start seeds indoors around six weeks before planting. Once the weather warms up, transplant the tomato and pepper plants outdoors.