How To Grow Your Own Lavender. Lavender is an herb that has been used for centuries and offers a plethora of health benefits. Originally grown in the Mediterranean, lavender flowers and oil are widely used. Lavender also grows quite well in containers. In the Deep South, it actually does better in pots, as it benefits from improved drainage and air circulation.