Lavender (Lavandula officinalis) was originally found only in the Mediterranean, but now blooms in many sunny locations around the world and is also very popular as a decorative garden shrub as it produces beautifully scented purple flower heads. The flowers come in a light blue to a deep purple color. These flowers are full of medicinally active compounds.