A new and distinct Petunia cultivar named ‘DPECAPBURG’ is disclosed, characterized by well-branched plants with a semi-trailing growth habit, abundant flowering and medium vigor. Flower color is purple with a blue throat, flowers are large. The new variety is a Petunia, normally produced as an outdoor garden or container plant.