A new and distinct cultivar of Lantana plant named `Robpatgol`, characterized by its upright and outwardly spreading plant habit; uniformly mounded plant form; semi-compact growth habit; freely branching habit; short internodes; dense and bushy habit; freely and continuously flowering habit; and flowers that are bright golden yellow in color.