Tanzhe Temple has a vajra longevity tower, which is a white masonry tower built between the Yuan Tong Hall and the Dizang Hall. Built in the second year of the Zhengtong era (1437) during the Ming Dynasty, this tower was funded by King Zhu Yanyong and is the only existing ancient tower in Tanzhe Temple. There are ancient pine trees on each side of the tower, forming a landscape of Tanzhe Temple, named: "two phoenix dancing with a tower".