Holy Sepulchre Cemetery (Established 1895) Cheltenham Ave. Philadelphia, PA 19118 215-247-0691 Thought phone number might also be helpful. I think it is correct that the cemetery is located in Chetenham Township in Montgomery County -- but it also has a Philadelphia address. It borders Philadelphia.