A new and distinct cultivar of Juniper plant named ‘RLH-SS1PI’, characterized by its relatively compact and upright narrowly pyramidal plant form; freely branching habit requiring minimal pruning; dense and bushy appearance; lateral branches that are flexible and resist breakage and splitting; leaves that maintain their bluish green color throughout the seasons; and good landscape performance.