In this work, we introduce a useful and efficient calculation method for solving linear fractional pantograph delay equations
(FPDEs). The proposed method is primarily dependent on the least-squares approximation technique. After embedding the
problem into a minimization problem, it solves the Lagrange multiplier method. The convergence analysis is theoretically
proved. Finally, some numerical examples singled out to show the usefulness and capability of the suggested approach.