Abstract-In this paper a simulation study has been carried out on unpaced reliable and unreliable production lines having multiple products processing in batches with setup / changeover time. The aim of this study is to evaluate the design of multi product production lines operating under operation time variability for different products and compare the performance measures between reliable and unreliable lines.