In this paper we investigate the progression of the wholesale price index (WPI) and various consumer price indices (CPIs) in the last four decades. different time series models are used to analyze the past data and project their movement in the coming years. Any change in petroleum prices has direct as well as indirect effect on the WPI. We estimate the indirect impact through appropriate distributed lag models. The effective time taken for the full impact is also investigated.