There has been an increasing demand from the cricketing community to introduce newer metrics to analyze the game. Data from ball tracking and prediction have urged statisticians to re-look at existing comparative measures. Using methods from topological data analysis, we introduce a new technique to compare cricketers using spatial features. We use data from IPL seasons (2012-2017) to compare our results with an existing ranking scheme.