We skip the initial data transformation steps and only work directly on the existing Parquet file. Specifically, we will go to build a platform for cost and performance analysis, from which we can balance the cost with the efficiency of the components in the system, but still adhere to the optimal architecture. advantage of AWS (AWS Well-Architected Framework). We begin with the following data construction steps: