However, a notable challenge is the requirement to obtain consistent raw data, especially when operating in multiple regions with varying data sets. Each region may have distinct field names or data setups, necessitating the standardization of data before loading it into Apptio One. In Apptio One, there are areas for improvement, particularly in addressing potential bugs. An instance of this is observed when transitioning changes from the development region to the staging or production region. In instances with larger datasets, the calculation process may experience delays. Once the calculation concludes, the process proceeds to the subsequent region, whether it be staging or production.