Abstract: This invention generally relates to a process, system and computer code for enabling users to create adapters that enable application automation by collecting automation information for purposes of data profiling each source data schema presented for analysis to determine the data types and classify them accordingly (string, number, date); ranking and classifying the data elements by their importance using the data profiling information generated; building individual widgets needed to construct the data dashboard based on the top ranked data elements; auto-generation of visualization dashboards that combine the individual widgets identified; associate the most relevant date filter to perform time-series analysis on the generated dashboard; customization and personalization from the starter dashboard.