The key components include: Data Sources, Extraction, Transformation, and Loading (ETL) processes, Data Storage (InfoCubes, DataStore Objects (DSOs), Advanced DSOs), Reporting and Analysis tools (BEx Analyzer, Web Application Designer, SAP Analytics Cloud).