Overall, I am satisfied with the product as a strategic analytics platform. The solution continues to improve, especially around live data handling. However, the product development lifecycle often feels inconsistent: features are introduced without full coverage, later reworked, and sometimes partially or fully deprecated. This results in avoidable rework, uncertainty and additional testing efforts for teams who rely on SAC in a business-critical environment

SAP Analytics Cloud is a browser-based data tool with a focus on visualisation and planning. Data modelling capabilities are limited and overlap with other tools. Report creation functionality is in continual development and the user and consumption experience keeps changing -- generally for the better, but it does not feel like a stable, reliable product, and build time is not always very fast. The solution requires the presentation of data in reports for analysis rather than supplying direct analytical capabilities, making it a strong but limited tool that is difficult to use in isolation.