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AtScale on Snowflake represents our fastest-growing customer profile by far. Why? It’s not because of Snowflake shortcomings. It’s not about AtScale’s overlapping capabilities. AtScale and Snowflake are very different and complementary technologies. Snowflake is the industry leader in cloud computing, and AtScale provides the mission-critical semantic layer required for business analysts and autonomous data engineering. AtScale’s support for time relative measures, hierarchies, dimensional modeling, Excel pivot tables (MDX) support, Power BI (DAX) support all serve as required capabilities to drive more use cases towards Snowflake without moving data off Snowflake.