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Challenges in Data Management and Solutions for Query Portability
The chapter delves into the obstacles faced in data management due to Python version discrepancies and SQL dialect disparities, with a focus on Voltron’s solution through query transpilation and portability. Voltron’s approach involves the development of a versatile SQL frame layer for producing adaptable SQL across different backends and the exploration of Decius, an advanced query engine optimized for NVIDIA GPUs and potential hardware accelerators.