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You are tasked with optimizing the performance of a data warehouse using Azure Synapse Analytics. One of the requirements is to implement a partition strategy for handling large volumes of data. What factors should you consider when designing the partitioning scheme, and how can partitioning improve the performance of your data warehouse?