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Consider a dataset of customer feedback from an e-commerce platform, which includes columns like feedback_id, customer_id, rating, and timestamp. Describe how you would choose the appropriate partitioning strategy for this dataset to optimize query performance, considering the typical query patterns and the size of the dataset.