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In the context of optimizing a data pipeline that utilizes Delta Lake for incremental data processing, consider a scenario where the storage costs are escalating due to the accumulation of deleted files that are no longer needed for the pipeline's operations. The team is looking for a solution that not only addresses the immediate cost concern but also ensures the long-term maintainability and performance of the table. Given these requirements, what is the primary purpose of the VACUUM command in Delta Lake, and how does it contribute to the table's maintenance? Choose the best option from the following:
A
The VACUUM command is used to reorganize the data in the table to improve query performance by optimizing the physical layout of the data.
B
The VACUUM command is used to update the metadata of the table to ensure it accurately reflects the latest data changes and schema modifications.
C
The VACUUM command is used to merge small files into larger ones to reduce the number of files in the table, thereby improving the efficiency of file operations.
D
The VACUUM command is used to reclaim storage space by permanently removing files that have been marked as deleted and are no longer referenced by the table, thus helping to manage storage costs and maintain table performance.