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The most efficient method to remove files from Amazon S3 quickly is to use the AWS Command Line Interface (CLI) or an SDK to delete multiple objects simultaneously using the Amazon S3 API. This process is faster than deleting each object individually through the AWS Management Console. Additionally, it's recommended to distribute the delete process across multiple threads to reduce the overall time required for deletion.