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In this segment from "Cloud Storage Bytes," Jenny Brown discusses the challenges of uploading large files, particularly when working with data sets ranging from a few hundred megabytes to two gigabytes. She highlights that upload speeds can be limited and mentions the Python API's gsutil tool, which may indicate that the file size is too large for standard uploads. Jenny emphasizes a key solution: using parallel composite uploads. This method involves gsutil splitting large files into smaller segments and uploading them simultaneously, significantly improving upload performance and efficiency.