Janaarthanan Selvarajan enhanced the exasol/notebook-connector repository by improving the consistency of the BucketFS API. Over the course of a month, Janaarthanan refactored the codebase to rename the open_bucketfs_connection API to open_bucketfs_bucket, addressing potential ambiguity and aligning with long-term maintainability goals. To ensure a smooth transition for users, a deprecation warning was introduced for the old API name, guiding developers toward the updated interface. This work leveraged Python and focused on API design and refactoring, resulting in a clearer, safer migration path for future development while maintaining backward compatibility within the repository’s BucketFS functionality.