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This pull request refactors Zarr and Icechunk store handling by centralizing utility functions and improving dimension fetching performance. The review identifies critical issues where missing checks for empty node data could lead to SyntaxError crashes during JSON parsing. Suggestions were also provided to further leverage the new utility functions for cleaner path resolution logic.
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closes #628