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zarr-python

Stores and queries chunked N-D scientific arrays with Zarr-Python 3, including codecs, sharding, S3/GCS storage, and NumPy/Dask/Xarray integration. Use for array layout, bounded I/O, format migration, or scientific metadata preservation.

skills/zarr-python/SKILL.md

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# Zarr Python

## When to use

Use for chunked scientific arrays, hierarchical stores, codecs, sharding, partial reads,
cloud object storage, and NumPy/Dask/Xarray interoperability. This community guide targets
**Zarr-Python 3.4.0**, released **2026-09-15**, with Python 3.12+. The package version and
on-disk format are separate: this release reads/writes formats 2 and 3; new arrays default
to format 3. Keep downstream packages that require `zarr<3` in their own environments.

## Install

```bash
uv pip install "zarr==3.4.0" "numpy==2.5.3"
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