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@virtual-zarr

Virtual Zarr

Create virtual Zarr stores!

Virtual Zarr

A community for creating and using Virtual Zarr stores — cloud-optimized, chunk-based access to your existing archival data, without copying or converting it.

What is a Virtual Zarr store?

Lots of valuable scientific data is stored in pre-cloud archival file formats like netCDF, HDF5, GRIB, or TIFF. A Virtual Zarr store lets you read that data through the Zarr API by generating lightweight references that point to the byte ranges of chunks inside the original files. You get fast, cloud-friendly, xarray-compatible access while the source data stays exactly where it is. No duplication, no rewriting.

The ecosystem

  • VirtualiZarr — Create virtual Zarr stores using familiar xarray syntax. Open archival files as virtual datasets, combine them into a single coherent datacube, and serialize the chunk references to disk.
  • Icechunk — A cloud-native, transactional storage engine for Zarr. One of the formats VirtualiZarr writes to, it lets virtual chunks (pointing at archival files) and native Zarr chunks be treated interchangeably, with versioning and transactional guarantees.

A typical workflow: use VirtualiZarr to virtualize and combine your files, commit the references to Icechunk, then read it all back with xarray.open_zarr as if it were one cloud-optimized store.

Join the community

Have a question, an idea, or a workflow to share? Head to our community Discussions — it's the place to ask how to create or use Virtual Zarr stores, share projects, and help others.

Useful links

Popular repositories Loading

  1. virtual-tiff virtual-tiff Public

    Produce and explore virtual Zarr with TIFFs

    Python 48 8

  2. hrrr-parser hrrr-parser Public

    Virtualizarr parser for HRRR

    Python 8

  3. async-hdf5 async-hdf5 Public

    Experimenting with a Zarr proxy for HDF5, backed by Rust

    Rust 8 1

  4. vzviz vzviz Public

    Explore file structures with VirtualiZarr

    Python 6

  5. nldas-icechunk nldas-icechunk Public

    NLDAS3 daily data virtualization using icechunk

    Jupyter Notebook 5

  6. opr-manifest-explorer opr-manifest-explorer Public

    Visualizing OPR data structure

    Python 3 1

Repositories

Showing 10 of 26 repositories
  • tempo-virtual-zarr-pipeline Public

    Pipeline for TEMPO virtualization

    virtual-zarr/tempo-virtual-zarr-pipeline's past year of commit activity
    Python 2 MIT 1 3 0 Updated Oct 20, 2026
  • virtualzarr.cloud Public

    Website

    virtual-zarr/virtualzarr.cloud's past year of commit activity
    JavaScript 1 Apache-2.0 0 5 0 Updated Sep 24, 2026
  • virtual-tiff Public

    Produce and explore virtual Zarr with TIFFs

    virtual-zarr/virtual-tiff's past year of commit activity
    Python 48 MIT 8 20 (1 issue needs help) 9 Updated Aug 7, 2026
  • nex-gddp-cmip6 Public

    Virtual datatree of the NASA - NEX-GDDP-CMIP6 downscaling data

    virtual-zarr/nex-gddp-cmip6's past year of commit activity
    Python 1 0 1 0 Updated Jul 29, 2026
  • gpmimerghh-virtualizarr-data-pipeline Public

    Pipeline to generate a virtual icechunk store for the GPM_3IMERGHH product

    virtual-zarr/gpmimerghh-virtualizarr-data-pipeline's past year of commit activity
    Jupyter Notebook 1 MIT 0 3 0 Updated Jul 17, 2026
  • geos-cf-icechunk Public

    Creating virtual icechunk stores for GEOS-CF dataset. The virtual icechunk repository is hosted publicly at s3://veda-geos-cf-virtualizarr/

    virtual-zarr/geos-cf-icechunk's past year of commit activity
    Jupyter Notebook 0 MIT 1 1 3 Updated Jun 30, 2026
  • rasi-icechunk Public

    Batch virtualization of the RASI dataset

    virtual-zarr/rasi-icechunk's past year of commit activity
    Jupyter Notebook 2 0 6 1 Updated Jun 4, 2026
  • .github Public

    A community space for producing and using Virtual Zarr stores

    virtual-zarr/.github's past year of commit activity
    0 CC0-1.0 0 0 0 Updated Jun 2, 2026
  • community Public

    Connect with other people working with Virtual Zarr stores

    virtual-zarr/community's past year of commit activity
    1 0 0 0 Updated Jun 2, 2026
  • gpmimerghh-icechunk Public archive

    Design + Infra to create an Icechunk Store for GPM IMERG HH 07

    virtual-zarr/gpmimerghh-icechunk's past year of commit activity
    Jupyter Notebook 1 0 0 2 Updated May 22, 2026

Most used topics

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