Zarr 🔬

Zarr (beta)

Open Betabeta
.zarr.zip · application/zip

Zarr is a multi-dimensional array storage format for scientific data. It supports chunked storage, compression, and parallel access. Ideal for climate data, satellite time series, and geospatial data.

Beta: Beta -- experimental. If the service cannot build a native DWG it returns a DXF file with an honest X-Actual-Format: dxf header (the same CAD applications open both).
Export Zarr now ✨ Open Beta — free, no limits

Key Features

Chunked storage
Compression (Blosc, Zstd)
Parallel chunk access
Example Zarr export (central Moscow, 1x0.5 km)
Example: central Moscow, ~1×0.5 km, medium detail

About Zarr Format

Zarr is a format for storing large multidimensional arrays: the data is cut into chunks, and each chunk is compressed and stored separately. That is why an array is read in pieces, in parallel and straight from the cloud — S3, GCS or plain HTTP. In scientific data it is gradually displacing NetCDF and HDF5 precisely because of that cloud access.

An OpenStreetMap map is vector objects while Zarr is about arrays, so the export rasterizes the selected area into a regular grid. The format is taken when the map is needed not as a drawing but as a data layer next to climate data, satellite series or a computational model in xarray and Dask.

The archive holds a Zarr group of version two with two arrays: feature_count — how many OSM objects fell into the cell, and land_use — the code of the dominant layer in the cell. The group attributes record the coordinate system, the bounding box of the area, the grid step and the list of source layers; the data is split into 256 × 256 chunks and compressed (Blosc with Zstandard by default).

The default grid step is 0.001 degrees, about a hundred meters; over small areas it is refined automatically so that the result does not degenerate into a few cells. The grid size is limited to 10,000 × 10,000 cells. The format is in beta status: this is aggregated density and categories, not vector geometry — for that, go to GeoParquet or FlatGeobuf.

What Program Opens Zarr Files

The following programs and applications can open, edit, and work with Zarr (beta) (.zarr.zip) files exported from OSM2CDR:

💻Python Zarr 💻Xarray 💻Dask 💻GDAL 💻TerraClimate

Format specifications

Who Uses Zarr Maps

🏗
Scientific Data
City data lands in the same format the laboratory already stores its arrays in.
💻
Climate Models
A grid of development density is placed alongside climate arrays and read by the same xarray.
📊
Satellite Time Series
A city layer next to satellite time series — a common format of chunks and compression.
🎨
Geospatial Data
Aggregated geodata as an array: object density and the dominant category per cell.
🗺
Parallel Processing
Chunks are read independently, so the computation is easily spread across Dask and several processes.

How to Export Zarr

1
Select area
Draw a rectangle or polygon on the interactive map at osm2cdr
2
Choose Zarr
Select Zarr (beta) from the list of 127 available export formats
3
Export
Click Export and receive your .zarr.zip file in 1-5 minutes
4
Download
Download the ready Zarr file and open it in Python Zarr

How to Open After Export

Popular maps in Zarr

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Frequently Asked Questions

Why is Zarr better than GeoTIFF?
Can Zarr be read over the network?
Is it vectors or raster inside?
What is the cell size?
How do I open the archive without unpacking it?

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