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A plugin-driven batch ingestion engine for building and maintaining operational analysis-ready data cubes

Firecube handles the operational work of building and maintaining cubes, so you can focus on the data.

Documentation | Quickstart | Plugin Development

Installation

Firecube requires Python 3.12+. Install the released package from PyPI in an isolated environment:

mkdir firecube-quickstart
cd firecube-quickstart
uv venv --python 3.12
source .venv/bin/activate
uv pip install firecube
firecube --version

See the Installation guide for the user quickstart. To change Firecube itself, use the setup in Contributing to Firecube.

Use A Plugin

Install an external plugin using the package name or local checkout documented by that plugin:

firecube plugins install <plugin-package>
firecube plugins list
firecube plugins describe <plugin>

Then follow the plugin documentation for its source data and options. Ingestion requires a target and write mode, plus a product name from the command or plugin class. This example also spells out the storage and output choices:

firecube ingest <plugin> \
  --input-data "file://${PWD}/source-data" \
  --target "file://${PWD}/my_product.zarr" \
  --product-name my_product \
  --storage-type local \
  --storage-driver fsspec \
  --output-format zarr \
  --write-mode direct
# use another supported storage driver explicitly
firecube ingest <plugin> \
  --input-data "file://${PWD}/source-data" \
  --target "file://${PWD}/my_product.zarr" \
  --product-name my_product \
  --storage-type local \
  --storage-driver obstore \
  --output-format zarr \
  --write-mode direct

For the full first-run path, use the Quickstart.

Documentation

Build or serve the docs locally:

uv sync --group docs
uv run mkdocs serve
uv run mkdocs build

Development

Install test extras and run the main local gate:

uv sync --extra test
uv run pytest --strict-deps -m "not slow and not s3 and not docs_static and not snapshot and not race"

Software Bill Of Materials

Regenerate the CycloneDX 1.5 SBOM and the dependency-license report locally with:

mkdir -p reports
uv export --format cyclonedx1.5 --all-groups --all-extras --output-file reports/sbom.cdx.json
uv run --isolated --all-groups --all-extras --with hatchling --with pip-licenses pip-licenses --format=json --with-urls > reports/dependency-licenses.json

The SBOM covers all uv dependency groups and extras. Use the dependency license report and package metadata for license review; do not rely on CycloneDX license fields alone.

Included third-party components: none declared.

Direct Runtime And Optional Dependencies

The following dependencies are not included in the package but are required or available as optional runtime extras:

dependency version license copyright home_url comments
duckdb 1.5.5 MIT https://github.com/duckdb/duckdb-python Direct dependency.
pandas 3.0.5 BSD-3-Clause https://pandas.pydata.org Direct dependency.
numpy 2.5.0 BSD-3-Clause AND 0BSD AND MIT AND Zlib AND CC0-1.0 https://numpy.org Direct dependency; the additional licences cover components bundled in the numpy distribution.
pyarrow 25.0.1 Apache-2.0 https://arrow.apache.org/ Direct dependency.
xarray 2026.7.0 Apache-2.0 https://xarray.dev/ Direct dependency.
zarr 3.2.1 MIT https://github.com/zarr-developers/zarr-python Direct dependency.
psutil 7.2.2 BSD-3-Clause https://github.com/giampaolo/psutil Direct dependency.
fsspec 2026.6.0 BSD-3-Clause https://github.com/fsspec/filesystem_spec Direct dependency.
s3fs 2026.6.0 BSD-3-Clause http://github.com/fsspec/s3fs/ Direct dependency.
botocore 1.43.0 Apache-2.0 https://github.com/boto/botocore Direct dependency.
netcdf4 1.7.4 MIT https://github.com/Unidata/netcdf4-python Direct dependency.
h5netcdf 1.8.1 BSD-3-Clause https://h5netcdf.org Direct dependency.
h5py 3.16.0 BSD-3-Clause https://www.h5py.org/ Direct dependency.
dask 2026.6.0 BSD-3-Clause https://github.com/dask/dask/ Direct dependency.
prometheus-client 0.26.0 Apache-2.0 AND BSD-2-Clause https://github.com/prometheus/client_python Direct dependency.
opentelemetry-sdk 1.45.1 Apache-2.0 https://github.com/open-telemetry/opentelemetry-python/tree/main/opentelemetry-sdk Direct dependency.
opentelemetry-exporter-otlp 1.45.1 Apache-2.0 https://github.com/open-telemetry/opentelemetry-python/tree/main/exporter/opentelemetry-exporter-otlp Direct dependency.
click 8.5.0 BSD-3-Clause https://github.com/pallets/click Direct dependency.
packaging 26.2 Apache-2.0 OR BSD-2-Clause https://github.com/pypa/packaging Direct dependency; dual-licensed, either licence may be used.
obstore 0.11.0 MIT https://developmentseed.org/obstore Direct optional obstore extra dependency.
tensogram 0.22.0 Apache-2.0 https://sites.ecmwf.int/docs/tensogram/main Direct optional tensogram extra dependency.
tensogram-xarray 0.22.0 Apache-2.0 https://sites.ecmwf.int/docs/tensogram/main Direct optional tensogram extra dependency.
tensogram-zarr 0.22.0 Apache-2.0 https://sites.ecmwf.int/docs/tensogram/main Direct optional tensogram extra dependency.
healpix-geo 0.4.1 Apache-2.0 https://pypi.org/project/healpix-geo/ Direct optional healpix extra dependency.
trollsift 1.0.1 Apache-2.0 https://pypi.org/project/trollsift/ Direct optional patterns extra dependency.
virtualizarr 2.8.0 Apache-2.0 https://github.com/zarr-developers/VirtualiZarr Direct optional virtualzarr extra dependency.

Direct Build, Edit, And Test Dependencies

The following dependencies are only required for building, editing, documentation, or testing:

dependency version sw type license copyright home_url comments
hatchling 1.32.3 Development tools MIT https://hatch.pypa.io/latest/ Build backend dependency.
trollsift 1.0.1 Development tools Apache-2.0 https://pypi.org/project/trollsift/ Direct optional test extra dependency.
tensogram 0.22.0 Development tools Apache-2.0 https://sites.ecmwf.int/docs/tensogram/main Direct optional test extra dependency.
tensogram-xarray 0.22.0 Development tools Apache-2.0 https://sites.ecmwf.int/docs/tensogram/main Direct optional test extra dependency.
tensogram-zarr 0.22.0 Development tools Apache-2.0 https://sites.ecmwf.int/docs/tensogram/main Direct optional test extra dependency.
obstore 0.11.0 Development tools MIT https://developmentseed.org/obstore Direct optional test extra dependency.
healpix-geo 0.4.1 Development tools Apache-2.0 https://pypi.org/project/healpix-geo/ Direct optional test extra dependency.
moto 5.2.2 Development tools Apache-2.0 https://github.com/getmoto/moto Direct optional test extra dependency.
griffelib 2.1.0 Development tools ISC https://pypi.org/project/griffelib/ Direct optional test extra dependency; static docstring inspection for the API docs coverage test.
pytest 9.1.1 Development tools MIT https://docs.pytest.org/en/latest/ Direct dev dependency group entry.
ruff 0.17.1 Development tools MIT https://docs.astral.sh/ruff Direct dev dependency group entry.
pytest-cov 7.1.0 Development tools MIT https://pytest-cov.readthedocs.io/en/latest/changelog.html Direct dev dependency group entry.
pytest-xdist 3.8.0 Development tools MIT https://github.com/pytest-dev/pytest-xdist Direct dev dependency group entry.
pytest-mock 3.15.1 Development tools MIT https://github.com/pytest-dev/pytest-mock/ Direct dev dependency group entry.
pytest-asyncio 1.4.0 Development tools Apache-2.0 https://github.com/pytest-dev/pytest-asyncio Direct dev dependency group entry.
pyright 1.1.411 Development tools MIT https://github.com/RobertCraigie/pyright-python Direct dev dependency group entry.
mkdocs 1.6.1 Development tools BSD-2-Clause https://github.com/mkdocs/mkdocs Direct docs dependency group entry.
mkdocs-material 9.7.7 Development tools MIT https://github.com/squidfunk/mkdocs-material Direct docs dependency group entry.
mkdocstrings 1.0.4 Development tools ISC https://mkdocstrings.github.io Direct docs dependency group entry.
mkdocstrings-python 2.0.8 Development tools ISC https://mkdocstrings.github.io/python Direct docs dependency group entry.
mkdocs-mermaid2-plugin 1.2.3 Development tools MIT https://github.com/fralau/mkdocs-mermaid2-plugin Direct docs dependency group entry.
mkdocs-click 0.9.0 Development tools Apache-2.0 https://github.com/mkdocs/mkdocs-click Direct docs dependency group entry.
mkdocs-macros-plugin 1.5.0 Development tools MIT https://github.com/fralau/mkdocs_macros_plugin Direct docs dependency group entry.
mike 2.2.0 Development tools BSD-3-Clause https://github.com/jimporter/mike Direct docs dependency group entry.
mkdocs-jupyter 0.26.3 Development tools Apache-2.0 https://github.com/danielfrg/mkdocs-jupyter Direct docs dependency group entry.

Copyright © EUMETSAT 2025-2026

The provided code and instructions are licensed under Apache License, Version 2.0.

Contact EUMETSAT for details on the usage and distribution terms.

Authors

See AUTHORS.md.

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