d4c-service-main-site/content/docs/dissemination/_index.md

title, toc, weight

title	toc	weight
🌐 Data Dissemination Strategy	true	3

Our dissemination strategy prioritizes interoperability, long-term preservation, and decentralized resilience.

Once data products reach a production-ready state, the workflow is as follows:

• Cloud-Native First: Priority is given to highly performant, system-to-system file formats (e.g., Parquet) to enable highly performant applications.
• Persistent Identification & Cataloging: Every dataset version will be assigned a DOI for citation and immutability.
  • The endpoint https://data-01.dataforcanada.org/processed/ will strictly serve the latest version of a dataset.
  • Global metadata will be aggregated into a single, queryable STAC GeoParquet file. This catalog will track all versions and DOIs, providing direct download links to Zenodo which serves as the long-term data repository.
• Decentralized Distribution: We will pilot BitTorrent to maximize infrastructure resilience. By leveraging HTTP Web Seeding (BEP 19), torrents will be seeded simultaneously by Zenodo, the Data for Canada infrastructure, and community peers, ensuring high availability without a single point of failure.

High-Level Overview

flowchart TD
    Sources[Open Data Sources]
    Processes[Transformation Processes]
    Artifacts[Systems-Ready Data]
    Portal[Object Storage]
    Metadata[Metadata]
    Distribution[Decentralized Distribution]
    Zenodo[Zenodo]
    Torrent[BitTorrent]
    Users[Researchers & Developers]
    Systems[Systems]

    Sources a1@--> Processes
    a1@{animate: true, animation: slow}
    Processes a2@--> Artifacts
    a2@{animate: true, animation: slow}
    Artifacts a3@--> Portal
    a3@{animate: true, animation: slow}
    Portal a4@--> Metadata
    a4@{animate: true, animation: fast}
    Metadata a5@--> Distribution
    a5@{animate: true, animation: fast}

    Distribution a6@--> Zenodo
    a6@{animate: true, animation: slow}
    Distribution a7@--> Torrent
    a7@{animate: true, animation: slow}

    Zenodo a9@--> Users
    a9@{animate: true, animation: slow}
    Torrent a10@--> Users
    a10@{animate: true, animation: fast}
    Torrent a11@--> Systems
    a11@{animate: true, animation: fast}
    Zenodo a12@--> Systems
    a12@{animate: true, animation: slow}
    Zenodo a13@--> Torrent
    a13@{animate: true, animation: slow}

    click Portal "https://data-01.dataforcanada.org/processed/" _blank
    click Metadata "https://stac-utils.github.io/stac-geoparquet/latest/spec/stac-geoparquet-spec/" _blank
    click Zenodo "https://zenodo.org/communities/dataforcanada/" _blank