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Revise dissemiantion strategy. Source Cooperative has opened up a lot of doors for the project vision
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@@ -6,14 +6,6 @@ weight: 3
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Our dissemination strategy prioritizes interoperability, long-term preservation, and decentralized resilience.
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Once data products reach a production-ready state, the workflow is as follows:
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* **Cloud-Native First:** Priority is given to highly performant, system-to-system file formats (e.g., Parquet) to enable highly performant applications.
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* **Persistent Identification & Cataloging:** Every dataset version will be assigned a DOI for citation and immutability.
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* The endpoint `https://data-01.dataforcanada.org/processed/` will strictly serve the **latest** version of a dataset.
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* Global metadata will be aggregated into a single, queryable [STAC GeoParquet](https://stac-utils.github.io/stac-geoparquet/latest/spec/stac-geoparquet-spec/) file. This catalog will track all versions and DOIs, providing direct download links to [Zenodo](https://zenodo.org/communities/dataforcanada/) which serves as the long-term data repository.
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* **Decentralized Distribution:** We will pilot BitTorrent to maximize infrastructure resilience. By leveraging [HTTP Web Seeding (BEP 19)](https://www.bittorrent.org/beps/bep_0019.html), torrents will be seeded simultaneously by Zenodo, the Data for Canada infrastructure, and community peers, ensuring high availability without a single point of failure. Current laboratory work is available on the [dataforcanada/decentralized-distribution-labs](https://github.com/dataforcanada/decentralized-distribution-labs) repo.
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## High-Level Overview
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```mermaid
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@@ -26,6 +18,8 @@ flowchart TD
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Metadata[Metadata]
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Distribution[Decentralized Distribution]
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Zenodo[Zenodo]
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SourceCoop[Source Cooperative]
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InternetArchive[Internet Archive]
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Torrent[BitTorrent]
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Users[Researchers & Developers]
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Systems[Systems]
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@@ -41,6 +35,10 @@ flowchart TD
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Metadata a5@--> Distribution
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a5@{animate: true, animation: fast}
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Distribution a14@--> SourceCoop
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a14@{animate: true, animation: fast}
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Distribution a15@--> InternetArchive
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a15@{animate: true, animation: slow}
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Distribution a6@--> Zenodo
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a6@{animate: true, animation: slow}
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Distribution a7@--> Torrent
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@@ -48,20 +46,43 @@ flowchart TD
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Zenodo a9@--> Users
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a9@{animate: true, animation: slow}
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SourceCoop a18@--> Users
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a18@{animate: true, animation: fast}
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Torrent a10@--> Users
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a10@{animate: true, animation: fast}
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InternetArchive a20@--> Users
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a20@{animate: true, animation: slow}
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Torrent a11@--> Systems
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a11@{animate: true, animation: fast}
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Zenodo a12@--> Systems
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a12@{animate: true, animation: slow}
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SourceCoop a16@--> Systems
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a16@{animate: true, animation: fast}
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SourceCoop a17@--> Torrent
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a17@{animate: true, animation: fast}
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Zenodo a13@--> Torrent
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a13@{animate: true, animation: slow}
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InternetArchive a19@--> Torrent
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a19@{animate: true, animation: slow}
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click Portal "https://data-01.dataforcanada.org/processed/" _blank
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click Metadata "https://stac-utils.github.io/stac-geoparquet/latest/spec/stac-geoparquet-spec/" _blank
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click Zenodo "https://zenodo.org/communities/dataforcanada/" _blank
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```
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## Dissemination Process
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Once data products reach a production-ready state, the workflow is as follows:
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- **Cloud-Native First:** Priority is given to highly performant, system-to-system file formats (e.g., Parquet) to enable highly performant applications.
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- **Persistent Identification & Cataloging:** Every dataset version will be assigned a DOI for citation and immutability.
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- The endpoint `https://data-01.dataforcanada.org/processed/` will strictly serve the **latest** version of a dataset.
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- Global metadata will be aggregated into a single, queryable [STAC GeoParquet](https://stac-utils.github.io/stac-geoparquet/latest/spec/stac-geoparquet-spec/) file. This catalog will track all versions and DOIs, directing users to our multi-tier storage network:
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- **[Source Cooperative](https://source.coop/dataforcanada)** serves as our **primary mirror** for all datasets, including large-scale products like orthoimagery (see [Funding and Governance](https://docs.source.coop/#funding-and-governance)).
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- **[Zenodo](https://zenodo.org/communities/dataforcanada/)** serves as our repository for **long-term preservation** and provides a mirror for users in Europe.
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- **[The Internet Archive](https://archive.org)** is utilized **strategically** for specific datasets to minimize load on their limited infrastructure.
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- **Decentralized Distribution:** We will pilot BitTorrent to maximize infrastructure resilience. By leveraging [HTTP Web Seeding (BEP 19)](https://www.bittorrent.org/beps/bep_0019.html), torrents will be seeded simultaneously by Source Cooperative, Zenodo, the Data for Canada infrastructure, and community peers, ensuring high availability without a single point of failure. Current laboratory work is available on the [dataforcanada/decentralized-distribution-labs](https://github.com/dataforcanada/decentralized-distribution-labs) repo.
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## Work in the Lab: Smartnodes
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To further democratize access and ensure the persistence of Canada’s open data, we are experimenting with the features defined in previous **smartnode** work done by [Academic Torrents](https://academictorrents.com/docs/mirroring.html#smartnodes).
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@@ -72,4 +93,4 @@ A smartnode functions as a "set-it-and-forget-it" volunteer server, an automated
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* **Volunteer-Powered Resilience:** This model allows partner institutions (universities, research labs) and public volunteers to donate bandwidth and storage. By running a smartnode, contributors actively protect vital Canadian datasets from being lost or gated behind paywalls.
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* **Dynamic Storage Management:** The node software monitors network health, automatically prioritizing rare data to maintain high availability across the entire Data for Canada ecosystem.
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We are currently adapting the `smart-node-transmission` protocols to work seamlessly with our STAC GeoParquet catalog, enabling a fully decentralized data mesh for Canadian geospatial information.
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We are currently refining the concepts from [smart-node-transmission](https://github.com/academictorrents/smartnode-transmission) to work seamlessly with our STAC GeoParquet catalog, enabling a fully decentralized data mesh for Canadian geospatial information.
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