Reference System Python will support at first processing chains for Sentinel-1, Sentinel-2, and Sentinel-3 data. Looking ahead, we’re excited to expand our capabilities to include Sentinel-5P and other upcoming Copernicus missions.

Irkutsk and Lake Baika Sentinel-1 image Lake MacKay Australia Sentinel-2 image Europe Sentinel-3 image Cloud Sentinel-5 image
Sentinel-1


Sentinel-2


Sentinel-3


Sentinel-5P


RS-Server

RS-Server

The Reference System server offers essential services for building Copernicus processing workflows, all secured by stringent access controls. With RS-Server, STAC integration is seamless. RS-Server features a comprehensive catalog of Sentinel products, fully compatible with the STAC (SpatioTemporal Asset Catalog) standard. Additionally, it provides STAC interfaces to retrieve AUXIP and CADIP data. A versatile staging function rounds out this robust suite of services.

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Workflow as a code

Processing workflow as a code

RS Python leverages the Prefect orchestrator for managing and automating workflows. Prefect simplifies workflow management, reduces operational costs, and provides a smoother experience for data orchestration compared to other tools. Its flexibility, quick adoption, and supportive community make it an excellent choice for RS’s workflow needs.

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Jupyter

Virtual environment

RS Python provides access to JupyterLab to end-user. The end-user can build or start already made Prefect worflows from rs-client libraries. JupyterLab proposes a flexible workspace organization to users making it easier to work with multiple tabs simultaneously. Additionally, JupyterLab provides a comprehensive Markdown editor, enhancing the writing and documentation experience within notebooks. JupyterLab offers a richer and more efficient data programming experience, making it a wise choice for RS.

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Deployment

RS deployment

The rs-server can be deployed on several environments. On a Kubernetes cluster or on a local machine. From the local machine it is also possible to access both local Catalog and remote rs-server services.

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