Awesome Sentinel

A curated list of awesome tools, tutorials and APIs related to data from the Copernicus Sentinel Satellites.

Data Access

Data Hubs and National Mirrors

Official datahubs and mirrors by the Copernicus partners and Collaborative Ground Segment members.

Partial Mirrors

Innitiatives to integrate specific Sentinel data into existing search and discovery platforms.

Alaska Satellite Facility (Sentinel-1)
Centre for Environmental Data Analysis - CEDA (Sentinel-1, -2)
Theia (Sentinel-2)
- atmospherically corrected L2A products covering several European countries and areas proposed by scientists
- published less than two days after L1C is available
USGS EarthExplorer (Sentinel-2)
EUMETSAT CODA (Sentinel-3 Marine Products)
- 14 day rolling archive of Sentinel-3 L1 and L2 marine products in near real-time (NRT), short time critical (STC) and non time critical (NTC) latency mode

Cloud Providers

Providers that host Copernicus Sentinel data and allow you to bring your own code to process it without the need to download the data.

Amazon Web Services
- Sentinel-2 L1C and L2A, Sentinel-1, hosted in region eu-central-1 (Frankfurt), requester-pays S3 buckets
CREODIAS
- full Sentinel archive, free visualization and download through data discovery portal and CREODIAS Browser
Google (Sentinel-2)
- public Google Cloud Storage bucket, .SAFE format, EU region
Planet
- Sentinel-2 included in commercial API

Tools

Specific to Copernicus Sentinel data discovery, download and processing.

Search & Download

sentinelsat
- search and download from any Datahub. Comes with an intuitive command line and a flexible Python API.
Sentinel-download
- download Sentinel-2 data from Copernicus SciHub. Supports download of sub-tiles in the old product format (PDS <14).
peps_download
- download data from the French National Mirror (PEPS).
Sentinel2ProductIngestor
- ingest Sentinel-2 data from SciHub into S3. Used by Sinergise to populate the AWS Sentinel-2 mirror
sat-download
- download Sentinel-2 data from AWS
sat-api
- query Sentinel-2 data on AWS using APIGateWay
- deployed by Development Seed at https://api.developmentseed.org/satellites
awsdownload
- downloader for Sentinel-2 products from Amazon or SciHub
sentinelhub-py
- Python library for downloading Sentinel-2 data from Amazon into ESA .SAFE format and interface Sentinel Hub OGC services
aws-sat-api
- Simple Serverless API for satellite data hosted on AWS Public Dataset
sentinel2-search-api
- query Sentinel-2 data hosted on AWS by MGRS tile
- API deployed at https://sentinel2.satgateway.com, tile preview front-end deployed at https://s2viewer.satgateway.com
sentinel2_aws
- Ruby gem for parsing Sentinel-2 metadata from AWS

Viewers & Portals

AWS/Sinergise "Sentinel Image Browser"
- search Sentinel-2 data available on Amazon Webservices
EOS "Land Viewer"
- viewer for Landsat-8/7, MODIS and Sentinel-2 data hosted by AWS
- visualize band combinations on-the-fly
jeobrowser "Rocket"
- viewer for Sentinel (1,2,3), Landsat-8, SPOT and Pleiades imagery
- based on resto search engine and used as frontend for PEPS
mundialis "EO-me"
- viewer for Sentinel-2 and Landsat-8 data with custom metadata filters
- satellite tiles enriched with additional metadata (e.g. terrain statistics, NDVI at overpass, climatic parameters, population count)
OceanDataLab
- portals focussing on Ocean Remote Sensing data, including Sentinel-1 and 3
RemotePixel "Viewer"
- open source viewer for Landsat-8, Sentinel-2 and CBERS-4 data hosted by AWS
- uses sentinel-tiler (tiles server based on AWS Lambda)
RemotePixel "Satellite Search"
- open source Browser for Landsat-8 and Sentinel-2 data hosted by AWS
- supports on-the-fly display and calculation of band combinations
- uses remotepixel-api (based on AWS Lambda)
Research and User Support (RUS)
- service portal to promote the uptake of Copernicus data and scaling of R&D activities
- provides training and computing environments
Sinergise "Sentinel Playground"
- visualize AWS Sentinel-2 data in different band combinations
- offers a WMS/WMTS service.
Sinergise "Sentinel-Hub"
- search Sentinel-1, 2, 3 and other free satellite data
- supports pixel based band-math operations and simple data processing
SnapPlanet
- Android / iOS App to to view Sentinel-2 images, compare changes and share
Spectator
- real-time tracking of EO satellites, set-up custom channels to track ROI overpass and preview images
Thematic Exploitation Platforms "TEPs"
- platforms for finding and processing (Sentinel) data relating to a thematic topic
- available platforms: Coastal, Forestry, Geohazards, Hydrology, Polar, Urban, Food Security

Processing

SNAP (Sentinel Application Plattform)
- (pre-)process any Sentinel data
- also available as docker
ARCSI (Atmospheric and Radiometric Correction of Satellite Imagery)
- atmospheric correction of Sentinel-2 data
Google Earth Engine
- process the global Sentinel archives directly on Google's servers
iCOR
- atmospheric correction of Sentinel-2 data
- available as SNAP plugin
MAJA (MACCS ATCOR Joint Algorithm)
- atmospheric correction of Sentinel-2 data using time series
- used for Theia and Sen2-Agri
Sen2-Agri
- toolbox for processing images for agricultural purposes
- includes modules for atmospheric correction, monthly syntheses, biophysical variables, crop mask, crop-type classification and an orchestrator
sentinel2-cloud-detector
- single scene, pixel-based cloud detection algorithm used at Sentinel-Hub
- accompanying write-up with performance comparison to other cloud detection algorithms
Sen2Cor
- atmospheric correction of Sentinel-2 data
- basis for L2A data published on Copernicus Open Access Hub

Products

Products, datasets and applications generated from Copernicus Sentinel data.

EOX "Sentinel-2 cloudless"
- cloudless, medium brightness, global Sentinel-2 composite
- also provided as WMTS Layer under CC BY 4.0
- original GeoTIFF tiles provided on AWS S3 bucket

rakesh-p / awesome-sentinel