Purpose
1.2. Automate collection, processing, and analysis to detect anomalies, drought stress, pest/disease outbreaks, and optimize field interventions.
1.3. Enable historical trend analysis, accurate yield forecasting, and compliance documentation for regulatory or insurance requirements.
Trigger Conditions
2.2. Event-driven, such as precipitation above/below threshold, detected weather anomalies, or model-triggered alerts.
2.3. On-demand via field operator request or integration with farm management backend.
Platform variants
• Feature: Assets → Satellite Image Collection
• Setting: JavaScript API – `ee.ImageCollection("COPERNICUS/S2").filterDate("YYYY-MM-DD", "YYYY-MM-DD")`
3.2. AWS Ground Station
• Feature: Data Capture API
• Setting: Configure observation schedule for field geocoordinates
3.3. Microsoft Azure FarmBeats
• Feature: Satellite Data Connector
• Setting: FarmBeats portal – link imagery analytics workflow
3.4. Planet Labs
• Feature: Planet API (Data/Imagery)
• Setting: `data/v1/item-types/satellite-imagery/items` and delivery webhook
3.5. Sentinel Hub
• Feature: Process API
• Setting: `process` endpoint with AOI polygon for field boundary
3.6. Descartes Labs
• Feature: Remote Sensing API
• Setting: `images:search` and `raster:compute` for NDVI extraction
3.7. SpaceKnow
• Feature: Insights Platform API
• Setting: Crop monitoring module, configure AOI and production type
3.8. Airbus OneAtlas
• Feature: Access API
• Setting: Tasking service for periodic monitoring or archive search
3.9. Maxar SecureWatch
• Feature: Imagery API
• Setting: Search by date/lat-long, trigger download or alert
3.10. Mapbox
• Feature: Satellite Layer and Raster Tiles
• Setting: Overlay live imagery on farm map UI
3.11. Agrio
• Feature: Crop Surveillance API
• Setting: Automate push upon detection of crop stress indicators
3.12. IBM The Weather Company
• Feature: Agricultural Analytics API
• Setting: Integrate imagery enrichment, anomaly detection
3.13. EOX Cloudless
• Feature: EO Browser API
• Setting: Fetch visualized satellite composites via API
3.14. OpenAerialMap
• Feature: OAM API
• Setting: Periodic search for recent open satellite/Aerial captures
3.15. SkyWatch EarthCache
• Feature: Subscription & Delivery API
• Setting: Set up recurring deliveries for field polygons
3.16. Ag-Analytics
• Feature: Field-Level Imagery API
• Setting: Schedule NDVI/EVI time series extraction
3.17. Cropio
• Feature: Satellite Monitoring
• Setting: Notification triggers for vegetation index drop
3.18. EOS Data Analytics
• Feature: Field Image Delivery API
• Setting: Auto-schedule by field, defined frequency
3.19. GeoPard Agriculture
• Feature: Imagery Sync
• Setting: AOI-based syncing with GIS layer mapping
3.20. Sentinel Playground
• Feature: Imagery Query Tool
• Setting: Programmatic search/filter and extraction for AOI
3.21. SkyFi
• Feature: Tasking and Imagery API
• Setting: Schedule custom acquisition for crop zones
3.22. Pixxel
• Feature: Hyperspectral Imagery API
• Setting: Onboard field geofence for automatic monitoring
3.23. TerraBella (Google)
• Feature: Automated Monitoring
• Setting: Configure alert preferences for potential losses
Benefits
4.2. Reduction in manual scouting and increased early-warning accuracy.
4.3. Improved yield prediction, input allocation, and sustainability reporting.
4.4. Facilitates precision agriculture with up-to-date field variability mapping.
4.5. Scalability across multiple fields/regions with no on-ground infrastructure needed.