--- type: "firecrawl-provider" description: "Sentinel-2 L2A scenes over a geometry from Element 84's Earth Search STAC API, with per-field vegetation indices (NDVI, EVI, NDMI) and true-colour/NDVI clips read straight from the Cloud Optimized GeoTIFFs on AWS Open Data by HTTP range request." use_when: "Sentinel-2 L2A scenes over a geometry from Element 84's Earth Search STAC API, with per-field vegetation indices (NDVI, EVI, NDMI) and true-colour/NDVI clips read straight from the Cloud Optimized GeoTIFFs on AWS Open Data by HTTP range request." categories: "Real estate" capabilities: 5 credits_per_call: 5 --- # Element 84 Earth Search (Sentinel-2 L2A) on Firecrawl Alexandria Sentinel-2 L2A scenes over a geometry from Element 84's Earth Search STAC API, with per-field vegetation indices (NDVI, EVI, NDMI) and true-colour/NDVI clips read straight from the Cloud Optimized GeoTIFFs on AWS Open Data by HTTP range request. - Categories: Real estate - Category index: [Real estate category](https://firecrawl.dev/alexandria/agents/categories/real-estate) - Provider key: `earth-search-aws-element84-com` - Access: Firecrawl credits - Cost: 5 credits per call ## More - [Human guide](https://firecrawl.dev/app/alexandria/earth-search-aws-element84-com) - [OpenAPI spec](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/openapi.json) ## Capabilities - [Render clip](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/render_clip): A true-colour (TCI) or NDVI PNG of the geometry's bounding box from one scene at native 10 m, enlarged by a whole-number nearest-neighbour factor within max_px, pixels outside the geometry dimmed. Returned as base64 (programs have no artifact storage). - [Scene availability](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/scene_availability): How many Sentinel-2 scenes cover a geometry's bounding box in a window, by month, cloud-cover bucket, MGRS tile and platform (GET /v1/aggregate). Cheap pre-check before reading pixels. - [Scene detail](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/scene_detail): One Sentinel-2 scene with every asset: COG hrefs on the S3 buckets, projection, shape, transform, data type, nodata, scale and offset (GET /v1/collections/{collection}/items/{id}). - [Search scenes](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/search_scenes): Sentinel-2 L2A scenes intersecting a geometry in a date window, newest first, with tile-level cloud cover and other scene percentages (POST /v1/search with intersects, datetime, query, sortby, fields). - [Vegetation indices](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/vegetation_indices): NDVI, EVI and NDMI statistics (mean, median, p10, p90, min, max, std) over a geometry per scene, computed from the Sentinel-2 COGs by HTTP range request: SCL read first for the field's cloud share, cloudy scenes skipped, reflectance = scale * DN + offset from the item's raster:bands, pixels counted when their centre falls inside the geometry, plus a zone grid of weak areas. ## 1. Choose this provider when Sentinel-2 L2A scenes over a geometry from Element 84's Earth Search STAC API, with per-field vegetation indices (NDVI, EVI, NDMI) and true-colour/NDVI clips read straight from the Cloud Optimized GeoTIFFs on AWS Open Data by HTTP range request. ## 2. Minimal request Call `POST https://api.firecrawl.dev/v2/scrape` with `{ alexandria: { provider, capability, options } }`. For a batch, send `{ alexandria: [...] }` with up to 10 calls. ```json { "provider": "earth-search-aws-element84-com", "capability": "satellite-imagery/render_clip", "options": { "geometry": { "coordinates": [ [ [ -105.2701, 40.0151 ], [ -105.2697, 40.0151 ], [ -105.2697, 40.0154 ], [ -105.2701, 40.0154 ], [ -105.2701, 40.0151 ] ] ], "type": "Polygon" }, "max_px": 48, "scene_id": "S2A_T13TDE_20260904T175741_L2A" } } ``` ## 3. Add provider options Use only the options needed for the task: - `collection` (string): Collection of the scene id; inferred from the id form when omitted. Example: `sentinel-2-c1-l2a` - `geometry` (object, required): GeoJSON geometry in WGS84 with [lon, lat] positions: Point, Polygon, MultiPolygon, or a Feature wrapping one. Rings must be closed; altitude is ignored; FeatureCollection and antimeridian-crossing shapes are refused (invalid_input with a JSON pointer and a stable code: ring_not_closed, latitude, longitude, too_large, too_many_vertices, feature_collection, antimeridian, unsupported_type). Open because GeoJSON allows foreign members (properties, id, bbox). Example: `{}` - `layer` (string): `true_colour` (default) reads the visual asset; `ndvi` reads red and nir. Example: `true_colour` - `max_px` (number): Longest side of the PNG; the native clip is enlarged by the largest whole factor that fits. Example: `512` - `scene_id` (string, required): Earth Search item id, e.g. S2B_T16SDE_20260903T163711_L2A (sentinel-2-c1-l2a) or S2A_16SDE_20220909_0_L2A (sentinel-2-l2a). Pattern: ^[A-Za-z0-9_-]+$. Example: `` ## 4. Request through your preferred interface ### JavaScript ```javascript const result = await firecrawl.scrape({ alexandria: { provider: "earth-search-aws-element84-com", capability: "satellite-imagery/render_clip", options: { geometry: { coordinates: [ [ [ -105.2701, 40.0151, ], [ -105.2697, 40.0151, ], [ -105.2697, 40.0154, ], [ -105.2701, 40.0154, ], [ -105.2701, 40.0151, ], ], ], type: "Polygon", }, max_px: 48, scene_id: "S2A_T13TDE_20260904T175741_L2A", }, }, }); ``` ### Python ```python result = firecrawl.scrape_alexandria({ "provider": "earth-search-aws-element84-com", "capability": "satellite-imagery/render_clip", "options": { "geometry": { "coordinates": [ [ [ -105.2701, 40.0151 ], [ -105.2697, 40.0151 ], [ -105.2697, 40.0154 ], [ -105.2701, 40.0154 ], [ -105.2701, 40.0151 ] ] ], "type": "Polygon" }, "max_px": 48, "scene_id": "S2A_T13TDE_20260904T175741_L2A" } }) ``` ### cURL ```sh curl https://api.firecrawl.dev/v2/scrape \ -H "Authorization: Bearer $FIRECRAWL_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "alexandria": { "provider": "earth-search-aws-element84-com", "capability": "satellite-imagery/render_clip", "options": { "geometry": { "coordinates": [ [ [ -105.2701, 40.0151 ], [ -105.2697, 40.0151 ], [ -105.2697, 40.0154 ], [ -105.2701, 40.0154 ], [ -105.2701, 40.0151 ] ] ], "type": "Polygon" }, "max_px": 48, "scene_id": "S2A_T13TDE_20260904T175741_L2A" } } }' ``` ### CLI ```sh firecrawl scrape 'earth-search-aws-element84-com/satellite-imagery/render_clip' \ --options '{"geometry":{"coordinates":[[[-105.2701,40.0151],[-105.2697,40.0151],[-105.2697,40.0154],[-105.2701,40.0154],[-105.2701,40.0151]]],"type":"Polygon"},"max_px":48,"scene_id":"S2A_T13TDE_20260904T175741_L2A"}' ``` ### MCP Call the FCX MCP retrieve tool with this object: ```json { "provider": "earth-search-aws-element84-com", "capability": "satellite-imagery/render_clip", "options": { "geometry": { "coordinates": [ [ [ -105.2701, 40.0151 ], [ -105.2697, 40.0151 ], [ -105.2697, 40.0154 ], [ -105.2701, 40.0154 ], [ -105.2701, 40.0151 ] ] ], "type": "Polygon" }, "max_px": 48, "scene_id": "S2A_T13TDE_20260904T175741_L2A" } } ``` Ask for only the returned fields needed by the task. ## 5. Full request shape ```json { "provider": "earth-search-aws-element84-com", "capability": "satellite-imagery/render_clip", "options": { "geometry": { "coordinates": [ [ [ -105.2701, 40.0151 ], [ -105.2697, 40.0151 ], [ -105.2697, 40.0154 ], [ -105.2701, 40.0154 ], [ -105.2701, 40.0151 ] ] ], "type": "Polygon" }, "max_px": 48, "scene_id": "S2A_T13TDE_20260904T175741_L2A" } } ``` ## 6. Response data The response includes `success`, `provider`, `capability`, `creditsCost` and `data`. This example shows the provider payload in `data`: ```json { "asset_keys": [ "visual" ], "bounds_utm": { "xmax": 476983.64666648704, "xmin": 476949.40946222196, "ymax": 4429501.405501108, "ymin": 4429468.004886297 }, "bytes_read": 2521313, "collection": "sentinel-2-c1-l2a", "date": "2026-09-04", "datetime": "2026-09-04T18:03:10.203000Z", "epsg": 32613, "height": 45, "image_bytes": 210, "image_png_base64": "iVBORw0KGgoAAAANSUhEUgAAAC0AAAAtCAIAAAC1eHXNAAAAmUlEQVR4nO3OPQrCMACG4YIi1f5pTdsQKiVoERezqIgKHZ29/2U8wbsEun3wHOBJ2i4ldbMizubEdAVp6zVJ9NBDDz1iH3afkef9QKaPJyEMRA899NBjjocxOfm+z+T1OJJxrEhRLokeeuihR/SjMRn5TRdyu1pyCiVJiwXRQw899Ih/9BXxbkvaekMG3xDX74geeuihR+zjD+domJPDl3q7AAAAAElFTkSuQmCC", "layer": "true_colour", "legend": "Sentinel-2 true colour (TCI, bands 4/3/2 as 8-bit); pixels outside the geometry are dimmed", "location": { "area_m2": 1136, "bbox": [ -105.2701, 40.0151, -105.2697, 40.0154 ], "centroid": [ -105.2699, 40.01525 ], "kind": "Polygon" }, "missing": [], "native_height": 5, "native_width": 5, "observed_at_ms": 1790875796048, "pixel_size_m": 10, "pixels_inside_geometry": 9, "scale_factor": 9, "scene_id": "S2A_T13TDE_20260904T175741_L2A", "sources": [ { "name": "Element 84 Earth Search", "observed_at": "2026-10-01T17:29:56Z", "url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2A_T13TDE_20260904T175741_L2A" } ], "spatial_precision": "polygon", "width": 45 } ``` ## API reference-derived contract The following capability contract is generated from the same normalized Alexandria API reference exposed in the API spec. ### Render clip - Capability: `satellite-imagery/render_clip` - Description: A true-colour (TCI) or NDVI PNG of the geometry's bounding box from one scene at native 10 m, enlarged by a whole-number nearest-neighbour factor within max_px, pixels outside the geometry dimmed. Returned as base64 (programs have no artifact storage). - Instructions: To show a field on a given date. Get the scene id from search_scenes. Sizes grow with the geometry: keep max_px small for large fields. - Cost: 5 credits per call - Capability file: [Render clip](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/render_clip) Accepted options: - `collection` (string): Collection of the scene id; inferred from the id form when omitted. Example: `sentinel-2-c1-l2a` - `geometry` (object, required): GeoJSON geometry in WGS84 with [lon, lat] positions: Point, Polygon, MultiPolygon, or a Feature wrapping one. Rings must be closed; altitude is ignored; FeatureCollection and antimeridian-crossing shapes are refused (invalid_input with a JSON pointer and a stable code: ring_not_closed, latitude, longitude, too_large, too_many_vertices, feature_collection, antimeridian, unsupported_type). Open because GeoJSON allows foreign members (properties, id, bbox). Example: `{}` - `layer` (string): `true_colour` (default) reads the visual asset; `ndvi` reads red and nir. Example: `true_colour` - `max_px` (number): Longest side of the PNG; the native clip is enlarged by the largest whole factor that fits. Example: `512` - `scene_id` (string, required): Earth Search item id, e.g. S2B_T16SDE_20260903T163711_L2A (sentinel-2-c1-l2a) or S2A_16SDE_20220909_0_L2A (sentinel-2-l2a). Pattern: ^[A-Za-z0-9_-]+$. Example: `` Response schema example: ```json { "asset_keys": [ "visual" ], "bounds_utm": { "xmax": 476983.64666648704, "xmin": 476949.40946222196, "ymax": 4429501.405501108, "ymin": 4429468.004886297 }, "bytes_read": 2521313, "collection": "sentinel-2-c1-l2a", "date": "2026-09-04", "datetime": "2026-09-04T18:03:10.203000Z", "epsg": 32613, "height": 45, "image_bytes": 210, "image_png_base64": "iVBORw0KGgoAAAANSUhEUgAAAC0AAAAtCAIAAAC1eHXNAAAAmUlEQVR4nO3OPQrCMACG4YIi1f5pTdsQKiVoERezqIgKHZ29/2U8wbsEun3wHOBJ2i4ldbMizubEdAVp6zVJ9NBDDz1iH3afkef9QKaPJyEMRA899NBjjocxOfm+z+T1OJJxrEhRLokeeuihR/SjMRn5TRdyu1pyCiVJiwXRQw899Ih/9BXxbkvaekMG3xDX74geeuihR+zjD+domJPDl3q7AAAAAElFTkSuQmCC", "layer": "true_colour", "legend": "Sentinel-2 true colour (TCI, bands 4/3/2 as 8-bit); pixels outside the geometry are dimmed", "location": { "area_m2": 1136, "bbox": [ -105.2701, 40.0151, -105.2697, 40.0154 ], "centroid": [ -105.2699, 40.01525 ], "kind": "Polygon" }, "missing": [], "native_height": 5, "native_width": 5, "observed_at_ms": 1790875796048, "pixel_size_m": 10, "pixels_inside_geometry": 9, "scale_factor": 9, "scene_id": "S2A_T13TDE_20260904T175741_L2A", "sources": [ { "name": "Element 84 Earth Search", "observed_at": "2026-10-01T17:29:56Z", "url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2A_T13TDE_20260904T175741_L2A" } ], "spatial_precision": "polygon", "width": 45 } ``` ### Scene availability - Capability: `satellite-imagery/scene_availability` - Description: How many Sentinel-2 scenes cover a geometry's bounding box in a window, by month, cloud-cover bucket, MGRS tile and platform (GET /v1/aggregate). Cheap pre-check before reading pixels. - Instructions: To see whether a period has usable imagery, or how dense the archive is for a place, before calling search_scenes or vegetation_indices. - Cost: 5 credits per call - Capability file: [Scene availability](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/scene_availability) Accepted options: - `collection` (string): `sentinel-2-c1-l2a` (Collection 1, default), `sentinel-2-l2a` (legacy archive, denser before 2023) or `auto` (c1, falling back to the legacy collection when c1 matches nothing). Example: `auto` - `end` (string): Window end, YYYY-MM-DD (UTC), inclusive. Defaults to today. Pattern: ^[0-9]{4}-[0-9]{2}-[0-9]{2}$. Example: `` - `geometry` (object, required): GeoJSON geometry in WGS84 with [lon, lat] positions: Point, Polygon, MultiPolygon, or a Feature wrapping one. Rings must be closed; altitude is ignored; FeatureCollection and antimeridian-crossing shapes are refused (invalid_input with a JSON pointer and a stable code: ring_not_closed, latitude, longitude, too_large, too_many_vertices, feature_collection, antimeridian, unsupported_type). Open because GeoJSON allows foreign members (properties, id, bbox). Example: `{}` - `start` (string): Window start, YYYY-MM-DD (UTC). Earth Search holds Sentinel-2 L2A from 2015-06-27. Pattern: ^[0-9]{4}-[0-9]{2}-[0-9]{2}$. Example: `` Response schema example: ```json { "bbox_queried": [ -86.93, 35.853, -86.92, 35.859 ], "collections": [ { "by_cloud_cover": [ { "from_pct": null, "range": "*-5.0", "scenes": 3, "to_pct": 5 }, { "from_pct": 5, "range": "5.0-15.0", "scenes": 2, "to_pct": 15 }, { "from_pct": 15, "range": "15.0-40.0", "scenes": 8, "to_pct": 40 }, { "from_pct": 40, "range": "40.0-*", "scenes": 17, "to_pct": null } ], "by_month": [ { "month": "2026-07", "scenes": 8 }, { "month": "2026-08", "scenes": 16 }, { "month": "2026-09", "scenes": 6 } ], "by_platform": [ { "platform": "sentinel-2b", "scenes": 12 }, { "platform": "sentinel-2c", "scenes": 12 }, { "platform": "sentinel-2a", "scenes": 6 } ], "by_tile": [ { "grid_code": "MGRS-16SDE", "scenes": 15 }, { "grid_code": "MGRS-16SEE", "scenes": 15 } ], "collection": "sentinel-2-c1-l2a", "total_scenes": 30 } ], "location": { "area_m2": 601272, "bbox": [ -86.93, 35.853, -86.92, 35.859 ], "centroid": [ -86.925, 35.856 ], "kind": "Polygon" }, "missing": [], "notes": [ "counts are per MGRS tile intersecting the bbox: a field near a tile edge is counted once per tile and per pass" ], "observed_at_ms": 1790875737132, "sources": [ { "name": "Element 84 Earth Search", "observed_at": "2026-10-01T17:28:56Z", "url": "https://earth-search.aws.element84.com/v1/aggregate?collections=sentinel-2-c1-l2a&bbox=-86.93,35.853,-86.92,35.859&datetime=2026-07-15T00:00:00Z/2026-09-10T23:59:59Z&aggregations=total_count,datetime_frequency,cloud_cover_frequency,grid_code_frequency,platform_frequency" } ], "spatial_precision": "grid_cell", "total_scenes": 30, "window": { "end": "2026-09-10", "start": "2026-07-15" } } ``` ### Scene detail - Capability: `satellite-imagery/scene_detail` - Description: One Sentinel-2 scene with every asset: COG hrefs on the S3 buckets, projection, shape, transform, data type, nodata, scale and offset (GET /v1/collections/{collection}/items/{id}). - Instructions: When you need asset URLs or raster metadata for a scene id returned by search_scenes. - Cost: 5 credits per call - Capability file: [Scene detail](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/scene_detail) Accepted options: - `collection` (string): Collection of the scene id; inferred from the id form when omitted. Example: `sentinel-2-c1-l2a` - `scene_id` (string, required): Earth Search item id, e.g. S2B_T16SDE_20260903T163711_L2A (sentinel-2-c1-l2a) or S2A_16SDE_20220909_0_L2A (sentinel-2-l2a). Pattern: ^[A-Za-z0-9_-]+$. Example: `` Response schema example: ```json { "assets": [ { "data_type": "uint16", "file_size_bytes": 1767881, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/AOT.tif", "key": "aot", "nodata": 0, "offset": 0, "roles": [ "data" ], "scale": 0.001, "shape": [ 5490, 5490 ], "title": "Aerosol optical thickness (AOT)", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 202645038, "gsd_m": 10, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B02.tif", "key": "blue", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 10980, 10980 ], "title": "Blue - 10m", "transform": [ 10, 0, 399960, 0, -10, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint8", "file_size_bytes": 1283727, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/CLD_20m.tif", "key": "cloud", "nodata": 0, "offset": null, "roles": [ "data", "cloud" ], "scale": null, "shape": [ 5490, 5490 ], "title": "Cloud Probabilities", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 5780958, "gsd_m": 60, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B01.tif", "key": "coastal", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 1830, 1830 ], "title": "Coastal - 60m", "transform": [ 60, 0, 399960, 0, -60, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": null, "file_size_bytes": 547962, "gsd_m": null, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/metadata.xml", "key": "granule_metadata", "nodata": null, "offset": null, "roles": [ "metadata" ], "scale": null, "shape": null, "title": null, "transform": null, "type": "application/xml" }, { "data_type": "uint16", "file_size_bytes": 216889348, "gsd_m": 10, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B03.tif", "key": "green", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 10980, 10980 ], "title": "Green - 10m", "transform": [ 10, 0, 399960, 0, -10, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 250036833, "gsd_m": 10, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B08.tif", "key": "nir", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 10980, 10980 ], "title": "NIR 1 - 10m", "transform": [ 10, 0, 399960, 0, -10, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 63013392, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B8A.tif", "key": "nir08", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 5490, 5490 ], "title": "NIR 2 - 20m", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 7047801, "gsd_m": 60, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B09.tif", "key": "nir09", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 1830, 1830 ], "title": "NIR 3 - 60m", "transform": [ 60, 0, 399960, 0, -60, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": null, "file_size_bytes": 192885, "gsd_m": 320, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/L2A_PVI.tif", "key": "preview", "nodata": null, "offset": null, "roles": [ "overview" ], "scale": null, "shape": [ 343, 343 ], "title": "True color preview", "transform": [ 320, 0, 399960, 0, -320, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": null, "file_size_bytes": 55044, "gsd_m": null, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/product_metadata.xml", "key": "product_metadata", "nodata": null, "offset": null, "roles": [ "metadata" ], "scale": null, "shape": null, "title": null, "transform": null, "type": "application/xml" }, { "data_type": "uint16", "file_size_bytes": 211145735, "gsd_m": 10, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B04.tif", "key": "red", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 10980, 10980 ], "title": "Red - 10m", "transform": [ 10, 0, 399960, 0, -10, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 58413409, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B05.tif", "key": "rededge1", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 5490, 5490 ], "title": "Red Edge 1 - 20m", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 61717904, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B06.tif", "key": "rededge2", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 5490, 5490 ], "title": "Red Edge 2 - 20m", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 62775072, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B07.tif", "key": "rededge3", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 5490, 5490 ], "title": "Red Edge 3 - 20m", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint8", "file_size_bytes": 1581257, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/SCL.tif", "key": "scl", "nodata": 0, "offset": null, "roles": [ "data" ], "scale": null, "shape": [ 5490, 5490 ], "title": "Scene classification map (SCL)", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint8", "file_size_bytes": 59412, "gsd_m": null, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/SNW_20m.tif", "key": "snow", "nodata": 0, "offset": null, "roles": [ "data", "snow-ice" ], "scale": null, "shape": [ 5490, 5490 ], "title": "Snow Probabilities", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 61250525, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B11.tif", "key": "swir16", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 5490, 5490 ], "title": "SWIR 1.6μm - 20m", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 59083267, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/B12.tif", "key": "swir22", "nodata": 0, "offset": -0.1, "roles": [ "data", "reflectance" ], "scale": 0.0001, "shape": [ 5490, 5490 ], "title": "SWIR 2.2μm - 20m", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": null, "file_size_bytes": 36765, "gsd_m": null, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/L2A_PVI.jpg", "key": "thumbnail", "nodata": null, "offset": null, "roles": [ "thumbnail" ], "scale": null, "shape": null, "title": "Thumbnail of preview image", "transform": null, "type": "image/jpeg" }, { "data_type": null, "file_size_bytes": 1488, "gsd_m": null, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/tileInfo.json", "key": "tileinfo_metadata", "nodata": null, "offset": null, "roles": [ "metadata" ], "scale": null, "shape": null, "title": null, "transform": null, "type": "application/json" }, { "data_type": "uint8", "file_size_bytes": 297413363, "gsd_m": 10, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/TCI.tif", "key": "visual", "nodata": 0, "offset": null, "roles": [ "visual" ], "scale": null, "shape": [ 10980, 10980 ], "title": "True color image", "transform": [ 10, 0, 399960, 0, -10, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" }, { "data_type": "uint16", "file_size_bytes": 48656960, "gsd_m": 20, "href": "https://e84-earth-search-sentinel-data.s3.us-west-2.amazonaws.com/sentinel-2-c1-l2a/16/S/DE/2026/9/S2B_T16SDE_20260903T163711_L2A/WVP.tif", "key": "wvp", "nodata": 0, "offset": 0, "roles": [ "data" ], "scale": 0.001, "shape": [ 5490, 5490 ], "title": "Water Vapour (WVP)", "transform": [ 20, 0, 399960, 0, -20, 4000020 ], "type": "image/tiff; application=geotiff; profile=cloud-optimized" } ], "bbox": [ -88.111914, 35.149921, -86.891522, 36.14484 ], "boa_offset_applied": null, "cloud_cover_pct": 4.791281, "cloud_high_probability_pct": 2.386382, "cloud_medium_probability_pct": 2.403234, "cloud_shadow_pct": 4.197391, "collection": "sentinel-2-c1-l2a", "constellation": "sentinel-2", "covers_geometry": null, "created": "2026-09-05T15:05:45.403Z", "date": "2026-09-03", "datetime": "2026-09-03T16:43:38.040000Z", "epsg": 32616, "footprint": { "coordinates": [ [ [ -88.11191385205836, 36.13972769324406 ], [ -88.0982820530267, 35.1499211736146 ], [ -86.89285176524282, 35.154851672138626 ], [ -86.89152152018616, 36.14484027029347 ], [ -88.11191385205836, 36.13972769324406 ] ] ], "type": "Polygon" }, "grid_code": "MGRS-16SDE", "id": "S2B_T16SDE_20260903T163711_L2A", "item_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2B_T16SDE_20260903T163711_L2A", "missing": [], "nodata_pixel_pct": 0, "not_vegetated_pct": 2.968009, "observed_at_ms": 1790875731014, "platform": "sentinel-2b", "processing_baseline": "05.12", "product_uri": "S2B_MSIL2A_20260903T162829_N0512_R083_T16SDE_20260903T221327.SAFE", "snow_ice_pct": 0, "sources": [ { "name": "Element 84 Earth Search", "observed_at": "2026-10-01T17:28:51Z", "url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2B_T16SDE_20260903T163711_L2A" } ], "spatial_precision": "grid_cell", "sun_azimuth": 148.110972011988, "sun_elevation": 57.9660563048985, "thin_cirrus_pct": 0.001666, "thumbnail_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2B_T16SDE_20260903T163711_L2A/thumbnail", "updated": "2026-09-05T15:05:45.403Z", "vegetation_pct": 86.681187, "water_pct": 1.036709 } ``` ### Search scenes - Capability: `satellite-imagery/search_scenes` - Description: Sentinel-2 L2A scenes intersecting a geometry in a date window, newest first, with tile-level cloud cover and other scene percentages (POST /v1/search with intersects, datetime, query, sortby, fields). - Instructions: Start here to find scene ids and dates for a field, then pass them to vegetation_indices or render_clip. Percentages are per MGRS tile, not per field; use vegetation_indices for the field's own cloud share. - Cost: 5 credits per call - Capability file: [Search scenes](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/search_scenes) Accepted options: - `collection` (string): `sentinel-2-c1-l2a` (Collection 1, default), `sentinel-2-l2a` (legacy archive, denser before 2023) or `auto` (c1, falling back to the legacy collection when c1 matches nothing). Example: `auto` - `continuation` (string): Opaque token from a previous page. Example: `` - `end` (string): Window end, YYYY-MM-DD (UTC), inclusive. Defaults to today. Pattern: ^[0-9]{4}-[0-9]{2}-[0-9]{2}$. Example: `` - `geometry` (object, required): GeoJSON geometry in WGS84 with [lon, lat] positions: Point, Polygon, MultiPolygon, or a Feature wrapping one. Rings must be closed; altitude is ignored; FeatureCollection and antimeridian-crossing shapes are refused (invalid_input with a JSON pointer and a stable code: ring_not_closed, latitude, longitude, too_large, too_many_vertices, feature_collection, antimeridian, unsupported_type). Open because GeoJSON allows foreign members (properties, id, bbox). Example: `{}` - `limit` (number): Scenes per page. Example: `20` - `max_cloud_cover_pct` (number): Keep scenes whose tile-level eo:cloud_cover is below this percentage (Earth Search `query` filter). Example: `10` - `start` (string): Window start, YYYY-MM-DD (UTC). Earth Search holds Sentinel-2 L2A from 2015-06-27. Pattern: ^[0-9]{4}-[0-9]{2}-[0-9]{2}$. Example: `` Response schema example: ```json { "collection": "sentinel-2-c1-l2a", "continuation": "sentinel-2-c1-l2a|2026-09-03T16:43:38.040000Z", "location": { "area_m2": 601272, "bbox": [ -86.93, 35.853, -86.92, 35.859 ], "centroid": [ -86.925, 35.856 ], "kind": "Polygon" }, "matched": 10, "max_cloud_cover_pct": 30, "missing": [], "notes": [], "observed_at_ms": 1790875722878, "returned": 3, "scenes": [ { "bbox": [ -88.111914, 35.149921, -86.891522, 36.14484 ], "cloud_cover_pct": 28.96958, "cloud_shadow_pct": 6.142063, "collection": "sentinel-2-c1-l2a", "covers_geometry": true, "date": "2026-09-10", "datetime": "2026-09-10T16:43:54.948000Z", "epsg": 32616, "grid_code": "MGRS-16SDE", "id": "S2A_T16SDE_20260910T164143_L2A", "item_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2A_T16SDE_20260910T164143_L2A", "nodata_pixel_pct": 0, "not_vegetated_pct": 3.097369, "platform": "sentinel-2a", "processing_baseline": "05.12", "snow_ice_pct": 0, "spatial_precision": "grid_cell", "sun_elevation": 55.8536601036066, "thumbnail_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2A_T16SDE_20260910T164143_L2A/thumbnail", "vegetation_pct": 59.415716, "water_pct": 0.992933 }, { "bbox": [ -88.111914, 35.149921, -86.891522, 36.14484 ], "cloud_cover_pct": 19.830154, "cloud_shadow_pct": 9.640406, "collection": "sentinel-2-c1-l2a", "covers_geometry": true, "date": "2026-09-08", "datetime": "2026-09-08T16:43:38.417000Z", "epsg": 32616, "grid_code": "MGRS-16SDE", "id": "S2C_T16SDE_20260908T163821_L2A", "item_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2C_T16SDE_20260908T163821_L2A", "nodata_pixel_pct": 0, "not_vegetated_pct": 3.726975, "platform": "sentinel-2c", "processing_baseline": "05.12", "snow_ice_pct": 0, "spatial_precision": "grid_cell", "sun_elevation": 56.4510399171648, "thumbnail_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2C_T16SDE_20260908T163821_L2A/thumbnail", "vegetation_pct": 65.065086, "water_pct": 0.734808 }, { "bbox": [ -88.111914, 35.149921, -86.891522, 36.14484 ], "cloud_cover_pct": 4.791281, "cloud_shadow_pct": 4.197391, "collection": "sentinel-2-c1-l2a", "covers_geometry": true, "date": "2026-09-03", "datetime": "2026-09-03T16:43:38.040000Z", "epsg": 32616, "grid_code": "MGRS-16SDE", "id": "S2B_T16SDE_20260903T163711_L2A", "item_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2B_T16SDE_20260903T163711_L2A", "nodata_pixel_pct": 0, "not_vegetated_pct": 2.968009, "platform": "sentinel-2b", "processing_baseline": "05.12", "snow_ice_pct": 0, "spatial_precision": "grid_cell", "sun_elevation": 57.9660563048985, "thumbnail_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2B_T16SDE_20260903T163711_L2A/thumbnail", "vegetation_pct": 86.681187, "water_pct": 1.036709 } ], "sources": [ { "name": "Element 84 Earth Search", "observed_at": "2026-10-01T17:28:42Z", "url": "https://earth-search.aws.element84.com/v1/search" } ], "spatial_precision": "grid_cell", "window": { "end": "2026-09-10", "start": "2026-07-15" } } ``` ### Vegetation indices - Capability: `satellite-imagery/vegetation_indices` - Description: NDVI, EVI and NDMI statistics (mean, median, p10, p90, min, max, std) over a geometry per scene, computed from the Sentinel-2 COGs by HTTP range request: SCL read first for the field's cloud share, cloudy scenes skipped, reflectance = scale * DN + offset from the item's raster:bands, pixels counted when their centre falls inside the geometry, plus a zone grid of weak areas. - Instructions: For a paddock, field or parcel: how green or moist is it per scene, how much of it was cloudy, and which zones lag. Pass scene_ids from search_scenes, or a window and the newest clear scenes are chosen. - Cost: 5 credits per call - Capability file: [Vegetation indices](https://firecrawl.dev/alexandria/agents/providers/earth-search-aws-element84-com/satellite-imagery/vegetation_indices) Accepted options: - `collection` (string): `sentinel-2-c1-l2a` (Collection 1, default), `sentinel-2-l2a` (legacy archive, denser before 2023) or `auto` (c1, falling back to the legacy collection when c1 matches nothing). Example: `auto` - `end` (string): Window end, YYYY-MM-DD (UTC), inclusive. Defaults to today. Pattern: ^[0-9]{4}-[0-9]{2}-[0-9]{2}$. Example: `` - `geometry` (object, required): GeoJSON geometry in WGS84 with [lon, lat] positions: Point, Polygon, MultiPolygon, or a Feature wrapping one. Rings must be closed; altitude is ignored; FeatureCollection and antimeridian-crossing shapes are refused (invalid_input with a JSON pointer and a stable code: ring_not_closed, latitude, longitude, too_large, too_many_vertices, feature_collection, antimeridian, unsupported_type). Open because GeoJSON allows foreign members (properties, id, bbox). Example: `{}` - `indices` (string[]): indices Example: `[]` - `max_cloud_cover_pct` (number): Keep scenes whose tile-level eo:cloud_cover is below this percentage (Earth Search `query` filter). Example: `10` - `max_field_cloud_share` (number): Skip reflectance reads when the SCL cloud share over the geometry exceeds this. Example: `0.3` - `max_scenes` (number): Newest distinct acquisitions to read when searching a window. Example: `3` - `scene_ids` (string[]): Specific scenes to read; otherwise the window is searched. Example: `[]` - `start` (string): Window start, YYYY-MM-DD (UTC). Earth Search holds Sentinel-2 L2A from 2015-06-27. Pattern: ^[0-9]{4}-[0-9]{2}-[0-9]{2}$. Example: `` - `zone_grid` (number): Zones per side of the grid over the geometry's bbox (1 disables). Example: `3` Response schema example: ```json { "bytes_read": 4281103, "collection": "sentinel-2-c1-l2a", "formulas": { "evi": "2.5 * (B08 - B04) / (B08 + 6 * B04 - 7.5 * B02 + 1)", "ndmi": "(B8A - B11) / (B8A + B11)", "ndvi": "(B08 - B04) / (B08 + B04)" }, "indices_requested": [ "ndvi", "evi", "ndmi" ], "location": { "area_m2": 601272, "bbox": [ -86.93, 35.853, -86.92, 35.859 ], "centroid": [ -86.925, 35.856 ], "kind": "Polygon" }, "max_field_cloud_share": 0.3, "missing": [], "notes": [], "observed_at_ms": 1790875769551, "pixel_rule": "a pixel counts when its centre falls inside the geometry; SCL classes 3, 8, 9, 10 are cloud; reflectance = scale * DN + offset from the item's raster:bands", "scenes": [ { "assets_read": 6, "bbox": [ -88.111914, 35.149921, -86.891522, 36.14484 ], "bytes_read": 4281103, "cloud_cover_pct": 4.791281, "cloud_shadow_pct": 4.197391, "collection": "sentinel-2-c1-l2a", "covers_geometry": true, "date": "2026-09-03", "datetime": "2026-09-03T16:43:38.040000Z", "epsg": 32616, "field": { "clear_share": 1, "cloud_share": 0, "nodata_share": 0, "pixels_20m": 1530, "scl_classes": [ { "class": 4, "name": "vegetation", "pixels": 1299, "share": 0.849 }, { "class": 5, "name": "not_vegetated", "pixels": 231, "share": 0.151 } ] }, "grid_code": "MGRS-16SDE", "id": "S2B_T16SDE_20260903T163711_L2A", "indices": { "evi": { "masked_cloud_pixels": 0, "masked_nodata_pixels": 0, "max": 0.7397, "mean": 0.3997, "median": 0.4132, "min": -0.0074, "p10": 0.212, "p90": 0.555, "pixel_size_m": 10, "pixels": 5940, "std": 0.1278, "zones": [ { "col": 0, "mean": 0.3935, "pixels": 630, "row": 0, "weak": false }, { "col": 1, "mean": 0.2921, "pixels": 630, "row": 0, "weak": true }, { "col": 2, "mean": 0.5077, "pixels": 630, "row": 0, "weak": false }, { "col": 0, "mean": 0.3913, "pixels": 690, "row": 1, "weak": false }, { "col": 1, "mean": 0.2532, "pixels": 690, "row": 1, "weak": true }, { "col": 2, "mean": 0.5258, "pixels": 690, "row": 1, "weak": false }, { "col": 0, "mean": 0.398, "pixels": 660, "row": 2, "weak": false }, { "col": 1, "mean": 0.3564, "pixels": 660, "row": 2, "weak": false }, { "col": 2, "mean": 0.4802, "pixels": 660, "row": 2, "weak": false } ] }, "ndmi": { "masked_cloud_pixels": 0, "masked_nodata_pixels": 0, "max": 0.365, "mean": 0.1039, "median": 0.146, "min": -0.3128, "p10": -0.1517, "p90": 0.2864, "pixel_size_m": 20, "pixels": 1530, "std": 0.1641, "zones": [ { "col": 0, "mean": 0.085, "pixels": 165, "row": 0, "weak": false }, { "col": 1, "mean": -0.0628, "pixels": 165, "row": 0, "weak": true }, { "col": 2, "mean": 0.2511, "pixels": 165, "row": 0, "weak": false }, { "col": 0, "mean": 0.1221, "pixels": 165, "row": 1, "weak": false }, { "col": 1, "mean": -0.1172, "pixels": 165, "row": 1, "weak": true }, { "col": 2, "mean": 0.2529, "pixels": 165, "row": 1, "weak": false }, { "col": 0, "mean": 0.1384, "pixels": 180, "row": 2, "weak": false }, { "col": 1, "mean": 0.0177, "pixels": 180, "row": 2, "weak": true }, { "col": 2, "mean": 0.2402, "pixels": 180, "row": 2, "weak": false } ] }, "ndvi": { "masked_cloud_pixels": 0, "masked_nodata_pixels": 0, "max": 0.8846, "mean": 0.6014, "median": 0.6307, "min": -0.0128, "p10": 0.3228, "p90": 0.8177, "pixel_size_m": 10, "pixels": 5940, "std": 0.1806, "zones": [ { "col": 0, "mean": 0.6016, "pixels": 630, "row": 0, "weak": false }, { "col": 1, "mean": 0.4371, "pixels": 630, "row": 0, "weak": true }, { "col": 2, "mean": 0.7234, "pixels": 630, "row": 0, "weak": false }, { "col": 0, "mean": 0.585, "pixels": 690, "row": 1, "weak": false }, { "col": 1, "mean": 0.3845, "pixels": 690, "row": 1, "weak": true }, { "col": 2, "mean": 0.7386, "pixels": 690, "row": 1, "weak": false }, { "col": 0, "mean": 0.6161, "pixels": 660, "row": 2, "weak": false }, { "col": 1, "mean": 0.5333, "pixels": 660, "row": 2, "weak": false }, { "col": 2, "mean": 0.7957, "pixels": 660, "row": 2, "weak": false } ] } }, "item_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2B_T16SDE_20260903T163711_L2A", "missing": [], "nodata_pixel_pct": 0, "not_vegetated_pct": 2.968009, "platform": "sentinel-2b", "processing_baseline": "05.12", "snow_ice_pct": 0, "spatial_precision": "grid_cell", "sun_elevation": 57.9660563048985, "thumbnail_url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2B_T16SDE_20260903T163711_L2A/thumbnail", "vegetation_pct": 86.681187, "water_pct": 1.036709 } ], "sources": [ { "name": "Element 84 Earth Search", "observed_at": "2026-10-01T17:29:25Z", "url": "https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a/items/S2B_T16SDE_20260903T163711_L2A" } ], "spatial_precision": "polygon", "window": null } ```