Skip to main content

Sentinel Hub

Sentinel Hub, powered by Planet Labs, allows you easily perform spectral analysis and interact with Planet data without needing other software. Build solutions, analyze data at scale, and find insights in this powerful tool.

  • 2,559 Topics
  • 8,884 Replies
2559 Topics
elyhienrich
Community Manager 🌎
elyhienrichCommunity Manager 🌎
posted in Sentinel Hub
Welcome to the Sentinel Hub Subforum!

The Sentinel Hub Community will continue to thrive within Planet Community. We would like to encourage you to share your work, ask questions, provide product ideas and collaborate with the larger community. Should you have any technical issues or questions related to your account, please send them to support@planet.com.    For anything related to Copernicus, ESA, and Sentinel Hub APIs hosted on Copernicus Data Space Ecosystem, please ask those questions on the Copernicus Data Space Ecosystem Community  forum!  Please let us know if you have any questions!

1820
elyhienrich
Community Manager 🌎
spacesense_team
spacesense_team‎‎ 🌱
asked in Sentinel Hub
Mismatch in number of samples and scenes and how we can match them.

Hi, I am using the following evalscript to get S2L2A multi-temporal data for some AOIs.I see we have more samples than scenes (we use TILE mosaicking) and I understand we can have multiple acquisitions per scene. I am struggling to understand how can I map the samples I am generating to which scenes (productId) they belong to.I was wondering if there’s a way to do this correctly (maybe there is a way to use metadata from samples instead of scenes)?Thanks Spacesense Team//VERSION=3function setup() { return { input: [{ bands: ["SCL", "CLP"], units: "DN" }], output: [ {id: "scl", bands: 1, sampleType: SampleType.UINT8}, {id: "clp", bands: 1, sampleType: SampleType.UINT8} ], mosaicking: Mosaicking.TILE };}function updateOutput(outputs, collection) { Object.values(outputs).forEach((output) => { output.bands = collection.scenes.length; });}// function to generate a json file with a list of the acquisition datesfunction updateOutputMetadata(scenes,

110
spacesense_team
kakhilv
kakhilv
asked in Sentinel Hub
Configuring SentinelHub API using SHConfig() in AWS Lambda

Hello,I have deployed a Python function as a containerized AWS Lambda function, which uses sentinelhub-py to request Sentinel-2 images via the Process API. However, I am encountering an issue when initializing SHConfig(). It appears that SHConfig attempts to write to a local configuration file (config.toml) in the default directory (~/.config/sentinelhub/config.toml), which is not writable in the Lambda environment due to its read-only file system.Since AWS Lambda only allows writing to the /tmp directory, I tried redirecting the configuration there, but I still encounter the following error: Error configuring Sentinel Hub client: [Errno 30] Read-only file system: '/home/sbx_user****' My Approach:I am passing the client_id and client_secret as environment variables and attempting to initialize the configuration as follows: import osfrom sentinelhub import SHConfig, SentinelHubRequest# Retrieve credentials from environment variablesCLIENT_ID = os.environ.get('SH_CLIENT_ID')CLIENT_SECRET

470
kakhilv
sentinel2
sentinel2‎‎ 🌱
asked in Sentinel Hub
Sentinel-2 catalogue showing S2A and S2B transit on the same day?

On 28/03/2025 in UTM tile 32TMK the catalogue.dataspace.copernicus.eu gives me both S2A and S2B acquisitions.To date the catalogue has only ever showed one or other of the pair on a single date.Has anything changed?Or is there a bug in the catalogue?

564
sentinel2
S
SentinelHub User
posted in Sentinel Hub
How to “remove” the clouds in an NDVI image AND return as 1 band

I am trying to download NDVI as 1 band with a Cloud mask. Esssentially I am trying to combine these two scripts and need some assistance. Cloud mask //VERSION=3 function setup() { return { input: ["B02", "B03", "B04", "CLM"], output: { bands: 1 } } } function evaluatePixel(sample) { if (sample.CLM == 1) { return [0.75 + sample.B04, sample.B03, sample.B02] } return [ 2.5*sample.B04, 2.5*sample.B03, 2.5*sample.B02]; } 1 band NDVI //VERSION=3 function setup() { return { input: ["B08", "B04"], output: { bands: 1 } }; } function evaluatePixel(sample) { var ndvi = (sample.B08 - sample.B04) / (sample.B08 + sample.B04); return [ndvi]; } It does not have to be these two scripts specifically, but if anyone has any suggestions on how to effectively combine these two i’d appreciate it. Thank you!

2673
EricLiuthomasdecay
lcfm_vito
lcfm_vito‎‎ 🌱
asked in Sentinel Hub
AWS S2 L2A corrupted product

Hi,this file (from product S2A_MSIL2A_20201104T083131_N0214_R021_T35PMP_20201104T110428)is corrupted: s3://sentinel-s2-l2a/tiles/35/P/MP/2020/11/4/0/R10m/B04.jp2 Cheers,Daniele

412
lcfm_vito
jona
jona‎‎ 🌱
asked in Sentinel Hub
Sentinel-1 C Availability

Hi,First of all, thank you so much for all the incredible service you provide to the community. Our work would be so much harder without you!My question is when we might be able to expect a regular ingestion of the S1C data into the AWS Registry of Open Data?Very much looking forward to have it streaming into our application through that channel.Best,Jonahttps://cerulean.skytruth.org

452
sakvaka_env
samirach
samirach‎‎ 🌱
asked in Sentinel Hub
crop type

I have three questions regarding this topic:(1) How detect Crop Type using sentinel hub(2) How Crop types can be identified using vegetation indices(3) How collect NDVI Data from sentinel hub

412
samirach
wind
wind‎‎ 🌱
asked in Sentinel Hub
When downloading Sentinel-2 L1C and L2A data from AWS public datasets, has the "Requester pays" been removed?

I am downloading Sentinel-2 L1C and L2A data from AWS public datasets, transferring approximately 1TB of data monthly from AWS to my office. According to the "Requester pays" policy, I should be charged for "data transfer fees from AWS to the internet".However, the AWS bill I received does not include this charge. Specifically, the data transfer metrics for the Frankfurt region show 0GB.My question is: Are users no longer required to pay data transfer fees? Has Planet assumed responsibility for these costs? Thank you.Additionally, my download command is: aws s3 cp requester s3://sentinel-s2-l2a/... The download succeeds without adding "--request-payer" to the command.

1363
elyhienrich
Community Manager 🌎
Hajime Ise
Hajime Ise‎‎ 🌱
asked in Sentinel Hub
Unable to add multiple tiles to a single collection in BYOC

Hello,I'm experiencing an issue when attempting to add multiple tiles to a single BYOC Collection on both Sentinel Hub and Planet Insights Platform (Beta). When uploading tiles captured on different dates, explicitly specifying unique timestamps for each, I receive an error indicating a mismatch between the provided datetime and the original tile's datetime.For example, I have tiles dated September 8, September 13, and September 18. When attempting to upload these tiles, the system successfully ingests the first tile (September 8) but returns errors for the subsequent tiles (September 13 and 18). The error message suggests that the system cannot locate the initial tile from September 8, despite it being clearly uploaded and visible.This behavior persists whether using the dashboard interface or making API requests. I followed the instructions outlined in the 'Add multiple tiles to a single collection' section of the Sentinel Hub documentation: Sentinel Hub BYOC Example.Could anyone adv

756
elyhienrich
Community Manager 🌎
Ing_Wonja
Ing_Wonja‎‎ 🌱
asked in Sentinel Hub
SOS SOS SOS SOS SOS SOS SOS SOS SOS SOS

GOOD AFTERNOON Dear Community.While processing with acolite. i fell on NETCDF ERRORs. Behold, here is what was being written to notify that there is an error.Wrote rhos_783S2A_MSI/B7 took 177.3s (RevLUT)Wrote rhot_833Computing surface reflectance 8 833 0.943Interpolating tilesProcess Process-1:Traceback (most recent call last):  File "multiprocessing\process.py", line 314, in _bootstrap  File "acolite\acolite\acolite_gui.py", line 33, in run  File "acolite\acolite\acolite_gui.py", line 28, in run  File "multiprocessing\process.py", line 108, in run  File "acolite\acolite\acolite_run.py", line 208, in acolite_run  File "acolite\acolite\acolite_l2r.py", line 1533, in acolite_l2r  File "acolite\gem\gem.py", line 174, in write  File "acolite\output\nc_write.py", line 271, in nc_write  File "src\\netCDF4\\_netCDF4.pyx", line 5630, in netCDF4._netCDF4.Variable.__setitem__  File "src\\netCDF4\\_netCDF4.pyx", line 5917, in netCDF4._netCDF4.Variable._put  File "src\\netCDF4\\_netCDF4.pyx", line

641
elyhienrich
Community Manager 🌎
R
Roman‎‎ 🌱
asked in Sentinel Hub
Wiretransfer payment: approved status

Hi,We have purchased a new plan as our current plan expires tomorrow. But the wiretransfer payment stays for several hours in status “approved”.Is some more action from our side required? Or how long does it take till the payment proceeds to “paid” status? We are little nervous as we need the account to have a valid plan without interruption.

1158
R
DeepPlastics
DeepPlastics‎‎ 🌱
asked in Sentinel Hub
Double Sentinel-2 Scenes

Hi all.I am working on a waterhyacinth detection model. I have a river system devided in 3 areas, and for one of the areas I keep getting two scenes super adjacent to eachother.Each time, it seems like the later image is an incomplete scene, yielding lower detection.I have been trying to simply filter them out and delete these scenes, however without succes.Anyone has experience with yielding double scenes and knows how to filter them out properly? In the end I will apply the code to a much larger time-extent.

671
williamray
Planeteer 🌎
valter.sorli
Planeteer 🌎
valter.sorliPlaneteer 🌎
posted in Sentinel Hub
Sentinel Hub Catalog API 0.9.0 Deprecation and End of Life Announcement

Dear users,The Sentinel Hub Catalog API 0.9.0 has been deprecated for over a year, and the time has come to retire it. The service will be sunset on August 1, 2025, after which it will no longer be available.To avoid disruptions, please migrate your integration to the latest Catalog API V1.0 as soon as possible. To assist with this transition, we have provided documentation and a migration guidelines.For more details, please refer to our resources or reach out if you need any assistance.Best regards,The Sentinel Hub Team

1740
valter.sorli
Planeteer 🌎
N
nb345‎‎ 🌱
asked in Sentinel Hub
Many Sentinel-2 L2A are missing in the last week

L1C can be found on the eo-browser but the corresponding L2A is missing on a wide area (globally i believe).

1133
williamray
Planeteer 🌎
S
Sinergise Team
posted in Sentinel Hub
Changes of the access rights to L1C bucket at AWS Public Datasets (Requester Pays)

To all AWS Public Datasets users of S2 L1C data. This thread will be used to communicate changes happening to the S2 bucket. As we expect to gather some feedback from power users in this thread, we might change the approach a bit during the discussion in ongoing. The summarized and harmonized description will be available on this FAQ link. End of June we will set S2 L1C bucket as “Requester pays” similarly as it is for S2 L2A and S1 GRD. This move is required to allow further increase of the shared data - for continuation of Sentinel-2 L1C coverage, to accommodate global rollout of Sentinel-2 L2A and to host European and then global Sentinel-2 analysis ready mosaics. How might this affect your workflow: If you are using the data within AWS EU (Frankfurt) region using S3 protocol, there will be practically no change. There will be some very small additional charge incurred to your account, related to “GET, SELECT and all other Requests”, currently at 0.43$ per 1 million requests. If you

13625
wind
sentinel2
sentinel2‎‎ 🌱
asked in Sentinel Hub
Transition from Sentinel Hub EO Browser to Copernicus Browser - 2 questions

I have a browser based webapp that allows users to jump directly to a location in the EO Browser at specific zoom/date (known to be visited by Sentinel-2).This allows them to visually assess the utility of Sentinel-2 product without the barriers of knowing about calendar or tiles or having to do a login (anonymously) - to see public data.I now note that this EO Browser convenience is going away: If the user persists and clicks Use Anonymously they are met with a second modular block:where they must click Stay in EO Browser. My questions are thus:Can Sentinel-2 data be viewed in Copernicus browser anonymously? Can one deep-link to such a location/date/zoom specified view in Copernicus browser?    

1452
sentinel2
S.shagun
S.shagun‎‎ 🌱
asked in Sentinel Hub
How to access ARPS for my area of interest if i have planet subscription

Hi,I am a researcher in University of New South Wales. I have planet insight subscription and have linked my account to Sentinel hub through Planet insight platform. I am not able to access ARPS ( Analysis ready Planet scope) dataset for my analysis. The sentinel hub dashboard shows me that I am on trial and Also, under the plans it shows me Import of commercial/third-party data into Sentinel Hub is only available to subscribed Sentinel Hub users. So can you please let me know whether I can access ARPS images for my dataset ( Commercial dataset) or I need to subscribed to sentinel hub separately, as I have already subscribed to Planet scope. .  

1111
matt.ballard
Planeteer 🌎
Viet Hung Vu
Viet Hung Vu‎‎ 🌱
asked in Sentinel Hub
Cannot find products in the create order step

Hi,I'm currently new to EO Browser. I want to order some products in Thanh Hoa, Vietnam, but every time I tried to create an order with a product I just queried, it just showed an error '404 error Product not found.' Detail is in this GG doc link: Details on how I ordered my product.I also posted a topic on the Sentinel Hub forum, but it took really long for someone to reply to me: Topic: Cannot find products in the create order step.I really need someone to help me on this problem. I need the data soon to test on my project. Thank you very much 

1081
elyhienrich
Community Manager 🌎
williamray
Planeteer 🌎
williamrayPlaneteer 🌎
posted in Sentinel Hub
NEW Planet University Course: Introduction to Custom Scripts on the Planet Insights Platform

I am excited to share that we have introduced an additional Planet University course that introduces the concept of custom scripts in Planet Insights Platform.As well as informing the community this thread will be the place to ask any additional questions you may have as well as being the place to ask for help regarding the Jupyter Notebook exercises at the end of the course.In this course:You’ll be introduced to what custom scripts are and how they work Understand some examples of how basic custom scripts are built Cement your knowledge by running through two Jupyter Notebooks independently.If there’s nothing stopping you getting started right now, you can follow this LINK to get started!

960
williamray
Planeteer 🌎
carlodef
carlodef‎‎ 🌱
asked in Sentinel Hub
Missing Sentinel-2 L2A Collection 1 products

Hi,I originally raised this question on the Sentinel-Hub forum under the Sentinel@AWS category, but got no replies. Perhaps I’ll get more luck here? It seems that several S2 L2A products with baseline 05.00 (collection 1) are missing from the AWS bucket sentinel-s2-l2a.Let’s take as an example product S2B_MSIL2A_20220108T174719_N0500_R098_T13SER_20230205T190405:It is available on CDSE.But it is not on AWS, instead only the older version of the product, with baseline 03.01, is there (s3://sentinel-s2-l2a/products/2022/1/8/S2B_MSIL2A_20220108T174719_N0301_R098_T13SER_20220108T214244/)This is the case for many, if not all, collection 1 products from 2022.Are there any plans to add these products on AWS?Many thanksCarlo

2486
carlodef
Denisa
Denisa‎‎ 🌱
asked in Sentinel Hub
AWS_LTML2

Hello everyone, as I am downloading scenes for analysis of area I study in my diploma thesis, there has started to occure an error “There was an issue fetching data for AWS_LTML2” when I click on Search button. I need to download data from Landsat 4-5 TM, until now it worked perfectly fine. Could anyone please help me with this issue? Thanks 

3013
elyhienrich
Community Manager 🌎
S
SentinelHub User
posted in Sentinel Hub
Request failed with status code 500

I have tried multiple times to get Airbus satellite imagery from multiple locations, yet i still receive the same error every time. can you please explain to me a way to solve the problem? Request failed with status code 500 DATA_PROVIDER_ERROR Error occurred while accessing data provider: [403 Forbidden]. Please contact support. {“providerError”:{“status”:403}}

1934
williamray
Planeteer 🌎
D
daniel1uno‎‎ 🌱
asked in Sentinel Hub
What's the best way to add Sentinel imagery into web app (created with arcgis sdk js)?

I’m trying to add imagery to a map element created with arcgis sdk for js 4.X. My plan is to consume the OGC API from sentinel hub and pass the “geometry” custom parameter combined with format: image/png (so the image is transparent outside my aoi). i’m using WMTS layer, below is part of my code: import WMTSLayer from "@arcgis/core/layers/WMTSLayer.js"; const map = new Map({      basemap: "osm",    }); async addWmtsLayer() {    const coordinates = //WKT POLYGON string    const layer = new WMTSLayer({      url: "https://services.sentinel-hub.com/ogc/wmts/myinstanceid?", // url to the service      activeLayer: {        id: FALSE-COLOR,      },      customParameters: {        GEOMETRY: coordinates        CRS: "CRS:84",        TIME: "2024-01-28/2024-06-28",        FORMAT: "image/png",      },      visible: false,    });     await layer.load();    map.add(layer); The above code works but I’m getting an strange behavior, whenever I add the wmts layer, the requested image appears inside my ao

2572
D
M
m-lindman‎‎ 🌱
asked in Sentinel Hub
PlanetScope cloud filtering

Hi there,I recently created a collection of PlanetScope imagery using the Planet Subscriptions API and applied a 50% cloud filter. I’m now using that collection in the Statistical API and would like to only consider imagery with 20% cloud cover (i.e., 80% clear pixels). Let me know if you have any tips for filtering these data.Thank you!

3141
matt.ballard
Planeteer 🌎
Terms & Conditions
Planet Monitoring
Planet Tasking
Planet Analytic Feeds
Planetary Variables
Planet Basemaps
Agriculture
Energy & Infrastructure
Forestry & Land Use
Finance & Insurance
Mapping
Sustainability
Maritime
Civil Government
US State and Local
Europe
Planet Federal
Armed Services
Defense & Intelligence
Investors
Connect with Planet Partners
Become a Partner
Planet Esri Partnership
Certification Program
Find a Partner
About Us
Customer Stories
Our Team
Careers
Press
Resources
ESG at Planet
Contact Us
Art at Planet
FAQs
Planet University
Developer Center
Help Center
Contact Sales
Explorer Log In
Partner Portal
Investors
Blog
Gallery
Disaster Data
Publications
Planet Insights
Planet Stories

© 2024 Planet Labs PBC. All rights reserved.
| Privacy Policy | California Privacy Notice | California Do Not Sell
Your Privacy Choices | Cookie Notice | Terms of Use