Powerful conservation tech tools are gathering more data in the field than ever before. But without equally powerful and effective data management and processing tools, that data - no matter how groundbreaking or interesting - will not be able to reach its full potential for impact.
Data management can sometimes seem intimidating to conservationists, especially those just getting started in the world of conservation tech or experimenting with new data collection methods. While every community member's workflow and preferred data management and processing methods may be different, this group can serve as a resource to explore what works for others, share your own advice, and develop new strategies together.
Below are a few WILDLABS events dealing with datasets collected from various conservation tech tools:
Nicole Flores: How do I get started with Wildlife Insights?
Jamie Macaulay: How do I analyse large acoustic datasets using PAMGuard?
Sarah Davidson: Tools for Bio-logging Data in Conservation
Whatever conservation tech tools you work with, and whatever your preferred data management methods, we hope you'll find something helpful and effective in this group when you become a member!
No showcases have been added to this group yet.
- @annavallery
- | she/her
Seabird biologist experienced in research and applied conservation. Dedicated to conducting and using innovative research to inform conservation decisions.

- 0 Resources
- 3 Discussions
- 7 Groups
WILDLABS & Wildlife Conservation Society (WCS)
I'm the Bioacoustics Research Analyst at WILDLABS. I'm a marine biologist with particular interest in the acoustics behavior of cetaceans. I'm also a backend web developer, hoping to use technology to improve wildlife conservation efforts.





- 40 Resources
- 38 Discussions
- 33 Groups
- @ginevrabellini
- | She/her
I am an ecologist by training and at the moment I work as community manager at the WiNoDa Knowledge Lab of the Museum für Naturkunde Berlin. As a data competence center, we offer free educational resources for researchers working with natural science collections and biodiversity

- 4 Resources
- 2 Discussions
- 5 Groups
- @TaliaSpeaker
- | She/her
WILDLABS & World Wide Fund for Nature/ World Wildlife Fund (WWF)
I'm the Executive Manager of WILDLABS at WWF



- 23 Resources
- 64 Discussions
- 31 Groups
Eddy Nnanga is a fisheries engineer specializing in the governance and management of Marine Protected Areas. An expert in biodiversity conservation, ecological monitoring, project management, and community engagement, he mobilizes funding and builds networks.
- 0 Resources
- 0 Discussions
- 4 Groups
Ocean Science Analytics
Marine mammal ecologist and online technical trainer



- 1 Resources
- 41 Discussions
- 10 Groups
- @Frank_van_der_Most
- | He, him
RubberBootsData
Field data app developer, with an interest in funding and finance





- 57 Resources
- 188 Discussions
- 9 Groups
- 0 Resources
- 0 Discussions
- 10 Groups
Student at Texas A&M. Electronic hobbyist, audiomoth user
- 0 Resources
- 0 Discussions
- 5 Groups
- 0 Resources
- 0 Discussions
- 2 Groups
- 0 Resources
- 0 Discussions
- 6 Groups
Fauna & Flora
Remote Sensing Scientist, Conservation Technology & Nature Markets @ Fauna & Flora - WILDLABS Geospatial Group Co-Lead



- 42 Resources
- 49 Discussions
- 9 Groups
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Recently updated products
Description | Activity | Replies | Groups | Updated |
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Hi @CourtneyShuert We support NOAA with AI for individual ID for belugas (but from aerial and from lateral surface too). If some of our techniques can be cross-applied... |
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AI for Conservation, Data management and processing tools | 4 days 14 hours ago | |
Hello Eugene, I just tried your service:Was wondering how possible will it be to have the option to upload a second image and have a comparison running to let the user know if... |
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AI for Conservation, Camera Traps, Data management and processing tools, Software Development | 4 days 21 hours ago | |
You could just throw out that data, but I think you'd be doing yourself a disservice and missing out on some interesting insights. Are you training the AI with just pre-COVID... |
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AI for Conservation, Animal Movement, Data management and processing tools, Human-Wildlife Coexistence | 1 week 4 days ago | |
Do you thinks an AI could do that ?GitHub - naturalsolutions/ecoSecrets: ecoSecrets is a web application which enables users to manage their camera traps data |
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Data management and processing tools | 1 week 5 days ago | |
Wondering if anyone here has come across good guidance/frameworks/best practices/etc. for baseline conservation data management (beyond... |
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Data management and processing tools, Protected Area Management Tools | 1 week 5 days ago | |
Wow this is amazing! This is how we integrate Biology and Information Technology. |
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Camera Traps, AI for Conservation, Build Your Own Data Logger Community, Data management and processing tools, Marine Conservation, Protected Area Management Tools, Geospatial | 2 weeks 2 days ago | |
Here is a nice review on the use of camera traps in various ecological contexts:https://onlinelibrary.wiley.com/doi/toc/10.1002/(ISSN)2045-7758.ecological-insights |
+10
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Camera Traps, Data management and processing tools | 1 month ago | |
15 years ago I had to rebuild the dams on a game reserve I was managing due to flood damage and neglect. How I wished there was an easier,... |
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Drones, Conservation Tech Training and Education, Data management and processing tools, Emerging Tech, Geospatial, Open Source Solutions | 3 months 4 weeks ago | |
Thanks Fadhilla! I met with your colleague Henrick at the booth. :-) |
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AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Community Base, Data management and processing tools, Early Career, Geospatial | 1 month 3 weeks ago | |
Hi Jeremy,I am copying here a reply from Juliane Röder, who is not on the forum here: The GFBio VAT tool seems to do all the desired analysing and visualising stuff - but it... |
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Data management and processing tools, Camera Traps, Software Development | 2 months ago | |
I'm excited to see this project begin; I think its focus on versatility and functionality for users in diverse environments will allow Trapper Keeper to have a broad impact,... |
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Camera Traps, Data management and processing tools, Emerging Tech, Open Source Solutions, Software Development | 2 months 1 week ago | |
HiThis is great! So just to double check - there is no way to join online? I would love to be part of this conference. Thanks, Els van Lavieren |
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Community Base, Conservation Tech Training and Education, Data management and processing tools, Emerging Tech, Human-Wildlife Coexistence, Protected Area Management Tools, Wildlife Crime | 2 months 1 week ago |
Tracking Individual Whales in 360-degree Videos
28 July 2025 1:22am
8 August 2025 4:40pm
Have you tried using Insta360's DeepTrack feature on your Studio desktop app? We have used it for similar use cases and it worked well. I would love to hear if it works for your science objectives. We are also experimenting and would love to know your thoughts. :) https://youtu.be/z8WKtdPCL_E?t=123
9 August 2025 12:44am
Hi @CourtneyShuert
We support NOAA with AI for individual ID for belugas (but from aerial and from lateral surface too). If some of our techniques can be cross-applied please reach out: jason at wildme dot org
Cheers,
Jason
Free online tool to analyze wildlife images
4 August 2025 8:01am
8 August 2025 5:23pm
Hello Eugene, I just tried your service:
Was wondering how possible will it be to have the option to upload a second image and have a comparison running to let the user know if body patterns are: 'same' or 'different', helping to identify individuals.
Thanks and kind regards from Colombia,
Alejo
Collaborate on Conservation Tech Publications With HAAG
5 August 2025 11:46pm
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5 August 2025 6:56pm
How do you tackle the anomalous data during the COVID period when doing analysis?
21 July 2025 8:55am
25 July 2025 3:06pm
To clarify, are you talking about a model that carries out automated detection of vocalizations? or a model that detects specific patterns of behavior/movement? I would suspect that the former is not something that may be impacted while training as the fundamental vocalizations/input is not going to change drastically (although see Derryberry et al., where they show variation in spectral characteristics of sparrows at short distance pre and post-covid lockdowns).
28 July 2025 6:14pm
I'm specifically referring to movement of animals affected by anthropogenic factors. My question has nothing to do with vocalisations.
Humans were essentially removed from large sections of the world during covid and that surely had some effects on wildlife movements, or at least I am assuming it did. But that would not be the regular "trend". If I try to predict the movement of a species over an area frequented by humans, that surely comes into the picture - and so does their absence.
My question is very specific to dealing with data that has absence (or limited interference) of humans during the covid period in all habitats.
1 August 2025 10:24pm
You could just throw out that data, but I think you'd be doing yourself a disservice and missing out on some interesting insights. Are you training the AI with just pre-COVID animal movement data or are you including context on anthropogenic factors as well? Not sure if you are looking at an area that has available visitor/human population data, but if you include that with animal movement data across all years it should net out in the end.
Behavioral logging from video
12 July 2024 6:01pm
29 July 2024 2:29pm
Hadn't heard of CowLog, thanks Rob!
31 July 2025 7:26pm
Hi Kyler,
Did you find anything suitable?
Best,
Melissa
1 August 2025 2:35pm
Do you thinks an AI could do that ?
Data management & QA/QC guidelines?
31 July 2025 10:43pm
Jupyter Notebook: Aquatic Computer Vision
25 January 2024 5:50am
27 January 2024 4:07am
This definitely seems like the community to do it. I was looking at the thread about wolf detection and it seems like people here are no strangers to image classification. A little overwhelming to be quite honest 😂
While it would be incredible to have a powerful model that was capable of auto-classifying everything right away and storing all the detected creatures & correlated sensor data straight into a database - I wonder if in remote cases where power (and therefore cpu bandwidth), data storage, and network connectivity is at a premium if it would be more valuable to just be able to highlight moments of interest for lab analysis later? OR if you do you have cellular connection, you could download just those moments of interest and not hours and hours of footage?
27 January 2024 6:11am
Am working on similar AI challenge at the moment. Hoping to translate my workflow to wolves in future if needed.
We all are little overstretched but it there is no pressing deadlines, it should be possible to explore building efficient model for object detection and looking at suitable hardware for running these model on the edge.
28 July 2025 1:20pm
Wow this is amazing! This is how we integrate Biology and Information Technology.
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22 May 2025 10:24pm
16 June 2025 2:28pm
A related publication that might be of interest, with the Norwegian Arctic Fox monitoring program we used camera trap time series to study phenological plasticity in arctic fox moulting, specifically the transition from winter to summer coat. We were looking at how this process responds to environmental variation, such as the length of the snow season and temperature fluctuations (e.g., colder years with prolonged snow cover vs. earlier snowmelt and warmer winters). This builds on similar ideas of extracting phenological and climatic insights from camera trap data. :)
Here's a link to the publication "A camera trap-based assessment of climate-driven phenotypic plasticity of seasonal moulting in an endangered carnivore" https://doi.org/10.1002/rse2.304
18 June 2025 12:27pm
Great! thank you @Lucie_LprtDvldr !
7 July 2025 9:46am
Here is a nice review on the use of camera traps in various ecological contexts:
https://onlinelibrary.wiley.com/doi/toc/10.1002/(ISSN)2045-7758.ecological-insights
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24 June 2025 9:31am
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24 June 2025 1:46am
ICCB 2025 – Let’s Connect!
9 March 2025 5:06am
16 June 2025 8:33am
Hey Stephanie,
I have dropped you couple of links. I believe we also have a booth somewhere.
16 June 2025 8:41am
Hi Stephanie,
It’s great to hear about your exciting work and that you’ll be attending ICCB 2025 — congratulations on presenting!
The Savannah Tracking team is participating at the exhibition, and we’d love for you to stop by our booth 15.
Given your previous interest in collaring domestic dogs and collecting high-resolution GPS data, it might be a great opportunity for us to connect in person and dive deeper into how our lightweight collar solutions — like those currently deployed on Dingoes — could support your project. We'd be happy to show you how our satellite-enabled collars work, demo our data platforms, and explore a potential fit for your needs.
19 June 2025 7:34am
Thanks Fadhilla! I met with your colleague Henrick at the booth. :-)
Imageomics FuncaPalooza 2025
17 June 2025 6:21pm
Prototype for exploring camera trap data
20 January 2025 10:23pm
7 May 2025 10:49am
@Jeremy_ For the Python implementation of basic occupancy models (as suggested by @ollie_wearn ), please refer to these two projects:
I second @martijnB suggestion to use spatially explicit occupancy models (as implemented in R, e.g., https://doserlab.com/files/spoccupancy-web/). However, this would need to be added to both of the aforementioned Python projects.
17 May 2025 10:53am
Lively and informative discussion, I would very much like to contribute if there is some active development work with regards to this.
I have recent experience with using Model Context Protocol (MCP) to integrate various tools & data repositories with LLMs like Claude. I believe this could be a good idea/path whereby we can do the following:
1. use the images & labels along with any meta-data, chunk/index/store it in vector db
2. integrate with existing data sources available by exposing the data through MCP server
3. Use MCP friendly LLM clients (like Claude) to query, visualize and do other open-ended things leveraging the power of LLM and camera trap data from various sources.
Regards,
Ajay
13 June 2025 1:38pm
Hi Jeremy,
I am copying here a reply from Juliane Röder, who is not on the forum here:
The GFBio VAT tool seems to do all the desired analysing and visualising stuff - but it isn't specialized on camera trap data. Instead, it harvests GBIF, GFBio data centers, and environmental data that you can combine in any way you want: https://vat.gfbio.org/#/
Documentation with some example code and notebooks is here: https://docs.vat.gfbio.org
A standalone tool for camarea trap data and images is nice, but maybe joining forces and adding some functionality to the VAT tool to better handle camera trap data would be a more sustainable solution...?
The VAT tool can give you some simple statistics of the chosen data (e.g. occurences of wild cats in central Europe in winters 2000-2015), and some simple analyses (wild cat occurences and snow depth). It's focus is on geospatial analyses of occurrence data. They do not have any functionality specific for camera trap data - yet.
My point was, that if you want geospatial analyses and/or additional data to compare to camera trap data, you probably don't have to build a new tool.
I'm not involved with the development of the VAT tool, but I could help with the contact. I know the VAT team.
You can contact her on juliane.roeder@uni-marburg.de.
I did a quick exploration of the VAT tool. It is built quite differently, and my first impression is that it is less accessible; however, as you become more familiar with it, you discover a wide range of options to explore for DwcA occurrences.
I believe it is extremely valuable to also have a tool that works directly with the richest data (Camtrap DP), rather than relying on translated data (Darwin Core), where important details and data structure are lost.
I also think the goals of both tools are different: map-based analysis vs. exploration.
But still usefull to get to know about each other :-)
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6 June 2025 1:14pm
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3 June 2025 10:07am
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30 May 2025 12:05pm
2 June 2025 10:24pm
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22 May 2025 2:37pm
28 May 2025 4:20pm
Nice!
Thought I'd mention that Wildlife Security Innovations will have a booth there, demonstrating our new multi-camera, local AI camera trap that supports miniature high resolution thermal modules. I will be bringing these along.
31 May 2025 4:21pm
Hi
This is great!
So just to double check - there is no way to join online? I would love to be part of this conference.
Thanks, Els van Lavieren
Application deadline for Animove, 31May2025
27 May 2025 10:24am
5 August 2025 5:20pm
Hey Courtney! I've just sent you an email about coming on Variety Hour to talk about your work :) Looking forward to hearing from you!