Repository: GeoscienceAustralia/dea-notebooks (language: python)

Issue:
Add new citation to DEA-notebooks  USAGE.rst
https://www.sciencedirect.com/science/article/pii/S156984322400027X 

Add this one to usage file
Sphinx autosummary minor update
### Proposed changes

Minor change. Sphinx autosummary generated an update to the DEA Tools auto-generated documentation.



Discussion / hints:
Permission to claim this? I'm a first-time contributor.
Awesome! please do, and thankyou
Apologies for the delay. I created the pull request with the added citation. Let me know if you have any questions.


Fix patch:
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index 990f1d0ac..1c476e861 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -21,4 +21,4 @@ Steps to reproduce the behaviour. For example:
 A clear and concise description of what you expected to happen.
 
 **Environment information**
-What datacube environment are you using? i.e. [DEA Sandbox](https://docs.dea.ga.gov.au/guides/setup/Sandbox/sandbox/) or the [NCI (Gadi or VDI)](https://docs.dea.ga.gov.au/guides/setup/NCI/README/)
+What datacube environment are you using? i.e. [DEA Sandbox](https://knowledge.dea.ga.gov.au/guides/setup/Sandbox/sandbox/) or the [NCI (Gadi or VDI)](https://knowledge.dea.ga.gov.au/guides/setup/NCI/README/)
diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
index bfbde2287..111a9e0f6 100644
--- a/.github/PULL_REQUEST_TEMPLATE.md
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -12,7 +12,7 @@ Include a brief description of the changes being proposed, and why they are nece
 - [ ] Remove any unused/empty code cells
 - [ ] Remove any guidance cells (e.g. `General advice`)
 - [ ] Ensure that all code cells follow the [PEP8 standard](https://www.python.org/dev/peps/pep-0008/) for code. The `jupyterlab_code_formatter` tool can be used to format code cells to a consistent style: select each code cell, then click `Edit` and then one of the `Apply X Formatter` options (`YAPF` or `Black` are recommended).
-- [ ] Include relevant tags in the final notebook cell (refer to the [DEA Tags Index](https://docs.dea.ga.gov.au/genindex/), and re-use tags if possible)
+- [ ] Include relevant tags in the final notebook cell (refer to the [DEA Tags Index](https://knowledge.dea.ga.gov.au/genindex/), and re-use tags if possible)
 - [ ] Clear all outputs, run notebook from start to finish, and save the notebook in the state where all cells have been sequentially evaluated
 - [ ] Test notebook on both the `NCI` and `DEA Sandbox` (flag if not working as part of PR and ask for help to solve if needed)
 - [ ] If applicable, update the `Notebook currently compatible with the NCI|DEA Sandbox environment only` line below the notebook title to reflect the environments the notebook is compatible with
diff --git a/.github/workflows/trigger_docs.yaml b/.github/workflows/trigger_docs.yaml
index ff357614c..43669dd3c 100644
--- a/.github/workflows/trigger_docs.yaml
+++ b/.github/workflows/trigger_docs.yaml
@@ -1,9 +1,9 @@
 
 name: Trigger DEA Docs Build
-# Documentation in this repo is not built in this GitHub Action. Instead, it is built by a separate Action in the dea-docs repo.
-# See here: https://github.com/GeoscienceAustralia/dea-docs/blob/master/.github/workflows/main.yml
+# Documentation in this repo is not built in this GitHub Action. Instead, it is built by a separate Action in the dea-knowledge-hub repo.
+# See here: https://github.com/GeoscienceAustralia/dea-knowledge-hub/blob/main/.github/workflows/deploy-production.yaml
 
-# The below action triggers a build in dea-docs when changes are pushed to the 'stable' branch in the current repo
+# The below action triggers a build in dea-knowledge-hub when changes are pushed to the 'stable' branch in the current repo
 
 on:
   push:
@@ -18,6 +18,6 @@ jobs:
         uses: peter-evans/repository-dispatch@v1
         with:
           token: ${{ secrets.REPO_PAT }}
-          repository: GeoscienceAustralia/dea-docs
+          repository: GeoscienceAustralia/dea-knowledge-hub
           event-type: republish-docs
 
diff --git a/Beginners_guide/01_Jupyter_notebooks.ipynb b/Beginners_guide/01_Jupyter_notebooks.ipynb
index 8dc8b8ff5..c1ff31b04 100644
--- a/Beginners_guide/01_Jupyter_notebooks.ipynb
+++ b/Beginners_guide/01_Jupyter_notebooks.ipynb
@@ -249,7 +249,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
@@ -259,7 +259,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Beginners_guide/02_DEA.ipynb b/Beginners_guide/02_DEA.ipynb
index 46056e416..0efe3292e 100644
--- a/Beginners_guide/02_DEA.ipynb
+++ b/Beginners_guide/02_DEA.ipynb
@@ -274,7 +274,7 @@
     "* **National Intertidal Digital Elevation Model (NIDEM):** The National Intertidal Digital Elevation Model (NIDEM) is a national dataset that maps the three-dimensional structure of Australia’s intertidal zone. NIDEM provides a first-of-its kind source of intertidal elevation data for Australia’s entire coastline. \n",
     "\n",
     "Each of the products above have dataset-specific naming conventions, measurements, resolutions, data types and coordinate reference systems.\n",
-    "For more information about DEA's derived products, refer to the [DEA website](http://www.ga.gov.au/dea/products), the [Content Management Interface](https://docs.dea.ga.gov.au/) (CMI) containing detailed product metadata, or the \"DEA_products\" notebooks in this repository."
+    "For more information about DEA's derived products, refer to the [DEA website](http://www.ga.gov.au/dea/products), the [Content Management Interface](https://knowledge.dea.ga.gov.au/) (CMI) containing detailed product metadata, or the \"DEA_products\" notebooks in this repository."
    ]
   },
   {
@@ -282,7 +282,7 @@
    "metadata": {},
    "source": [
     "## Recommended next steps\n",
-    "For more detailed information on the concepts introduced in this notebook, please see the [DEA User Guide](https://docs.dea.ga.gov.au/) and [Open Data Cube Manual](https://datacube-core.readthedocs.io/en/latest/).\n",
+    "For more detailed information on the concepts introduced in this notebook, please see the [DEA User Guide](https://knowledge.dea.ga.gov.au/) and [Open Data Cube Manual](https://datacube-core.readthedocs.io/en/latest/).\n",
     "For more information on the development of the DEA platform, please see [Dhu et al. 2017](https://doi.org/10.1080/20964471.2017.1402490).\n",
     "\n",
     "To continue with the beginner's guide, the following notebooks are designed to be worked through in the following order:\n",
@@ -317,7 +317,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
@@ -327,7 +327,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Beginners_guide/03_Products_and_measurements.ipynb b/Beginners_guide/03_Products_and_measurements.ipynb
index cc38f3e48..30ccbaf9b 100644
--- a/Beginners_guide/03_Products_and_measurements.ipynb
+++ b/Beginners_guide/03_Products_and_measurements.ipynb
@@ -1672,7 +1672,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1701,7 +1701,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Beginners_guide/04_Loading_data.ipynb b/Beginners_guide/04_Loading_data.ipynb
index 51bbffc32..252f43e49 100644
--- a/Beginners_guide/04_Loading_data.ipynb
+++ b/Beginners_guide/04_Loading_data.ipynb
@@ -6613,7 +6613,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -6642,7 +6642,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Beginners_guide/05_Plotting.ipynb b/Beginners_guide/05_Plotting.ipynb
index 0ca2f5377..e32c853d6 100644
--- a/Beginners_guide/05_Plotting.ipynb
+++ b/Beginners_guide/05_Plotting.ipynb
@@ -2784,7 +2784,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -2813,7 +2813,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Beginners_guide/06_Basic_analysis.ipynb b/Beginners_guide/06_Basic_analysis.ipynb
index 94f96c0b2..b9c02f94a 100644
--- a/Beginners_guide/06_Basic_analysis.ipynb
+++ b/Beginners_guide/06_Basic_analysis.ipynb
@@ -1187,7 +1187,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1216,7 +1216,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Beginners_guide/07_Intro_to_numpy.ipynb b/Beginners_guide/07_Intro_to_numpy.ipynb
index e523393da..e0c6538f8 100644
--- a/Beginners_guide/07_Intro_to_numpy.ipynb
+++ b/Beginners_guide/07_Intro_to_numpy.ipynb
@@ -1004,7 +1004,7 @@
     "**License:** The code in this notebook is licensed under the [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0). Digital Earth Australia data is licensed under the Creative Commons by Attribution 4.0 license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
diff --git a/Beginners_guide/08_Intro_to_xarray.ipynb b/Beginners_guide/08_Intro_to_xarray.ipynb
index 6a219a6d5..102043e27 100644
--- a/Beginners_guide/08_Intro_to_xarray.ipynb
+++ b/Beginners_guide/08_Intro_to_xarray.ipynb
@@ -2940,7 +2940,7 @@
     "**License:** The code in this notebook is licensed under the [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0). Digital Earth Australia data is licensed under the Creative Commons by Attribution 4.0 license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
diff --git a/Beginners_guide/09_Parallel_processing_with_Dask.ipynb b/Beginners_guide/09_Parallel_processing_with_Dask.ipynb
index 90ea5a4a7..7ad612add 100644
--- a/Beginners_guide/09_Parallel_processing_with_Dask.ipynb
+++ b/Beginners_guide/09_Parallel_processing_with_Dask.ipynb
@@ -6853,7 +6853,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -6882,7 +6882,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Beginners_guide/Guided_tutorial.ipynb b/Beginners_guide/Guided_tutorial.ipynb
index 4e5f0e6d8..e5ec044da 100644
--- a/Beginners_guide/Guided_tutorial.ipynb
+++ b/Beginners_guide/Guided_tutorial.ipynb
@@ -172,12 +172,12 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** April 2023\n",
     "\n",
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_Sandbox.ipynb b/DEA_Sandbox.ipynb
index fe567d2eb..5054e9184 100644
--- a/DEA_Sandbox.ipynb
+++ b/DEA_Sandbox.ipynb
@@ -78,30 +78,30 @@
    "source": [
     "## Learn more\n",
     "\n",
-    "Visit the [DEA Knowledge Hub](https://docs.dea.ga.gov.au/) for comprehensive information about the datasets and concepts used in these Notebooks. The Knowledge Hub contains several sections, including:\n",
+    "Visit the [DEA Knowledge Hub](https://knowledge.dea.ga.gov.au/) for comprehensive information about the datasets and concepts used in these Notebooks. The Knowledge Hub contains several sections, including:\n",
     "\n",
     "<table border=\"0\" align=\"left\">\n",
     "    <tr>\n",
     "        <td style=\"vertical-align: top; max-width: 220px; text-align: center;\">\n",
-    "            <a href=\"https://docs.dea.ga.gov.au/data/\">\n",
+    "            <a href=\"https://knowledge.dea.ga.gov.au/data/\">\n",
     "                <img src=\"./Supplementary_data/Landing_page/products.jpeg\" style=\"max-width: 200px;\">\n",
     "                <p style=\"font-size: 16px; font-weight: bold; margin-top: 1rem; color: rgba(0, 0, 0, 0.87);\">Product Metadata</p>\n",
     "            </a>\n",
     "        </td>\n",
     "        <td style=\"vertical-align: top; max-width: 220px; text-align: center;\">\n",
-    "            <a href=\"https://docs.dea.ga.gov.au/guides/\">\n",
+    "            <a href=\"https://knowledge.dea.ga.gov.au/guides/\">\n",
     "                <img src=\"./Supplementary_data/Landing_page/userguides.jpeg\" style=\"max-width: 200px;\">\n",
     "                <p style=\"font-size: 16px; font-weight: bold; margin-top: 1rem; color: rgba(0, 0, 0, 0.87);\">DEA User Guides</p>\n",
     "            </a>\n",
     "        </td>\n",
     "        <td style=\"vertical-align: top; max-width: 220px; text-align: center;\">\n",
-    "            <a href=\"https://docs.dea.ga.gov.au/notebooks/Tools/\">\n",
+    "            <a href=\"https://knowledge.dea.ga.gov.au/notebooks/Tools/\">\n",
     "                <img src=\"./Supplementary_data/Landing_page/deatoolsapi.jpeg\" style=\"max-width: 200px;\">\n",
     "                <p style=\"font-size: 16px; font-weight: bold; margin-top: 1rem; color: rgba(0, 0, 0, 0.87);\">DEA Tools Python API</p>\n",
     "            </a>\n",
     "        </td>\n",
     "        <td style=\"vertical-align: top; max-width: 220px; text-align: center;\">\n",
-    "            <a href=\"https://docs.dea.ga.gov.au/guides/tech_alerts_changelog/\">\n",
+    "            <a href=\"https://knowledge.dea.ga.gov.au/guides/tech_alerts_changelog/\">\n",
     "                <img src=\"./Supplementary_data/Landing_page/techalerts.jpeg\" style=\"max-width: 200px;\">\n",
     "                <p style=\"font-size: 16px; font-weight: bold; margin-top: 1rem; color: rgba(0, 0, 0, 0.87);\">Tech Alerts and Changelog</p>\n",
     "            </a>\n",
diff --git a/DEA_notebooks_template.ipynb b/DEA_notebooks_template.ipynb
index f3f1df85d..2972229e8 100644
--- a/DEA_notebooks_template.ipynb
+++ b/DEA_notebooks_template.ipynb
@@ -11,7 +11,7 @@
     "* When adding **Products used**, embed the hyperlink to that specific product on the DEA Explorer using the `[product_name](product url)` syntax.\n",
     "* When writing in Markdown cells, start each sentence on a **new line**. This makes it easy to see changes through git commits.\n",
     "* Use Australian English in markdown cells and code comments.\n",
-    "* Check the [known issues](https://github.com/GeoscienceAustralia/dea-docs/wiki/Known-issues) for formatting regarding the conversion of notebooks to DEA docs using Sphinx. Things to be aware of:\n",
+    "* See the [Knowledge Hub formatting troubleshooting guide](https://github.com/GeoscienceAustralia/dea-notebooks/wiki/Troubleshooting-Knowledge-Hub-formatting) to ensure your formatting will display properly on the [DEA Knowledge Hub](https://knowledge.dea.ga.gov.au/). Things to be aware of:\n",
     "    * Sphinx is highly sensitive to bulleted lists:\n",
     "        * Ensure that there is an empty line between any preceding text and the list\n",
     "        * Only use the `*` bullet (`-` is not recognised)\n",
@@ -25,7 +25,7 @@
     "    * [How_to_guides/Using_load_ard.ipynb](../How_to_guides/Using_load_ard.ipynb)\n",
     "    * [Real_world_examples/Coastal_erosion.ipynb](../Real_world_examples/Coastal_erosion.ipynb)\n",
     "    * [Tools/dea_tools/datahandling.py](../Tools/dea_tools/datahandling.py)\n",
-    "* In the final notebook cell, include a set of relevant tags which are used to build the DEA User Guide's [Tag Index](https://docs.dea.ga.gov.au/genindex/). \n",
+    "* In the final notebook cell, include a set of relevant tags which are used to build the DEA User Guide's [Tag Index](https://knowledge.dea.ga.gov.au/genindex/). \n",
     "Use all lower-case (unless the tag is an acronym), separate words with spaces (unless it is the name of an imported module), and [re-use existing tags](https://github.com/GeoscienceAustralia/dea-notebooks/wiki/List-of-tags).\n",
     "Ensure the tags cell below is in `Raw` format, rather than `Markdown` or `Code`.\n",
     "\n",
@@ -225,7 +225,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** September 2021\n",
     "\n",
@@ -254,7 +254,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_Coastlines.ipynb b/DEA_products/DEA_Coastlines.ipynb
index 0b2fb0782..270314a67 100644
--- a/DEA_products/DEA_Coastlines.ipynb
+++ b/DEA_products/DEA_Coastlines.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "* **[Sign up to the DEA Sandbox](https://app.sandbox.dea.ga.gov.au/)** to run this notebook interactively from a browser\n",
     "* **Compatibility:** Notebook currently compatible with both the `NCI` and `DEA Sandbox` environments\n",
-    "* **Products used:** [DEA Coastlines](https://docs.dea.ga.gov.au/data/product/dea-coastlines)\n",
+    "* **Products used:** [DEA Coastlines](https://knowledge.dea.ga.gov.au/data/product/dea-coastlines)\n",
     "\n",
     "## Background\n",
     "Australia has a highly dynamic coastline of over 30,000 km, with over 85% of its population living within 50 km of the coast. \n",
@@ -37,12 +37,12 @@
     "* Nanson, R., Bishop-Taylor, R., Sagar, S., Lymburner, L., (2022). Geomorphic insights into Australia's coastal change using a national dataset derived from the multi-decadal Landsat archive. Estuarine, Coastal and Shelf Science, 265, p.107712. Available: https://doi.org/10.1016/j.ecss.2021.107712\n",
     "* Bishop-Taylor, R., Sagar, S., Lymburner, L., Alam, I., & Sixsmith, J. (2019). Sub-pixel waterline extraction: Characterising accuracy and sensitivity to indices and spectra. *Remote Sensing*, 11(24), 2984. Available: https://www.mdpi.com/2072-4292/11/24/2984\n",
     "\n",
-    "> **Note:** For more technical information about the DEA Coastlines product, visit the official Geoscience Australia [DEA Coastlines product description](https://docs.dea.ga.gov.au/data/product/dea-coastlines)..\n",
+    "> **Note:** For more technical information about the DEA Coastlines product, visit the official Geoscience Australia [DEA Coastlines product description](https://knowledge.dea.ga.gov.au/data/product/dea-coastlines)..\n",
     "> To explore DEA Coastlines on an interactive map, [visit DEA Maps](https://maps.dea.ga.gov.au/story/DEACoastlines).\n",
     "\n",
     "## Description\n",
     "\n",
-    "This notebook will demonstrate how to load data from the [Digital Earth Australia Coastlines](https://docs.dea.ga.gov.au/data/product/dea-coastlines) product using the Digital Earth Australia datacube. \n",
+    "This notebook will demonstrate how to load data from the [Digital Earth Australia Coastlines](https://knowledge.dea.ga.gov.au/data/product/dea-coastlines) product using the Digital Earth Australia datacube. \n",
     "Topics covered include:\n",
     "\n",
     "1. Loading DEA Coastlines annual shoreline data using the `get_coastlines` function.\n",
@@ -220,7 +220,7 @@
     "Annual shorelines represent the median or 'most representative' position of the shoreline at approximately mean sea level tide (0 m Above Mean Sea Level) for each year from 1988 onward.\n",
     "Light-coloured lines (e.g. yellow) in the plot below represent recent shorelines, and dark-coloured lines represent older shorelines (e.g. 1988).\n",
     "\n",
-    "> **Note:** For more detail about DEA Coastlines annual shoreline data, refer to the official Geoscience Australia [DEA Coastlines product description](https://docs.dea.ga.gov.au/data/product/dea-coastlines)."
+    "> **Note:** For more detail about DEA Coastlines annual shoreline data, refer to the official Geoscience Australia [DEA Coastlines product description](https://knowledge.dea.ga.gov.au/data/product/dea-coastlines)."
    ]
   },
   {
@@ -597,7 +597,7 @@
     "\n",
     "The DEA Coastlines rates of change points data provides many useful statistics that give insights into coastal change in Australia.\n",
     "\n",
-    "> **Note:** For a full description of each of these statistics, refer to the **Rates of change** section of the official Geoscience Australia [DEA Coastlines product description](https://docs.dea.ga.gov.au/data/product/dea-coastlines)."
+    "> **Note:** For a full description of each of these statistics, refer to the **Rates of change** section of the official Geoscience Australia [DEA Coastlines product description](https://knowledge.dea.ga.gov.au/data/product/dea-coastlines)."
    ]
   },
   {
@@ -1201,7 +1201,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
@@ -1211,7 +1211,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_Fractional_Cover.ipynb b/DEA_products/DEA_Fractional_Cover.ipynb
index 3df36ee1d..7b5e500b4 100644
--- a/DEA_products/DEA_Fractional_Cover.ipynb
+++ b/DEA_products/DEA_Fractional_Cover.ipynb
@@ -23,7 +23,7 @@
     "This information is used by policy agencies, natural and agricultural land resource managers, and scientists to monitor land conditions over large areas over long time frames.\n",
     "\n",
     "### What this product offers\n",
-    "[Fractional Cover (FC)](https://docs.dea.ga.gov.au/data/product/dea-fractional-cover-landsat), developed by the [Joint Remote Sensing Research Program](https://www.jrsrp.org.au), is a measurement that splits the landscape into three parts, or fractions:\n",
+    "[Fractional Cover (FC)](https://knowledge.dea.ga.gov.au/data/product/dea-fractional-cover-landsat), developed by the [Joint Remote Sensing Research Program](https://www.jrsrp.org.au), is a measurement that splits the landscape into three parts, or fractions:\n",
     "\n",
     "* green (leaves, grass, and growing crops)\n",
     "* brown (branches, dry grass or hay, and dead leaf litter)\n",
@@ -42,7 +42,7 @@
     "* ecosystem modelling\n",
     "* land cover mapping\n",
     "\n",
-    "> **Note:** For more technical information about DEA Fractional Cover, visit the official [Geoscience Australia DEA Fractional Cover product description](https://docs.dea.ga.gov.au/data/product/dea-fractional-cover-landsat)."
+    "> **Note:** For more technical information about DEA Fractional Cover, visit the official [Geoscience Australia DEA Fractional Cover product description](https://knowledge.dea.ga.gov.au/data/product/dea-fractional-cover-landsat)."
    ]
   },
   {
@@ -992,7 +992,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "> **Note:** For more technical information about the accuracy and limitations of DEA Fractional Cover, refer to the Details tab of the official [Geoscience Australia DEA Fractional Cover product description](https://docs.dea.ga.gov.au/data/product/dea-fractional-cover-landsat)."
+    "> **Note:** For more technical information about the accuracy and limitations of DEA Fractional Cover, refer to the Details tab of the official [Geoscience Australia DEA Fractional Cover product description](https://knowledge.dea.ga.gov.au/data/product/dea-fractional-cover-landsat)."
    ]
   },
   {
@@ -1703,7 +1703,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1732,7 +1732,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_High_and_Low_Tide_Imagery.ipynb b/DEA_products/DEA_High_and_Low_Tide_Imagery.ipynb
index 4866c1603..9bd55de8f 100644
--- a/DEA_products/DEA_High_and_Low_Tide_Imagery.ipynb
+++ b/DEA_products/DEA_High_and_Low_Tide_Imagery.ipynb
@@ -25,7 +25,7 @@
     "The ever-changing nature of the tides makes it hard to systematically capture consistent imagery of the intertidal zone, particularly across large regions. Pressure is mounting on this zone from sea-level rise and anthropogenic sources such as land reclamation and aquaculture.\n",
     "\n",
     "### What this product offers\n",
-    "The [DEA High and Low Tide Imagery product](https://docs.dea.ga.gov.au/data/product/dea-high-and-low-tide-imagery-landsat) is a suite of cloud-free composite imagery of the intertidal zones at high and low tide around the Australian coast. It calculates the geometric median (geomedian) of the highest and lowest 20% of the observed tidal range in Digital Earth Australia (DEA)’s archive of Landsat satellite images.\n",
+    "The [DEA High and Low Tide Imagery product](https://knowledge.dea.ga.gov.au/data/product/dea-high-and-low-tide-imagery-landsat) is a suite of cloud-free composite imagery of the intertidal zones at high and low tide around the Australian coast. It calculates the geometric median (geomedian) of the highest and lowest 20% of the observed tidal range in Digital Earth Australia (DEA)’s archive of Landsat satellite images.\n",
     "\n",
     "To generate these composites, the archive of Landsat images has been paired with regional tidal modelling, generated by [Oregon State Tidal Prediction software](https://www.tpxo.net/otps). This allows the archive to be sorted by tide height rather than date, so the intertidal zone can be visualised at any stage of the tide regime.  \n",
     "\n",
@@ -38,7 +38,7 @@
     "### Publications\n",
     "* Sagar, S., Phillips, C., Bala, B., Roberts, D., & Lymburner, L. (2018). [Generating continental scale pixel-based surface reflectance composites in coastal regions with the use of a multi-resolution tidal model](https://www.mdpi.com/2072-4292/10/3/480). Remote Sensing, 10(3), 480.\n",
     "\n",
-    "> **Note:** For more technical information about DEA High and Low Tide Imagery, visit the official [Geoscience Australia DEA High and Low Tide Imagery product description](https://docs.dea.ga.gov.au/data/product/dea-high-and-low-tide-imagery-landsat)."
+    "> **Note:** For more technical information about DEA High and Low Tide Imagery, visit the official [Geoscience Australia DEA High and Low Tide Imagery product description](https://knowledge.dea.ga.gov.au/data/product/dea-high-and-low-tide-imagery-landsat)."
    ]
   },
   {
@@ -1062,7 +1062,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1091,7 +1091,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_Land_Cover.ipynb b/DEA_products/DEA_Land_Cover.ipynb
index 4f8e4989b..b93e5bd34 100644
--- a/DEA_products/DEA_Land_Cover.ipynb
+++ b/DEA_products/DEA_Land_Cover.ipynb
@@ -29,14 +29,14 @@
     "\n",
     "### What this product offers\n",
     "\n",
-    "[Digital Earth Australia Land Cover (DEA Land Cover)](https://docs.dea.ga.gov.au/data/product/dea-land-cover-landsat) is a continental dataset that maps  annual land cover classifications for Australia from 1988 to the present. \n",
+    "[Digital Earth Australia Land Cover (DEA Land Cover)](https://knowledge.dea.ga.gov.au/data/product/dea-land-cover-landsat) is a continental dataset that maps  annual land cover classifications for Australia from 1988 to the present. \n",
     "DEA Land Cover is at a 25 m resolution, meaning each pixel represents a 25 m × 25 m area on the ground. \n",
     "Each pixel shows the predominant land cover condition for the selected year.\n",
     "The product combines Landsat satellite data and related data products from Geoscience Australia's [Digital Earth Australia](https://www.dea.ga.gov.au/) program. \n",
     "\n",
     "The classification system used in DEA Land Cover follows the Food and Agriculture Organization of the United Nations [land cover classification taxonomy](https://www.fao.org/land-water/land/land-governance/land-resources-planning-toolbox/category/details/en/c/1036361/), allowing for comparison and integration with other national and international datasets. \n",
     "The product defines six base land cover classes (Level 3), seven land cover environmental descriptors, and a final land cover classification (Level 4) that combines both base classes and environmental descriptors.\n",
-    "More information about each class can be found further down in this notebook (see **Plotting data**), and on the [DEA Land Cover product details](https://docs.dea.ga.gov.au/data/product/dea-land-cover-landsat) page.\n",
+    "More information about each class can be found further down in this notebook (see **Plotting data**), and on the [DEA Land Cover product details](https://knowledge.dea.ga.gov.au/data/product/dea-land-cover-landsat) page.\n",
     "\n",
     "### Applications\n",
     "\n",
@@ -53,7 +53,7 @@
     "* Lucas R, Mueller N, Siggins A, Owers C, Clewley D, Bunting P, Kooymans C, Tissott B, Lewis B, Lymburner L, Metternicht G (2019) 'Land Cover Mapping using Digital Earth Australia', <em>Data</em>, 4(4):143, doi: [10.3390/data4040143](https://www.mdpi.com/2306-5729/4/4/143/htm).\n",
     "* Owers C, Lucas R, Clewley D, Planque C, Punalekar S, Tissott B, Chua S, Bunting P, Mueller N, Metternicht G (2021) 'Living Earth: Implementing national standardised land cover classification systems for Earth Observation in support of sustainable development', <em>Big Earth Data</em>, 5(3):368-390, doi:[10.1080/20964471.2021.1948179](https://www.tandfonline.com/doi/full/10.1080/20964471.2021.1948179?scroll=top&needAccess=true).\n",
     "\n",
-    "> **Note:** For more technical information about DEA Land Cover, visit the official Geoscience Australia [DEA Land Cover product description](https://docs.dea.ga.gov.au/data/product/dea-land-cover-landsat) page."
+    "> **Note:** For more technical information about DEA Land Cover, visit the official Geoscience Australia [DEA Land Cover product description](https://knowledge.dea.ga.gov.au/data/product/dea-land-cover-landsat) page."
    ]
   },
   {
@@ -1758,7 +1758,7 @@
     "### Level 4 visualisation\n",
     "\n",
     "The Level 4 classification combines the Level 3 classes with the seven environmental descriptors. \n",
-    "For the full list of classification values, visit [DEA Land Cover product details](https://docs.dea.ga.gov.au/data/product/dea-land-cover-landsat)."
+    "For the full list of classification values, visit [DEA Land Cover product details](https://knowledge.dea.ga.gov.au/data/product/dea-land-cover-landsat)."
    ]
   },
   {
@@ -1816,7 +1816,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1845,7 +1845,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_Landsat_Surface_Reflectance.ipynb b/DEA_products/DEA_Landsat_Surface_Reflectance.ipynb
index 0796a5f2f..5a19780a5 100644
--- a/DEA_products/DEA_Landsat_Surface_Reflectance.ipynb
+++ b/DEA_products/DEA_Landsat_Surface_Reflectance.ipynb
@@ -24,9 +24,9 @@
     "\n",
     "It contains three sub-products that provide corrections or attribution information:\n",
     "\n",
-    "* Surface Reflectance NBAR ([Landsat 5 TM](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbar-landsat-5-tm), [Landsat 7 ETM+](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbar-landsat-7-etm), [Landsat 8 OLI-TIRS](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbar-landsat-8-oli-tirs), [Landsat 9 OLI-TIRS](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbar-landsat-9-oli-tirs/))\n",
-    "* Surface Reflectance NBART ([Landsat 5 TM](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-landsat-5-tm), [Landsat 7 ETM+](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-landsat-7-etm), [Landsat 8 OLI-TIRS](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-landsat-8-oli-tirs), [Landsat 9 OLI-TIRS](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-landsat-9-oli-tirs/))\n",
-    "* Surface Reflectance Observation Attributes (OA) ([Landsat 5 TM](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-5-tm), [Landsat 7 ETM+](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-7-etm), [Landsat 8 OLI-TIRS](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-8-oli-tirs), [Landsat 9 OLI-TIRS](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-9-oli-tirs/))\n",
+    "* Surface Reflectance NBAR ([Landsat 5 TM](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbar-landsat-5-tm), [Landsat 7 ETM+](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbar-landsat-7-etm), [Landsat 8 OLI-TIRS](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbar-landsat-8-oli-tirs), [Landsat 9 OLI-TIRS](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbar-landsat-9-oli-tirs/))\n",
+    "* Surface Reflectance NBART ([Landsat 5 TM](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-landsat-5-tm), [Landsat 7 ETM+](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-landsat-7-etm), [Landsat 8 OLI-TIRS](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-landsat-8-oli-tirs), [Landsat 9 OLI-TIRS](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-landsat-9-oli-tirs/))\n",
+    "* Surface Reflectance Observation Attributes (OA) ([Landsat 5 TM](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-5-tm), [Landsat 7 ETM+](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-7-etm), [Landsat 8 OLI-TIRS](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-8-oli-tirs), [Landsat 9 OLI-TIRS](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-9-oli-tirs/))\n",
     "\n",
     "The resolution is a 30 m grid based on the USGS Landsat Collection 1 archive.\n",
     "\n",
@@ -52,7 +52,7 @@
     "* Li, F., Jupp, D. L. B., Reddy, S., Lymburner, L., Mueller, N., Tan, P., & Islam, A. (2010). An evaluation of the use of atmospheric and BRDF correction to standardize Landsat data. *IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing*, 3(3), 257–270. https://doi.org/10.1109/JSTARS.2010.2042281\n",
     "* Li, F., Jupp, D. L. B., Thankappan, M., Lymburner, L., Mueller, N., Lewis, A., & Held, A. (2012). A physics-based atmospheric and BRDF correction for Landsat data over mountainous terrain. *Remote Sensing of Environment*, 124, 756–770. https://doi.org/10.1016/j.rse.2012.06.018\n",
     "\n",
-    "> **Note:** For more technical information about the DEA Landsat Surface Reflectance products, visit the official Geoscience Australia [DEA Landsat Surface Reflectance product listings](https://docs.dea.ga.gov.au/data-products?combine=&program%5Bdea%5D=dea&catalog%5B12884%5D=12884).\n",
+    "> **Note:** For more technical information about the DEA Landsat Surface Reflectance products, visit the official Geoscience Australia [DEA Landsat Surface Reflectance product listings](https://knowledge.dea.ga.gov.au/data-products?combine=&program%5Bdea%5D=dea&catalog%5B12884%5D=12884).\n",
     "\n",
     "## Description\n",
     "\n",
@@ -643,7 +643,7 @@
     "**Figure 1:** The animation above demonstrates how the NBART correction results in a significantly more two-dimensional looking image that is less affected by terrain illumination and shadow.\n",
     "Black pixels in the NBART image represent areas of deep terrain shadow that can't be corrected as they're determined not to be viewable by either the sun or the satellite. \n",
     "These are represented by -999 `nodata` values in the data.\n",
-    "For more details about the difference between NBAR and NBART data, refer to the [Introduction to Digital Earth Australia](../Beginners_guide/02_DEA.ipynb) notebook, and the official [DEA Landsat Surface Reflectance product listings](https://docs.dea.ga.gov.au/data/category/dea-surface-reflectance.ipynb).\n",
+    "For more details about the difference between NBAR and NBART data, refer to the [Introduction to Digital Earth Australia](../Beginners_guide/02_DEA.ipynb) notebook, and the official [DEA Landsat Surface Reflectance product listings](https://knowledge.dea.ga.gov.au/data/category/dea-surface-reflectance.ipynb).\n",
     "\n",
     "#### Surface Reflectance Observation Attributes (OA)\n",
     "The surface reflectance data produced by NBAR and NBART require accurate and reliable data provenance and information about the satellite data's origins, derivations, methodology and processes. \n",
@@ -1388,7 +1388,7 @@
     "\n",
     "Because of these limitations, it can be advisable to treat individual FMask classifications with caution, and use analysis techniques that are robust to any potential classification errors (e.g. [temporal median](../How_to_guides/Generating_composites.ipynb) or [geomedian composites](../How_to_guides/Generating_geomedian_composites.ipynb) that will supress the effect of false positive or negative cloud classifications).\n",
     "\n",
-    "> **Note:** For more information about Fmask and other Surface Reflectance Observation Attributes, refer to the [Observation Attributes product description listings](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-8-oli-tirs) for Landsat 5, 7 and 8.\n",
+    "> **Note:** For more information about Fmask and other Surface Reflectance Observation Attributes, refer to the [Observation Attributes product description listings](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-landsat-8-oli-tirs) for Landsat 5, 7 and 8.\n",
     "> For a more detailed guide to masking satellite data (and dealing with common issues such as false positive cloud detection, refer to the [Masking data](../How_to_guides/Masking_data.ipynb) notebook. "
    ]
   },
@@ -1749,7 +1749,7 @@
     "Some of the most useful metadata fields for filtering Landsat data before loading it include:\n",
     "\n",
     "* `gqa_iterative_mean_xy`: An estimate of how accurately a satellite scene is georeferenced, calculated by comparing hundreds of candidate Ground Control Points, then discarding outliers to obtain a more robust estimate.\n",
-    "Values are in pixel units based on [a 25 metre resolution reference image](https://docs.dea.ga.gov.au/data/product/australian-geographic-reference-image) (i.e. 0.2 = 5 metres)\n",
+    "Values are in pixel units based on [a 25 metre resolution reference image](https://knowledge.dea.ga.gov.au/data/product/australian-geographic-reference-image) (i.e. 0.2 = 5 metres)\n",
     "\n",
     "This parameter can be used to ensure that we only load data that is closely aligned spatially through time. \n",
     "For example, to load only imagery with a geometric accuracy of less than 12.5 m (e.g. 50% of the 25 m reference pixel), we can add `gqa_iterative_mean_xy=(0, 0.5)` to our `dc.load` query:"
@@ -1833,7 +1833,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1864,7 +1864,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_Mangroves.ipynb b/DEA_products/DEA_Mangroves.ipynb
index 52cf98163..82731966e 100644
--- a/DEA_products/DEA_Mangroves.ipynb
+++ b/DEA_products/DEA_Mangroves.ipynb
@@ -38,10 +38,10 @@
    "source": [
     "### What this product offers\n",
     "\n",
-    "The [DEA Mangroves](https://docs.dea.ga.gov.au/data/product/dea-mangrove-canopy-cover-landsat) data product maps the annual canopy cover density of Australian mangroves within a fixed extent around the entire continental coastline. \n",
+    "The [DEA Mangroves](https://knowledge.dea.ga.gov.au/data/product/dea-mangrove-canopy-cover-landsat) data product maps the annual canopy cover density of Australian mangroves within a fixed extent around the entire continental coastline. \n",
     "The extent represents a union of [Global Mangrove Watch layers](https://data.unep-wcmc.org/datasets/45) for multiple years, produced by the Japanese Aerospace Exploration Agency.\n",
     "\n",
-    "Within this extent, mangroves are identified by leveraging a relationship between the 10th percentile green vegetation component of the DEA [Fractional Cover](https://docs.dea.ga.gov.au/data/product/dea-fractional-cover-landsat) data product with Light Detection And Ranging (LiDAR)-derived Planimetric Canopy Cover% (PCC).\n",
+    "Within this extent, mangroves are identified by leveraging a relationship between the 10th percentile green vegetation component of the DEA [Fractional Cover](https://knowledge.dea.ga.gov.au/data/product/dea-fractional-cover-landsat) data product with Light Detection And Ranging (LiDAR)-derived Planimetric Canopy Cover% (PCC).\n",
     "More detail on the method can be found [here](https://www.sciencedirect.com/science/article/pii/S0034425719301890?via%3Dihub).\n",
     "\n",
     "Three cover classes are identified within the product which are defined as:\n",
@@ -1401,7 +1401,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1430,7 +1430,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_Sentinel2_Surface_Reflectance.ipynb b/DEA_products/DEA_Sentinel2_Surface_Reflectance.ipynb
index 03cc90395..1d0bfdb5f 100644
--- a/DEA_products/DEA_Sentinel2_Surface_Reflectance.ipynb
+++ b/DEA_products/DEA_Sentinel2_Surface_Reflectance.ipynb
@@ -35,10 +35,10 @@
     "\n",
     "Sentinel-2A and Sentinel-2B each contain two sub-products that provide corrections or attribution information:\n",
     "\n",
-    "- [DEA Surface Reflectance NBART (Sentinel-2A MSI)](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-sentinel-2a-msi)\n",
-    "- [DEA Surface Reflectance OA (Sentinel-2A MSI)](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-sentinel-2a-msi)\n",
-    "- [DEA Surface Reflectance NBART (Sentinel-2B MSI)](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-sentinel-2b-msi)\n",
-    "- [DEA Surface Reflectance OA (Sentinel-2B MSI)](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-sentinel-2b-msi)\n",
+    "- [DEA Surface Reflectance NBART (Sentinel-2A MSI)](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-sentinel-2a-msi)\n",
+    "- [DEA Surface Reflectance OA (Sentinel-2A MSI)](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-sentinel-2a-msi)\n",
+    "- [DEA Surface Reflectance NBART (Sentinel-2B MSI)](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-sentinel-2b-msi)\n",
+    "- [DEA Surface Reflectance OA (Sentinel-2B MSI)](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-sentinel-2b-msi)\n",
     "\n",
     "The resolution is a 10/20/60 m grid based on the ESA Level 1C archive.\n",
     "\n",
@@ -92,7 +92,7 @@
     "* Compliance surveys\n",
     "* Emergency management\n",
     "\n",
-    "> **Note:** For more technical information about DEA Surface Reflectance, visit the official Geoscience Australia DEA Surface Reflectance product descriptions for [Sentinel-2A](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-sentinel-2a-msi) and [Sentinel-2B](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-sentinel-2b-msi)."
+    "> **Note:** For more technical information about DEA Surface Reflectance, visit the official Geoscience Australia DEA Surface Reflectance product descriptions for [Sentinel-2A](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-sentinel-2a-msi) and [Sentinel-2B](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-sentinel-2b-msi)."
    ]
   },
   {
@@ -275,7 +275,7 @@
     "### List measurements\n",
     "We can inspect the contents of each of the DEA Sentinel-2 Surface Reflectance products using datacube's `list_measurements()` functionality. \n",
     "The table below lists each of the measurements available in the data. \n",
-    "These measurements have prefixes `nbart_` and `oa_` that represent the two main Sentinel-2 \"sub-products\" that provide analysis ready surface reflectance data, and additional contextual attributes (for more information, see [here](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-sentinel-2a-msi) and [here](https://docs.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-sentinel-2a-msi))."
+    "These measurements have prefixes `nbart_` and `oa_` that represent the two main Sentinel-2 \"sub-products\" that provide analysis ready surface reflectance data, and additional contextual attributes (for more information, see [here](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-nbart-sentinel-2a-msi) and [here](https://knowledge.dea.ga.gov.au/data/product/dea-surface-reflectance-oa-sentinel-2a-msi))."
    ]
   },
   {
@@ -3301,7 +3301,7 @@
     "One of the most useful metadata fields is:\n",
     "\n",
     "* `gqa_iterative_mean_xy`: An estimate of how accurately a satellite scene is georeferenced, calculated by comparing hundreds of candidate Ground Control Points, then discarding outliers to obtain a more robust estimate.\n",
-    "Values are in pixel units based on [a 25 metre resolution reference image](https://docs.dea.ga.gov.au/data/product/australian-geographic-reference-image) (i.e. 0.2 = 5 metres)\n",
+    "Values are in pixel units based on [a 25 metre resolution reference image](https://knowledge.dea.ga.gov.au/data/product/australian-geographic-reference-image) (i.e. 0.2 = 5 metres)\n",
     "\n",
     "This parameter can be used to ensure that we only load data that is closely aligned spatially through time. \n",
     "For example, to load only imagery with a geometric accuracy of less than 12.5 m (e.g. 50% of the 25 m reference pixel), we can add `gqa_iterative_mean_xy=(0, 0.5)` to our `dc.load` query:"
@@ -3376,7 +3376,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_Water_Observations.ipynb b/DEA_products/DEA_Water_Observations.ipynb
index 6ceb6bf78..e44b5b958 100644
--- a/DEA_products/DEA_Water_Observations.ipynb
+++ b/DEA_products/DEA_Water_Observations.ipynb
@@ -21,7 +21,7 @@
     "\n",
     "These observations tell us where flooding has occurred in the past, and allows us to understand wetlands, water connectivity and surface-groundwater relationships. This can lead to more effective emergency management and risk assessment.\n",
     "\n",
-    "This is the principal [Digital Earth Australia (DEA) Water Observations product](https://docs.dea.ga.gov.au/data/product/dea-water-observations-landsat) (previously known as Water Observations from Space), providing the individual water observations per satellite image that are subsequently used in the following DEA Water Observations suite and related water bodies products. \n",
+    "This is the principal [Digital Earth Australia (DEA) Water Observations product](https://knowledge.dea.ga.gov.au/data/product/dea-water-observations-landsat) (previously known as Water Observations from Space), providing the individual water observations per satellite image that are subsequently used in the following DEA Water Observations suite and related water bodies products. \n",
     "\n",
     "This product shows where surface water was observed by the Landsat satellites on any particular day since mid 1986. These daily data layers are termed Water Observations (WOs).\n",
     "\n",
@@ -41,7 +41,7 @@
     "### Publications\n",
     "* Mueller, N., Lewis, A., Roberts, D., Ring, S., Melrose, R., Sixsmith, J., Lymburner, L., McIntyre, A., Tan, P., Curnow, S., & Ip, A. (2016). [Water observations from space: Mapping surface water from 25 years of Landsat imagery across Australia](https://doi.org/10.1016/j.rse.2015.11.003). Remote Sensing of Environment, 174, 341–352. \n",
     "\n",
-    "> **Note:** For technical information about DEA Water Observations, visit the official [Geoscience Australia DEA Water Observations product description](https://docs.dea.ga.gov.au/data/product/dea-water-observations-landsat)."
+    "> **Note:** For technical information about DEA Water Observations, visit the official [Geoscience Australia DEA Water Observations product description](https://knowledge.dea.ga.gov.au/data/product/dea-water-observations-landsat)."
    ]
   },
   {
@@ -1039,7 +1039,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "> **Note:** For more technical information about the DEA Water Observations's bit flags, refer to the Details tab of the official [Geoscience Australia DEA Water Observations product description](https://docs.dea.ga.gov.au/data/product/dea-water-observations-landsat)."
+    "> **Note:** For more technical information about the DEA Water Observations's bit flags, refer to the Details tab of the official [Geoscience Australia DEA Water Observations product description](https://knowledge.dea.ga.gov.au/data/product/dea-water-observations-landsat)."
    ]
   },
   {
@@ -1330,7 +1330,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1359,7 +1359,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_Waterbodies.ipynb b/DEA_products/DEA_Waterbodies.ipynb
index 6e07acf5c..56f304368 100644
--- a/DEA_products/DEA_Waterbodies.ipynb
+++ b/DEA_products/DEA_Waterbodies.ipynb
@@ -9,7 +9,7 @@
     "* **[Sign up to the DEA Sandbox](https://app.sandbox.dea.ga.gov.au/)** to run this notebook interactively from a browser\n",
     "* **Compatibility:** Notebook currently compatible with both the `NCI` and `DEA Sandbox` environments\n",
     "* **Products used:** \n",
-    "[DEA Waterbodies](https://docs.dea.ga.gov.au/data/product/dea-waterbodies-landsat)\n"
+    "[DEA Waterbodies](https://knowledge.dea.ga.gov.au/data/product/dea-waterbodies-landsat)\n"
    ]
   },
   {
@@ -40,7 +40,7 @@
     "* Krause, C.E., Newey, V., Alger, M.J. and Lymburner, L., (2021). Mapping and monitoring the multi-decadal dynamics of Australia’s open waterbodies using Landsat. Remote Sensing, 13(8), p.1437. https://doi.org/10.3390/rs13081437\n",
     "* Mueller, N., Lewis, A., Roberts, D., Ring, S., Melrose, R., Sixsmith, J., Lymburner, L., McIntyre, A., Tan, P., Curnow, S., & Ip, A. (2016). Water observations from space: Mapping surface water from 25 years of Landsat imagery across Australia. *Remote Sensing of Environment*, 174, 341–352. https://doi.org/10.1016/j.rse.2015.11.003\n",
     "\n",
-    "> **Note:** For more technical information about DEA Waterbodies, visit the official [Geoscience Australia DEA Waterbodies product description](https://docs.dea.ga.gov.au/data/product/dea-waterbodies-landsat)."
+    "> **Note:** For more technical information about DEA Waterbodies, visit the official [Geoscience Australia DEA Waterbodies product description](https://knowledge.dea.ga.gov.au/data/product/dea-waterbodies-landsat)."
    ]
   },
   {
@@ -445,7 +445,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
@@ -455,7 +455,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/DEA_products/DEA_Wetlands_Insight_Tool.ipynb b/DEA_products/DEA_Wetlands_Insight_Tool.ipynb
index b8b80595a..4f796b1d0 100755
--- a/DEA_products/DEA_Wetlands_Insight_Tool.ipynb
+++ b/DEA_products/DEA_Wetlands_Insight_Tool.ipynb
@@ -70,7 +70,7 @@
     "\n",
     "## Related products\n",
     "* [DEA Fractional Cover (Landsat)](../DEA_products/DEA_Fractional_Cover.ipynb)\n",
-    "* [DEA Tasseled Cap Indices Percentiles Calendar Year (Landsat)](https://docs.dea.ga.gov.au/data/product/dea-tasseled-cap-percentiles-landsat/)\n",
+    "* [DEA Tasseled Cap Indices Percentiles Calendar Year (Landsat)](https://knowledge.dea.ga.gov.au/data/product/dea-tasseled-cap-percentiles-landsat/)\n",
     "* [DEA Water Observations (Landsat)](../DEA_products/DEA_Water_Observations.ipynb)"
    ]
   },
@@ -2324,7 +2324,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -2359,7 +2359,7 @@
    },
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/ARD_overpass_predictor.ipynb b/How_to_guides/ARD_overpass_predictor.ipynb
index 8974f640d..d7a86fbc3 100644
--- a/How_to_guides/ARD_overpass_predictor.ipynb
+++ b/How_to_guides/ARD_overpass_predictor.ipynb
@@ -820,7 +820,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
diff --git a/How_to_guides/Analyse_multiple_polygons.ipynb b/How_to_guides/Analyse_multiple_polygons.ipynb
index 6fd28e83c..80c764a5c 100644
--- a/How_to_guides/Analyse_multiple_polygons.ipynb
+++ b/How_to_guides/Analyse_multiple_polygons.ipynb
@@ -804,7 +804,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** February 2024\n",
     "\n",
@@ -835,7 +835,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Animated_timeseries.ipynb b/How_to_guides/Animated_timeseries.ipynb
index b718237b2..c670624d6 100644
--- a/How_to_guides/Animated_timeseries.ipynb
+++ b/How_to_guides/Animated_timeseries.ipynb
@@ -1101,7 +1101,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1130,7 +1130,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Calculating_band_indices.ipynb b/How_to_guides/Calculating_band_indices.ipynb
index 53670f7a6..ab0330cd8 100644
--- a/How_to_guides/Calculating_band_indices.ipynb
+++ b/How_to_guides/Calculating_band_indices.ipynb
@@ -2442,7 +2442,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -2471,7 +2471,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Contour_extraction.ipynb b/How_to_guides/Contour_extraction.ipynb
index ad464d7f7..5cdd9eef4 100644
--- a/How_to_guides/Contour_extraction.ipynb
+++ b/How_to_guides/Contour_extraction.ipynb
@@ -1337,7 +1337,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1366,7 +1366,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Detecting_seasonality.ipynb b/How_to_guides/Detecting_seasonality.ipynb
index 071e9465f..dd6d9d0ed 100644
--- a/How_to_guides/Detecting_seasonality.ipynb
+++ b/How_to_guides/Detecting_seasonality.ipynb
@@ -9,7 +9,7 @@
     "* **[Sign up to the DEA Sandbox](https://app.sandbox.dea.ga.gov.au/)** to run this notebook interactively from a browser\n",
     "* **Compatibility:** Notebook currently compatible with both the `NCI` and `DEA Sandbox` environments\n",
     "* **Products used:** \n",
-    "[DEA Waterbodies](https://docs.dea.ga.gov.au/data/product/dea-waterbodies-landsat)\n"
+    "[DEA Waterbodies](https://knowledge.dea.ga.gov.au/data/product/dea-waterbodies-landsat)\n"
    ]
   },
   {
@@ -612,7 +612,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
@@ -622,7 +622,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Downloading_data_with_STAC.ipynb b/How_to_guides/Downloading_data_with_STAC.ipynb
index 15c17c7a9..b311c8e7a 100644
--- a/How_to_guides/Downloading_data_with_STAC.ipynb
+++ b/How_to_guides/Downloading_data_with_STAC.ipynb
@@ -17,7 +17,7 @@
    "metadata": {},
    "source": [
     "## Background\n",
-    "Digital Earth Australia (DEA) stores a range of data products on [Amazon Web Service's Simple Cloud Storage (S3)](https://docs.dea.ga.gov.au/guides/setup/AWS/data_and_metadata/) with free public access. These products can be browsed on the interactive [DEA Sandbox Explorer](https://explorer.sandbox.dea.ga.gov.au/products). To make it easier to find data in the DEA archive, the DEA Sandbox Explorer also provides a [SpatioTemporal Asset Catalog (STAC)](https://stacspec.org/) endpoint for listing or searching metadata (https://explorer.sandbox.dea.ga.gov.au/stac/).\n",
+    "Digital Earth Australia (DEA) stores a range of data products on [Amazon Web Service's Simple Cloud Storage (S3)](https://knowledge.dea.ga.gov.au/guides/setup/AWS/data_and_metadata/) with free public access. These products can be browsed on the interactive [DEA Sandbox Explorer](https://explorer.sandbox.dea.ga.gov.au/products). To make it easier to find data in the DEA archive, the DEA Sandbox Explorer also provides a [SpatioTemporal Asset Catalog (STAC)](https://stacspec.org/) endpoint for listing or searching metadata (https://explorer.sandbox.dea.ga.gov.au/stac/).\n",
     "\n",
     "STAC is a recently developed specification that provides a common language to describe geospatial information so it can more easily be indexed and discovered. \n",
     "DEA's STAC metadata can be used to quickly identify all available data for a given product, location or time period. \n",
@@ -3060,7 +3060,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -3089,7 +3089,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Exporting_GeoTIFFs.ipynb b/How_to_guides/Exporting_GeoTIFFs.ipynb
index 8bb6b4ed8..9f8156a27 100644
--- a/How_to_guides/Exporting_GeoTIFFs.ipynb
+++ b/How_to_guides/Exporting_GeoTIFFs.ipynb
@@ -1459,7 +1459,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1488,7 +1488,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Exporting_NetCDFs.ipynb b/How_to_guides/Exporting_NetCDFs.ipynb
index 2498ebe23..e5ba23517 100644
--- a/How_to_guides/Exporting_NetCDFs.ipynb
+++ b/How_to_guides/Exporting_NetCDFs.ipynb
@@ -1407,7 +1407,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1436,7 +1436,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/External_data_CSVs.ipynb b/How_to_guides/External_data_CSVs.ipynb
index aae0641ef..38b5a358b 100644
--- a/How_to_guides/External_data_CSVs.ipynb
+++ b/How_to_guides/External_data_CSVs.ipynb
@@ -1781,7 +1781,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1810,7 +1810,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/External_data_ERA5_Climate.ipynb b/How_to_guides/External_data_ERA5_Climate.ipynb
index db150bd91..52dce29cc 100644
--- a/How_to_guides/External_data_ERA5_Climate.ipynb
+++ b/How_to_guides/External_data_ERA5_Climate.ipynb
@@ -570,7 +570,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -599,7 +599,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Generating_composites.ipynb b/How_to_guides/Generating_composites.ipynb
index 168f0ac75..0d6ab064d 100644
--- a/How_to_guides/Generating_composites.ipynb
+++ b/How_to_guides/Generating_composites.ipynb
@@ -1483,7 +1483,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1512,7 +1512,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Generating_geomedian_composites.ipynb b/How_to_guides/Generating_geomedian_composites.ipynb
index 0f579b31a..f9b4f0dcd 100644
--- a/How_to_guides/Generating_geomedian_composites.ipynb
+++ b/How_to_guides/Generating_geomedian_composites.ipynb
@@ -2369,7 +2369,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -2398,7 +2398,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Image_segmentation.ipynb b/How_to_guides/Image_segmentation.ipynb
index c9b848d9e..c106ee4ce 100644
--- a/How_to_guides/Image_segmentation.ipynb
+++ b/How_to_guides/Image_segmentation.ipynb
@@ -810,7 +810,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -839,7 +839,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Imagery_on_web_map.ipynb b/How_to_guides/Imagery_on_web_map.ipynb
index 5bcb20e87..8177394dc 100644
--- a/How_to_guides/Imagery_on_web_map.ipynb
+++ b/How_to_guides/Imagery_on_web_map.ipynb
@@ -1656,7 +1656,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** September 2021\n",
     "\n",
@@ -1685,7 +1685,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Land_cover_animated_plots.ipynb b/How_to_guides/Land_cover_animated_plots.ipynb
index ebbd3ad79..24565f01e 100644
--- a/How_to_guides/Land_cover_animated_plots.ipynb
+++ b/How_to_guides/Land_cover_animated_plots.ipynb
@@ -22,7 +22,7 @@
     "\n",
     "Land cover is the physical surface of the Earth, including trees, shrubs, grasses, soils, exposed rocks, water bodies, plantations, crops and built structures.\n",
     "Digital Earth Australia Land Cover (DEA Land Cover) is a continental dataset that maps annual land cover classifications for Australia from 1988 to the present. \n",
-    "Detailed information about DEA Land Cover can be found in the [DEA Land Cover notebook](../DEA_products/DEA_Land_Cover.ipynb) and on the [DEA Land Cover product details](https://docs.dea.ga.gov.au/data/product/dea-land-cover-landsat) page."
+    "Detailed information about DEA Land Cover can be found in the [DEA Land Cover notebook](../DEA_products/DEA_Land_Cover.ipynb) and on the [DEA Land Cover product details](https://knowledge.dea.ga.gov.au/data/product/dea-land-cover-landsat) page."
    ]
   },
   {
@@ -1644,7 +1644,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** February 2023\n",
     "\n",
@@ -1675,7 +1675,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Land_cover_change_mapping.ipynb b/How_to_guides/Land_cover_change_mapping.ipynb
index bcfb077a9..94c4546f8 100644
--- a/How_to_guides/Land_cover_change_mapping.ipynb
+++ b/How_to_guides/Land_cover_change_mapping.ipynb
@@ -32,7 +32,7 @@
    "source": [
     "## Description \n",
     "\n",
-    "This notebook will demonstrate how to create a change map using [DEA Land Cover](https://docs.dea.ga.gov.au/data/product/dea-land-cover-landsat) data. \n",
+    "This notebook will demonstrate how to create a change map using [DEA Land Cover](https://knowledge.dea.ga.gov.au/data/product/dea-land-cover-landsat) data. \n",
     "Topics include: \n",
     "\n",
     "1. Loading data for an area of interest.\n",
@@ -712,7 +712,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -743,7 +743,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Land_cover_pixel_drill.ipynb b/How_to_guides/Land_cover_pixel_drill.ipynb
index f8ebce813..cc34d4a66 100644
--- a/How_to_guides/Land_cover_pixel_drill.ipynb
+++ b/How_to_guides/Land_cover_pixel_drill.ipynb
@@ -22,7 +22,7 @@
     "Land cover is the physical surface of the Earth, including trees, shrubs, grasses, soils, exposed rocks, water bodies, plantations, crops and built structures. including trees, shrubs, grasses, soils, exposed rocks, water bodies, plantations, crops and built structures.\n",
     "\n",
     "The Digital Earth Australia (DEA) Land Cover product classifies the Australian continent's surface using the [FAO LCCS taxonomy](https://www.fao.org/3/x0596e/x0596e00.htm), providing detailed information on the presence of water, vegetation cover and the urban environment.\n",
-    "For a more in-depth introduction to the DEA Land Cover dataset, see the [DEA Land Cover notebook](../DEA_products/DEA_Land_Cover.ipynb) and the [DEA Land Cover product details](https://docs.dea.ga.gov.au/data/product/dea-land-cover-landsat) page.\n",
+    "For a more in-depth introduction to the DEA Land Cover dataset, see the [DEA Land Cover notebook](../DEA_products/DEA_Land_Cover.ipynb) and the [DEA Land Cover product details](https://knowledge.dea.ga.gov.au/data/product/dea-land-cover-landsat) page.\n",
     "\n",
     "Trends in land cover over time provide important information about environmental conditions and human activity. \n",
     "For example, measuring change in land cover over time can describe the natural cycles of greening and drying in an ephemeral wetland, or show how an ecosystem responds after a bushfire."
@@ -874,7 +874,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
diff --git a/How_to_guides/Machine_learning_with_ODC.ipynb b/How_to_guides/Machine_learning_with_ODC.ipynb
index 53fec1430..a82cf8eb5 100644
--- a/How_to_guides/Machine_learning_with_ODC.ipynb
+++ b/How_to_guides/Machine_learning_with_ODC.ipynb
@@ -818,7 +818,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -847,7 +847,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Masking_data.ipynb b/How_to_guides/Masking_data.ipynb
index 917df45e8..e857c8d77 100644
--- a/How_to_guides/Masking_data.ipynb
+++ b/How_to_guides/Masking_data.ipynb
@@ -1441,7 +1441,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1470,7 +1470,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Opening_GeoTIFFs_NetCDFs.ipynb b/How_to_guides/Opening_GeoTIFFs_NetCDFs.ipynb
index 6982c6df0..4e186fd02 100644
--- a/How_to_guides/Opening_GeoTIFFs_NetCDFs.ipynb
+++ b/How_to_guides/Opening_GeoTIFFs_NetCDFs.ipynb
@@ -1613,7 +1613,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
@@ -1623,7 +1623,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Pansharpening.ipynb b/How_to_guides/Pansharpening.ipynb
index 19b4cd5cc..8fda45034 100644
--- a/How_to_guides/Pansharpening.ipynb
+++ b/How_to_guides/Pansharpening.ipynb
@@ -1068,7 +1068,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1097,7 +1097,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Planetary_computer.ipynb b/How_to_guides/Planetary_computer.ipynb
index f53b99f6f..dffd71170 100644
--- a/How_to_guides/Planetary_computer.ipynb
+++ b/How_to_guides/Planetary_computer.ipynb
@@ -1332,7 +1332,7 @@
     "Mangroves are represented as:\n",
     "\n",
     "* **Class 95 \"Mangroves\"** in ESA WorldCover ([full list of classes here](https://worldcover2021.esa.int/documentation))\n",
-    "* **Level 3 class 124 \"Natural Aquatic Vegetation\"** in DEA Land Cover ([full list of classes here](https://docs.dea.ga.gov.au/data/product/dea-land-cover-landsat))"
+    "* **Level 3 class 124 \"Natural Aquatic Vegetation\"** in DEA Land Cover ([full list of classes here](https://knowledge.dea.ga.gov.au/data/product/dea-land-cover-landsat))"
    ]
   },
   {
@@ -3123,7 +3123,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -3152,7 +3152,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Polygon_drill.ipynb b/How_to_guides/Polygon_drill.ipynb
index f27fbaa6c..3fb23f5db 100644
--- a/How_to_guides/Polygon_drill.ipynb
+++ b/How_to_guides/Polygon_drill.ipynb
@@ -1175,7 +1175,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** February 2024\n",
     "\n",
@@ -1204,7 +1204,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Polygonise_pixel_edges.ipynb b/How_to_guides/Polygonise_pixel_edges.ipynb
index 9d5ba66c4..1975076a4 100644
--- a/How_to_guides/Polygonise_pixel_edges.ipynb
+++ b/How_to_guides/Polygonise_pixel_edges.ipynb
@@ -793,7 +793,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -822,7 +822,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Principal_component_analysis.ipynb b/How_to_guides/Principal_component_analysis.ipynb
index 7825c1701..57444a452 100644
--- a/How_to_guides/Principal_component_analysis.ipynb
+++ b/How_to_guides/Principal_component_analysis.ipynb
@@ -355,7 +355,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** April 2023\n",
     "\n",
@@ -384,7 +384,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Rasterize_vectorize.ipynb b/How_to_guides/Rasterize_vectorize.ipynb
index 9e5370985..ed7f529f8 100644
--- a/How_to_guides/Rasterize_vectorize.ipynb
+++ b/How_to_guides/Rasterize_vectorize.ipynb
@@ -29,7 +29,7 @@
     "## Description\n",
     "This notebook demonstrates the use of the DEA function `xr_rasterize` and `xr_vectorize` from [dea_tools.spatial](../Tools/dea_tools/spatial.py). \n",
     "\n",
-    "The first section loads in [DEA Water Observations Statistics](https://docs.dea.ga.gov.au/data/product/dea-water-observations-statistics-landsat) data from Digital Earth Australia, and vectorises the pixel-based `xarray.DataArray` object into a vector-based `geopandas.GeoDataFrame` object containing persistent water-bodies as polygons. \n",
+    "The first section loads in [DEA Water Observations Statistics](https://knowledge.dea.ga.gov.au/data/product/dea-water-observations-statistics-landsat) data from Digital Earth Australia, and vectorises the pixel-based `xarray.DataArray` object into a vector-based `geopandas.GeoDataFrame` object containing persistent water-bodies as polygons. \n",
     "We then export the `GeoDataframe` as a vector file.  \n",
     "\n",
     "The second section rasterises the vector data we created in the first section back into an `xarray.DataArray`, and exports the results as a GeoTIFF."
@@ -88,7 +88,7 @@
    "source": [
     "## Load DEA Water Observations data from the datacube\n",
     "\n",
-    "We will load in an annual summary from the [DEA Water Observations Statistics](https://docs.dea.ga.gov.au/data/product/dea-water-observations-statistics-landsat) product to provide us with some data to work with. The query below will load the 2000 annual summary of DEA Water Observations product for a region around the Menindee Lakes."
+    "We will load in an annual summary from the [DEA Water Observations Statistics](https://knowledge.dea.ga.gov.au/data/product/dea-water-observations-statistics-landsat) product to provide us with some data to work with. The query below will load the 2000 annual summary of DEA Water Observations product for a region around the Menindee Lakes."
    ]
   },
   {
@@ -938,7 +938,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -967,7 +967,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Reprojecting_data.ipynb b/How_to_guides/Reprojecting_data.ipynb
index 6e43bdd90..757c8b13f 100644
--- a/How_to_guides/Reprojecting_data.ipynb
+++ b/How_to_guides/Reprojecting_data.ipynb
@@ -870,7 +870,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** February 2024\n",
     "\n",
@@ -901,7 +901,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Sunglint_masking.ipynb b/How_to_guides/Sunglint_masking.ipynb
index 578cc0dd9..5213e4784 100644
--- a/How_to_guides/Sunglint_masking.ipynb
+++ b/How_to_guides/Sunglint_masking.ipynb
@@ -601,7 +601,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -634,7 +634,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Tidal_modelling.ipynb b/How_to_guides/Tidal_modelling.ipynb
index 0f5568121..cde156eea 100644
--- a/How_to_guides/Tidal_modelling.ipynb
+++ b/How_to_guides/Tidal_modelling.ipynb
@@ -26,7 +26,7 @@
     "This notebook demonstrates how to combine remotely sensed imagery with information about ocean tides using functions from the [`dea_tools.coastal` module](../Tools/dea_tools/coastal.py), allowing us to analyse satellite imagery by tidal stage (e.g. low, high, ebb, flow). \n",
     "These functions use the [Finite Element Solution 2014 (FES2014) tidal model](https://os.copernicus.org/articles/17/615/2021/) to calculate the height (relative to mean sea level, i.e. approximately equivalent to the Australian Height Datum or AHD) and stage of the tide at the exact moment each satellite image was acquired. \n",
     "\n",
-    "These tide modelling tools and tide models underpin DEA products including [DEA Coastlines](https://docs.dea.ga.gov.au/data/product/dea-coastlines), [DEA Intertidal Extents (ITEM)](http://dx.doi.org/10.4225/25/5a602cc9eb358), [DEA High Low Tide Imagery (HLTC)](http://dx.doi.org/10.4225/25/5a615705d20f7), and [DEA Intertidal Elevation (NIDEM)](http://dx.doi.org/10.26186/5c4fc06a79f76).\n",
+    "These tide modelling tools and tide models underpin DEA products including [DEA Coastlines](https://knowledge.dea.ga.gov.au/data/product/dea-coastlines), [DEA Intertidal Extents (ITEM)](http://dx.doi.org/10.4225/25/5a602cc9eb358), [DEA High Low Tide Imagery (HLTC)](http://dx.doi.org/10.4225/25/5a615705d20f7), and [DEA Intertidal Elevation (NIDEM)](http://dx.doi.org/10.26186/5c4fc06a79f76).\n",
     "\n",
     "The notebook demonstrates how to:\n",
     "\n",
@@ -6300,7 +6300,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -6329,7 +6329,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Using_load_ard.ipynb b/How_to_guides/Using_load_ard.ipynb
index a01464dc8..916c606d2 100644
--- a/How_to_guides/Using_load_ard.ipynb
+++ b/How_to_guides/Using_load_ard.ipynb
@@ -5028,7 +5028,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -5057,7 +5057,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Virtual_products.ipynb b/How_to_guides/Virtual_products.ipynb
index 7ce2d80f4..3018f87a7 100644
--- a/How_to_guides/Virtual_products.ipynb
+++ b/How_to_guides/Virtual_products.ipynb
@@ -4031,7 +4031,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** September 2021\n",
     "\n",
@@ -4060,7 +4060,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/How_to_guides/Working_with_time.ipynb b/How_to_guides/Working_with_time.ipynb
index 9de0e8c55..76faf073e 100644
--- a/How_to_guides/Working_with_time.ipynb
+++ b/How_to_guides/Working_with_time.ipynb
@@ -2516,7 +2516,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -2545,7 +2545,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Interactive_apps/Change_filmstrips.ipynb b/Interactive_apps/Change_filmstrips.ipynb
index 8c98cdeca..3f2461f42 100644
--- a/Interactive_apps/Change_filmstrips.ipynb
+++ b/Interactive_apps/Change_filmstrips.ipynb
@@ -288,7 +288,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -318,7 +318,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Interactive_apps/Coastal_transects.ipynb b/Interactive_apps/Coastal_transects.ipynb
index 36f0747eb..036a0bedb 100644
--- a/Interactive_apps/Coastal_transects.ipynb
+++ b/Interactive_apps/Coastal_transects.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "* **[Sign up to the DEA Sandbox](https://app.sandbox.dea.ga.gov.au/)** to run this notebook interactively from a browser\n",
     "* **Compatibility:** Notebook currently compatible with both the `NCI` and `DEA Sandbox` environments\n",
-    "* **Products used:** [DEA Coastlines](https://docs.dea.ga.gov.au/data/product/dea-coastlines)\n",
+    "* **Products used:** [DEA Coastlines](https://knowledge.dea.ga.gov.au/data/product/dea-coastlines)\n",
     "\n",
     "## Background\n",
     "Australia has a highly dynamic coastline of over 30,000 km, with over 85% of its population living within 50 km of the coast. \n",
@@ -16,7 +16,7 @@
     "However, historical coastal monitoring data is often only available for recent years or specific well-studied locations, making it challenging to obtain data on longer-term coastal change.\n",
     "\n",
     "### DEA Coastlines use case\n",
-    "The [Digital Earth Australia Coastlines](https://docs.dea.ga.gov.au/data/product/dea-coastlines) product uses [Landsat satellite data](../DEA_products/DEA_Landsat_Surface_Reflectance.ipynb) to map changing shorelines for each year from 1988 to the present. \n",
+    "The [Digital Earth Australia Coastlines](https://knowledge.dea.ga.gov.au/data/product/dea-coastlines) product uses [Landsat satellite data](../DEA_products/DEA_Landsat_Surface_Reflectance.ipynb) to map changing shorelines for each year from 1988 to the present. \n",
     "Each annual shoreline represents a measure of the most-representative shoreline position for each year (specifically, the \"median\" shoreline position corrected to a consistent 0 metres Above Mean Sea Level tide datum). \n",
     "By tracking the position of these shorelines over time using coastal transects, we can obtain a detailed understanding of coastal change along a beach or region.\n",
     "For example, time-series data extracted from DEA Coastlines at specific transects can be used to:\n",
@@ -34,7 +34,7 @@
     "\n",
     "The tool requires no coding experience.\n",
     "\n",
-    "> **Note:** For more technical information about the DEA Coastlines product, visit the official Geoscience Australia [DEA Coastlines product description](https://docs.dea.ga.gov.au/data/product/dea-coastlines).\n",
+    "> **Note:** For more technical information about the DEA Coastlines product, visit the official Geoscience Australia [DEA Coastlines product description](https://knowledge.dea.ga.gov.au/data/product/dea-coastlines).\n",
     "> To explore DEA Coastlines on an interactive map, [visit DEA Maps](https://maps.dea.ga.gov.au/story/DEACoastlines).\n",
     "\n",
     "***\n"
@@ -138,7 +138,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
@@ -148,7 +148,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Interactive_apps/Crop_health.ipynb b/Interactive_apps/Crop_health.ipynb
index d9a30ee5f..2f3cda52c 100644
--- a/Interactive_apps/Crop_health.ipynb
+++ b/Interactive_apps/Crop_health.ipynb
@@ -182,7 +182,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -211,7 +211,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Interactive_apps/Exporting_satellite_images.ipynb b/Interactive_apps/Exporting_satellite_images.ipynb
index 5926bb3b8..e9844e10c 100644
--- a/Interactive_apps/Exporting_satellite_images.ipynb
+++ b/Interactive_apps/Exporting_satellite_images.ipynb
@@ -182,7 +182,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -212,7 +212,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Interactive_apps/Generating_satellite_animations.ipynb b/Interactive_apps/Generating_satellite_animations.ipynb
index e2f39e0a5..8372e507a 100644
--- a/Interactive_apps/Generating_satellite_animations.ipynb
+++ b/Interactive_apps/Generating_satellite_animations.ipynb
@@ -192,7 +192,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -222,7 +222,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Interactive_apps/Mining_rehabilitation.ipynb b/Interactive_apps/Mining_rehabilitation.ipynb
index fca7cb8fe..65e678fb7 100644
--- a/Interactive_apps/Mining_rehabilitation.ipynb
+++ b/Interactive_apps/Mining_rehabilitation.ipynb
@@ -182,7 +182,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -211,7 +211,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/README.md b/README.md
index afe421c61..62a3e5d2e 100644
--- a/README.md
+++ b/README.md
@@ -7,9 +7,9 @@
 <br />
 
 This is the DEA Notebooks and DEA Tools repository of [Digital Earth Australia](https://www.dea.ga.gov.au/).
-These can be viewed on the [DEA Knowledge Hub](https://docs.dea.ga.gov.au/) or
-run on the [DEA Sandbox](https://docs.dea.ga.gov.au/guides/setup/Sandbox/sandbox/)
-or the [National Computational Infrastructure (NCI)](https://docs.dea.ga.gov.au/guides/setup/NCI/README/).
+These can be viewed on the [DEA Knowledge Hub](https://knowledge.dea.ga.gov.au/) or
+run on the [DEA Sandbox](https://knowledge.dea.ga.gov.au/guides/setup/Sandbox/sandbox/)
+or the [National Computational Infrastructure (NCI)](https://knowledge.dea.ga.gov.au/guides/setup/NCI/README/).
 
 **Contribute** &mdash; DEA Notebooks is open-source and we would love your contribution!
 Learn [how to contribute](#contribute) below.
@@ -53,33 +53,33 @@ page.
 
 The **DEA Knowledge Hub** is where you can easily view the notebooks and read DEA Tools documentation. You can browse the following sections.
 
-* **[Beginner’s guide](https://docs.dea.ga.gov.au/notebooks/Beginners_guide/)** &mdash;
+* **[Beginner’s guide](https://knowledge.dea.ga.gov.au/notebooks/Beginners_guide/)** &mdash;
   Introductory notebooks aimed at introducing Jupyter Notebooks and how to load,
   plot, and interact with DEA data.
-* **[DEA products](https://docs.dea.ga.gov.au/notebooks/DEA_products/)** &mdash;
+* **[DEA products](https://knowledge.dea.ga.gov.au/notebooks/DEA_products/)** &mdash;
   Notebooks introducing DEA's satellite datasets and derived products,
   including how to load each dataset and any special features of the data.
-* **[How-to guides](https://docs.dea.ga.gov.au/notebooks/How_to_guides/)** &mdash;
+* **[How-to guides](https://knowledge.dea.ga.gov.au/notebooks/How_to_guides/)** &mdash;
   A recipe book of simple code examples demonstrating how to perform common
   geospatial analysis tasks using DEA and open-source software.
-* **[Interactive apps](https://docs.dea.ga.gov.au/notebooks/Interactive_apps/)** &mdash;
+* **[Interactive apps](https://knowledge.dea.ga.gov.au/notebooks/Interactive_apps/)** &mdash;
   Interactive apps and widgets that require little or no coding to run.
-* **[Real-world examples](https://docs.dea.ga.gov.au/notebooks/Real_world_examples/)** &mdash;
+* **[Real-world examples](https://knowledge.dea.ga.gov.au/notebooks/Real_world_examples/)** &mdash;
   More complex case study workflows demonstrating how DEA can be
   used to address real-world problems.
-* **[DEA Tools Package](https://docs.dea.ga.gov.au/notebooks/Tools/)** &mdash;
+* **[DEA Tools Package](https://knowledge.dea.ga.gov.au/notebooks/Tools/)** &mdash;
   An open-source Python package containing functions and
   algorithms to assist in analysing DEA data.
 
 ## Run on the DEA Sandbox
 
-The **DEA Sandbox** is a free virtual environment for interacting with the notebooks and tools from your web browser. You can use the Sandbox to conduct geospatial analysis without installing anything on your computer. Learn how to [use the DEA Sandbox](https://docs.dea.ga.gov.au/guides/setup/Sandbox/sandbox/).
+The **DEA Sandbox** is a free virtual environment for interacting with the notebooks and tools from your web browser. You can use the Sandbox to conduct geospatial analysis without installing anything on your computer. Learn how to [use the DEA Sandbox](https://knowledge.dea.ga.gov.au/guides/setup/Sandbox/sandbox/).
 
-<a href="https://docs.dea.ga.gov.au/guides/setup/Sandbox/sandbox/"><img src="https://raw.githubusercontent.com/GeoscienceAustralia/dea-notebooks/stable/Supplementary_data/DEA_Sandbox/DEA_Sandbox_cover_page.png" width="500" alt="The cover page of the DEA Sandbox." /></a>
+<a href="https://knowledge.dea.ga.gov.au/guides/setup/Sandbox/sandbox/"><img src="https://raw.githubusercontent.com/GeoscienceAustralia/dea-notebooks/stable/Supplementary_data/DEA_Sandbox/DEA_Sandbox_cover_page.png" width="500" alt="The cover page of the DEA Sandbox." /></a>
 
 ## Run on the NCI
 
-The **National Computational Infrastructure** is a supercomputer environment available to Australian researchers, academics, and other users by negotiation. The NCI can be used for high-performance geospatial analysis. Learn how to [use the NCI](https://docs.dea.ga.gov.au/guides/setup/NCI/README/).
+The **National Computational Infrastructure** is a supercomputer environment available to Australian researchers, academics, and other users by negotiation. The NCI can be used for high-performance geospatial analysis. Learn how to [use the NCI](https://knowledge.dea.ga.gov.au/guides/setup/NCI/README/).
 
 <span id="contribute"></span>
 
diff --git a/Real_world_examples/Burnt_area_mapping.ipynb b/Real_world_examples/Burnt_area_mapping.ipynb
index ed18e7457..669d04c89 100644
--- a/Real_world_examples/Burnt_area_mapping.ipynb
+++ b/Real_world_examples/Burnt_area_mapping.ipynb
@@ -1453,7 +1453,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1482,7 +1482,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Burnt_area_mapping_near_realtime.ipynb b/Real_world_examples/Burnt_area_mapping_near_realtime.ipynb
index d7f7f3785..b94675e8e 100644
--- a/Real_world_examples/Burnt_area_mapping_near_realtime.ipynb
+++ b/Real_world_examples/Burnt_area_mapping_near_realtime.ipynb
@@ -1146,7 +1146,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** March 2023\n",
     "\n",
@@ -1177,7 +1177,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Change_detection.ipynb b/Real_world_examples/Change_detection.ipynb
index 814ddde66..d3ac599d0 100644
--- a/Real_world_examples/Change_detection.ipynb
+++ b/Real_world_examples/Change_detection.ipynb
@@ -1858,7 +1858,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1887,7 +1887,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Chlorophyll_monitoring.ipynb b/Real_world_examples/Chlorophyll_monitoring.ipynb
index 0755ddf4e..08c507a00 100644
--- a/Real_world_examples/Chlorophyll_monitoring.ipynb
+++ b/Real_world_examples/Chlorophyll_monitoring.ipynb
@@ -2365,7 +2365,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -2394,7 +2394,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Coastal_erosion.ipynb b/Real_world_examples/Coastal_erosion.ipynb
index 3ad0394d9..7915688c9 100644
--- a/Real_world_examples/Coastal_erosion.ipynb
+++ b/Real_world_examples/Coastal_erosion.ipynb
@@ -4273,7 +4273,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -4302,7 +4302,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Estimate_climate_driver_influence_on_rainfall.ipynb b/Real_world_examples/Estimate_climate_driver_influence_on_rainfall.ipynb
index bb5e5c31b..5b3469c08 100644
--- a/Real_world_examples/Estimate_climate_driver_influence_on_rainfall.ipynb
+++ b/Real_world_examples/Estimate_climate_driver_influence_on_rainfall.ipynb
@@ -691,7 +691,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
@@ -701,7 +701,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->."
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->."
    ]
   },
   {
diff --git a/Real_world_examples/Intertidal_elevation.ipynb b/Real_world_examples/Intertidal_elevation.ipynb
index 5de149ae4..cf6907b92 100644
--- a/Real_world_examples/Intertidal_elevation.ipynb
+++ b/Real_world_examples/Intertidal_elevation.ipynb
@@ -4369,7 +4369,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -4398,7 +4398,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Mapping_inundation_using_stream_gauges.ipynb b/Real_world_examples/Mapping_inundation_using_stream_gauges.ipynb
index 57ac3895a..44b398f7f 100644
--- a/Real_world_examples/Mapping_inundation_using_stream_gauges.ipynb
+++ b/Real_world_examples/Mapping_inundation_using_stream_gauges.ipynb
@@ -520,7 +520,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -549,7 +549,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Radar_water_detection.ipynb b/Real_world_examples/Radar_water_detection.ipynb
index 5040c1d33..6f493b134 100644
--- a/Real_world_examples/Radar_water_detection.ipynb
+++ b/Real_world_examples/Radar_water_detection.ipynb
@@ -1170,7 +1170,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** September 2021\n",
     "\n",
@@ -1199,7 +1199,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Scalable_machine_learning/0_README.ipynb b/Real_world_examples/Scalable_machine_learning/0_README.ipynb
index bb1302880..33b7139bf 100644
--- a/Real_world_examples/Scalable_machine_learning/0_README.ipynb
+++ b/Real_world_examples/Scalable_machine_learning/0_README.ipynb
@@ -80,7 +80,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** March 2022"
    ]
@@ -90,7 +90,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Scalable_machine_learning/1_Extract_training_data.ipynb b/Real_world_examples/Scalable_machine_learning/1_Extract_training_data.ipynb
index 3abf7962b..222298777 100644
--- a/Real_world_examples/Scalable_machine_learning/1_Extract_training_data.ipynb
+++ b/Real_world_examples/Scalable_machine_learning/1_Extract_training_data.ipynb
@@ -454,7 +454,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -483,7 +483,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Scalable_machine_learning/2_Inspect_training_data.ipynb b/Real_world_examples/Scalable_machine_learning/2_Inspect_training_data.ipynb
index 83134cd9e..20752ab31 100644
--- a/Real_world_examples/Scalable_machine_learning/2_Inspect_training_data.ipynb
+++ b/Real_world_examples/Scalable_machine_learning/2_Inspect_training_data.ipynb
@@ -512,7 +512,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n"
    ]
@@ -522,7 +522,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Scalable_machine_learning/3_Evaluate_optimize_fit_classifier.ipynb b/Real_world_examples/Scalable_machine_learning/3_Evaluate_optimize_fit_classifier.ipynb
index f37238763..6c4f2cd43 100644
--- a/Real_world_examples/Scalable_machine_learning/3_Evaluate_optimize_fit_classifier.ipynb
+++ b/Real_world_examples/Scalable_machine_learning/3_Evaluate_optimize_fit_classifier.ipynb
@@ -513,7 +513,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n"
    ]
@@ -523,7 +523,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Scalable_machine_learning/4_Classify_satellite_data.ipynb b/Real_world_examples/Scalable_machine_learning/4_Classify_satellite_data.ipynb
index 9ec9ddeaa..d0151cd0a 100644
--- a/Real_world_examples/Scalable_machine_learning/4_Classify_satellite_data.ipynb
+++ b/Real_world_examples/Scalable_machine_learning/4_Classify_satellite_data.ipynb
@@ -699,7 +699,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -728,7 +728,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Scalable_machine_learning/5_Object-based_filtering.ipynb b/Real_world_examples/Scalable_machine_learning/5_Object-based_filtering.ipynb
index fb41c6eb7..c1b261dc9 100644
--- a/Real_world_examples/Scalable_machine_learning/5_Object-based_filtering.ipynb
+++ b/Real_world_examples/Scalable_machine_learning/5_Object-based_filtering.ipynb
@@ -299,7 +299,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n"
    ]
@@ -309,7 +309,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Scalable_machine_learning/README.rst b/Real_world_examples/Scalable_machine_learning/README.rst
index 02a336fca..ca088f277 100644
--- a/Real_world_examples/Scalable_machine_learning/README.rst
+++ b/Real_world_examples/Scalable_machine_learning/README.rst
@@ -168,4 +168,4 @@ questions
 `here <https://gis.stackexchange.com/questions/tagged/open-data-cube>`__).
 If you would like to report an issue with this notebook, you can file
 one on
-`Github <https://github.com/GeoscienceAustralia/dea-notebooks/>`__.
+`GitHub <https://github.com/GeoscienceAustralia/dea-notebooks/>`__.
diff --git a/Real_world_examples/Seasonal_water_extents.ipynb b/Real_world_examples/Seasonal_water_extents.ipynb
index f8683f69f..c57a55e78 100644
--- a/Real_world_examples/Seasonal_water_extents.ipynb
+++ b/Real_world_examples/Seasonal_water_extents.ipynb
@@ -1863,7 +1863,7 @@
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
     "\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1892,7 +1892,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Shipping_lane_identification.ipynb b/Real_world_examples/Shipping_lane_identification.ipynb
index 477ccffc2..c8cfd71ff 100644
--- a/Real_world_examples/Shipping_lane_identification.ipynb
+++ b/Real_world_examples/Shipping_lane_identification.ipynb
@@ -451,7 +451,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -472,7 +472,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Surface_area_duration.ipynb b/Real_world_examples/Surface_area_duration.ipynb
index a15455f2c..05161d07a 100644
--- a/Real_world_examples/Surface_area_duration.ipynb
+++ b/Real_world_examples/Surface_area_duration.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "* **[Sign up to the DEA Sandbox](https://app.sandbox.dea.ga.gov.au/)** to run this notebook interactively from a browser\n",
     "* **Compatibility:** Notebook currently compatible with both the `NCI` and `DEA Sandbox` environments\n",
-    "* **Products used:** [DEA Waterbodies](https://docs.dea.ga.gov.au/data/product/dea-waterbodies-landsat) time series data (available online)\n",
+    "* **Products used:** [DEA Waterbodies](https://knowledge.dea.ga.gov.au/data/product/dea-waterbodies-landsat) time series data (available online)\n",
     "\n",
     "## Background\n",
     "\n",
@@ -16,7 +16,7 @@
     "\n",
     "\n",
     "### Digital Earth Australia use case \n",
-    "The [DEA Waterbodies](https://docs.dea.ga.gov.au/data/product/dea-waterbodies-landsat) product uses Geoscience Australia’s archive of over 30 years of Landsat satellite imagery to identify where almost 300,000 waterbodies are in the Australian landscape and tells us how the wet surface area within those waterbodies changes over time.\n",
+    "The [DEA Waterbodies](https://knowledge.dea.ga.gov.au/data/product/dea-waterbodies-landsat) product uses Geoscience Australia’s archive of over 30 years of Landsat satellite imagery to identify where almost 300,000 waterbodies are in the Australian landscape and tells us how the wet surface area within those waterbodies changes over time.\n",
     "These data can be analysed to obtain insights into the duration and temporal dynamics of inundation for any mapped waterbody in Australia.\n",
     "\n",
     "## Description\n",
@@ -572,7 +572,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023"
    ]
@@ -582,7 +582,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->."
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->."
    ]
   },
   {
diff --git a/Real_world_examples/Turbidity_animated_timeseries.ipynb b/Real_world_examples/Turbidity_animated_timeseries.ipynb
index 6c3e3b68e..ef6f63a1d 100644
--- a/Real_world_examples/Turbidity_animated_timeseries.ipynb
+++ b/Real_world_examples/Turbidity_animated_timeseries.ipynb
@@ -2775,7 +2775,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** June 2023\n",
     "\n",
@@ -2808,7 +2808,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Urban_change_detection.ipynb b/Real_world_examples/Urban_change_detection.ipynb
index 620702fcd..b2802e4c5 100644
--- a/Real_world_examples/Urban_change_detection.ipynb
+++ b/Real_world_examples/Urban_change_detection.ipynb
@@ -2136,7 +2136,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -2165,7 +2165,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Vegetation_phenology.ipynb b/Real_world_examples/Vegetation_phenology.ipynb
index 5c1089dd9..6a83e6bed 100644
--- a/Real_world_examples/Vegetation_phenology.ipynb
+++ b/Real_world_examples/Vegetation_phenology.ipynb
@@ -1945,7 +1945,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -1974,7 +1974,7 @@
    "metadata": {},
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Water_quality_suspended_matter.ipynb b/Real_world_examples/Water_quality_suspended_matter.ipynb
index 2df327e05..a3fd8a146 100644
--- a/Real_world_examples/Water_quality_suspended_matter.ipynb
+++ b/Real_world_examples/Water_quality_suspended_matter.ipynb
@@ -867,7 +867,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
@@ -924,7 +924,7 @@
    },
    "source": [
     "## Tags\n",
-    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex/) -->"
+    "<!-- Browse all available tags on the DEA User Guide's [Tags Index](https://knowledge.dea.ga.gov.au/genindex/) -->"
    ]
   },
   {
diff --git a/Real_world_examples/Wetness_stream_gauge_correlations.ipynb b/Real_world_examples/Wetness_stream_gauge_correlations.ipynb
index af3d59b27..68a383931 100644
--- a/Real_world_examples/Wetness_stream_gauge_correlations.ipynb
+++ b/Real_world_examples/Wetness_stream_gauge_correlations.ipynb
@@ -726,7 +726,7 @@
     "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n",
     "\n",
     "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n",
-    "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
+    "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n",
     "\n",
     "**Last modified:** December 2023\n",
     "\n",
diff --git a/Tools/dea_tools/app/widgetconstructors.py b/Tools/dea_tools/app/widgetconstructors.py
index dbc8bd8a1..8e2c0c0da 100644
--- a/Tools/dea_tools/app/widgetconstructors.py
+++ b/Tools/dea_tools/app/widgetconstructors.py
@@ -17,7 +17,7 @@
 https://gis.stackexchange.com/questions/tagged/open-data-cube). 
 
 If you would like to report an issue with this script, you can file one 
-on Github (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
+on GitHub (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
 
 Last modified: June 2022
 '''
diff --git a/Tools/dea_tools/bandindices.py b/Tools/dea_tools/bandindices.py
index a22084575..e04aa1b85 100644
--- a/Tools/dea_tools/bandindices.py
+++ b/Tools/dea_tools/bandindices.py
@@ -13,7 +13,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube).
 
 If you would like to report an issue with this script, you can file one
-on Github (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
+on GitHub (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
 
 Last modified: June 2023
 '''
diff --git a/Tools/dea_tools/bom.py b/Tools/dea_tools/bom.py
index b972cb95e..252f5d60d 100644
--- a/Tools/dea_tools/bom.py
+++ b/Tools/dea_tools/bom.py
@@ -13,7 +13,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube).
 
 If you would like to report an issue with this script, you can file one
-on Github (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
+on GitHub (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
 
 Last modified: March 2021
 """
diff --git a/Tools/dea_tools/classification.py b/Tools/dea_tools/classification.py
index dfc88f49d..dc6ac4409 100644
--- a/Tools/dea_tools/classification.py
+++ b/Tools/dea_tools/classification.py
@@ -15,7 +15,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube).
 
 If you would like to report an issue with this script, you can file one
-on Github (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
+on GitHub (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
 
 Last modified: May 2021
 """
diff --git a/Tools/dea_tools/climate.py b/Tools/dea_tools/climate.py
index 610025e3b..942787887 100644
--- a/Tools/dea_tools/climate.py
+++ b/Tools/dea_tools/climate.py
@@ -16,7 +16,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube). 
 
 If you would like to report an issue with this script, you can file one on 
-Github https://github.com/digitalearthafrica/deafrica-sandbox-notebooks/issues
+GitHub https://github.com/digitalearthafrica/deafrica-sandbox-notebooks/issues
 
 Last modified: October 2020
 '''
diff --git a/Tools/dea_tools/coastal.py b/Tools/dea_tools/coastal.py
index 412150e80..479f2b56f 100644
--- a/Tools/dea_tools/coastal.py
+++ b/Tools/dea_tools/coastal.py
@@ -14,7 +14,7 @@
 https://gis.stackexchange.com/questions/tagged/open-data-cube). 
 
 If you would like to report an issue with this script, you can file one 
-on Github (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
+on GitHub (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
 
 Last modified: November 2023
 
diff --git a/Tools/dea_tools/dask.py b/Tools/dea_tools/dask.py
index adc8df1ce..8ff28c946 100644
--- a/Tools/dea_tools/dask.py
+++ b/Tools/dea_tools/dask.py
@@ -14,7 +14,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube).
 
 If you would like to report an issue with this script, you can file one on
-Github (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
+GitHub (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
 
 Last modified: June 2022
 
diff --git a/Tools/dea_tools/datahandling.py b/Tools/dea_tools/datahandling.py
index e7d2fb4dc..8b3a44402 100644
--- a/Tools/dea_tools/datahandling.py
+++ b/Tools/dea_tools/datahandling.py
@@ -15,7 +15,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube).
 
 If you would like to report an issue with this script, you can file one
-on Github (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
+on GitHub (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
 
 Last modified: Feb 2024
 """
diff --git a/Tools/dea_tools/landcover.py b/Tools/dea_tools/landcover.py
index 161ba9c28..8186f0061 100644
--- a/Tools/dea_tools/landcover.py
+++ b/Tools/dea_tools/landcover.py
@@ -15,7 +15,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube).
 
 If you would like to report an issue with this script, you can file one
-on Github (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
+on GitHub (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
 
 Last modified: January 2022
 """
diff --git a/Tools/dea_tools/plotting.py b/Tools/dea_tools/plotting.py
index 9830977ab..e49b5f413 100644
--- a/Tools/dea_tools/plotting.py
+++ b/Tools/dea_tools/plotting.py
@@ -14,7 +14,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube). 
 
 If you would like to report an issue with this script, file one on 
-Github: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
+GitHub: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
 
 Last modified: April 2023
 
diff --git a/Tools/dea_tools/spatial.py b/Tools/dea_tools/spatial.py
index d1e460a2f..4917de8ea 100644
--- a/Tools/dea_tools/spatial.py
+++ b/Tools/dea_tools/spatial.py
@@ -14,9 +14,9 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube). 
 
 If you would like to report an issue with this script, file one on 
-Github: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
+GitHub: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
 
-Last modified: August 2023
+Last modified: March 2024
 
 """
 
@@ -36,6 +36,7 @@
 from odc.geo.geom import Geometry
 from odc.geo.crs import CRS
 from scipy import ndimage as nd
+from scipy.spatial import cKDTree as KDTree
 from skimage.measure import label
 from rasterstats import zonal_stats
 from skimage.measure import find_contours
@@ -566,6 +567,203 @@ def _time_format(i, time_format):
     return contours_gdf
 
 
+def xr_interpolate(
+    ds,
+    gdf,
+    columns=None,
+    method="linear",
+    factor=1,
+    k=10,
+    crs=None,
+    **kwargs,
+):
+    """
+    This function takes a geopandas.GeoDataFrame points dataset
+    containing one or more numeric columns, and interpolates these points
+    into the spatial extent of an existing xarray dataset. This can be
+    useful for producing smooth raster surfaces from point data to
+    compare directly against satellite data.
+
+    Supported interpolation methods include "linear", "nearest" and
+    "cubic" (using `scipy.interpolate.griddata`), "rbf" (using
+    `scipy.interpolate.Rbf`), and "idw" (Inverse Distance Weighted
+    interpolation using `k` nearest neighbours). Each numeric column
+    will be returned as a variable in the output xarray.Dataset.
+
+    Last modified: March 2024
+
+    Parameters
+    ----------
+    ds : xarray.DataArray or xarray.Dataset
+        A two-dimensional or multi-dimensional array whose spatial extent
+        will be used to interpolate point data into.
+    gdf : geopandas.GeoDataFrame
+        A dataset of spatial points including at least one numeric column.
+        By default all numeric columns in this dataset will be spatially
+        interpolated into the extent of `ds`; specific columns can be
+        selected using `columns`. An error will be raised if the points
+        in `gdf` do not overlap with the extent of `ds`.
+    columns : list, optional
+        An optional list of specific columns in gdf` to run the
+        interpolation on. These must all be of numeric data types.
+    method : string, optional
+        The method used to interpolate between point values. This string
+        is either passed to `scipy.interpolate.griddata` (for "linear",
+        "nearest" and "cubic" methods), or used to specify Radial Basis
+        Function interpolation using `scipy.interpolate.Rbf` ("rbf"), or
+        Inverse Distance Weighted interpolation ("idw").
+        Defaults to 'linear'.
+    factor : int, optional
+        An optional integer that can be used to subsample the spatial
+        interpolation extent to obtain faster interpolation times, before
+        up-sampling the array back to the original dimensions of the
+        data as a final step. For example, `factor=10` will interpolate
+        data into a grid that has one tenth of the resolution of `ds`.
+        This will be significantly faster than interpolating at full
+        resolution, but will potentially produce less accurate results.
+    k : int, optional
+        The number of nearest neighbours used to calculate weightings if
+        `method` is "idw". Defaults to 10; setting `k=1` is equivalent to
+        "nearest" interpolation.
+    crs : string or CRS object, optional
+        If `ds`'s coordinate reference system (CRS) cannot be determined,
+        provide a CRS using this parameter (e.g. 'EPSG:3577').
+    **kwargs :
+        Optional keyword arguments to pass to either
+        `scipy.interpolate.griddata` (if `method` is "linear", "nearest"
+        or "cubic"), or `scipy.interpolate.Rbf` (is `method` is "rbf").
+
+    Returns
+    -------
+    interpolated_ds : xarray.Dataset
+        An xarray.Dataset containing interpolated data with the same X
+        and Y coordinate pixel grid as `ds`, and a data variable for
+        each numeric column in `gdf`.
+    """
+
+    # Add GeoBox and odc.* accessor to array using `odc-geo`, and identify
+    # spatial dimension names from `ds`
+    ds = add_geobox(ds, crs)
+    y_dim, x_dim = ds.odc.spatial_dims
+
+    # Reproject to match input `ds`, and raise error if there are no overlaps
+    gdf = gdf.to_crs(ds.odc.crs)
+    if not gdf.dissolve().intersects(ds.odc.geobox.extent.geom).item():
+        raise ValueError("The supplied `gdf` does not overlap spatially with `ds`.")
+
+    # Select subset of numeric columns (non-numeric are not supported)
+    numeric_gdf = gdf.select_dtypes("number")
+
+    # Subset further to supplied `columns`
+    try:
+        numeric_gdf = numeric_gdf if columns is None else numeric_gdf[columns]
+    except KeyError:
+        raise ValueError(
+            "One or more of the provided columns either does "
+            "not exist in `gdf`, or is a non-numeric column. "
+            "Only numeric columns are supported by `xr_interpolate`."
+        )
+
+    # Raise a warning if no numeric columns exist after selection
+    if len(numeric_gdf.columns) == 0:
+        raise ValueError(
+            "The provided `gdf` contains no numeric columns to interpolate."
+        )
+
+    # Identify spatial coordinates, and stack to use in interpolation
+    x_coords = gdf.geometry.x
+    y_coords = gdf.geometry.y
+    points_xy = np.vstack([x_coords, y_coords]).T
+
+    # Identify x and y coordinates from `ds` to interpolate into.
+    # If `factor` is greater than 1, the coordinates will be subsampled
+    # for faster run-times. If the last x or y value in the subsampled
+    # grid aren't the same as the last x or y values in the original
+    # full resolution grid, add the final full resolution grid value to
+    # ensure data is interpolated up to the very edge of the array
+    if ds[x_dim][::factor][-1].item() == ds[x_dim][-1].item():
+        x_grid_coords = ds[x_dim][::factor].values
+    else:
+        x_grid_coords = ds[x_dim][::factor].values.tolist() + [ds[x_dim][-1].item()]
+
+    if ds[y_dim][::factor][-1].item() == ds[y_dim][-1].item():
+        y_grid_coords = ds[y_dim][::factor].values
+    else:
+        y_grid_coords = ds[y_dim][::factor].values.tolist() + [ds[y_dim][-1].item()]
+
+    # Create grid to interpolate into
+    grid_y, grid_x = np.meshgrid(x_grid_coords, y_grid_coords)
+
+    # Output dict
+    correlation_outputs = {}
+
+    # For each numeric column, run interpolation
+    for col, z_values in numeric_gdf.items():
+        # Apply scipy.interpolate.griddata interpolation methods
+        if method in ("linear", "nearest", "cubic"):
+            # Interpolate x, y and z values
+            interp_2d = scipy.interpolate.griddata(
+                points=points_xy,
+                values=z_values,
+                xi=(grid_y, grid_x),
+                method=method,
+                **kwargs,
+            )
+
+        # Apply Radial Basis Function interpolation
+        elif method == "rbf":
+            # Interpolate x, y and z values
+            rbf = scipy.interpolate.Rbf(x_coords, y_coords, z_values, **kwargs)
+            interp_2d = rbf(grid_y, grid_x)
+
+        # Apply Inverse Distance Weighted interpolation
+        # Code inspired by: https://github.com/DahnJ/REM-xarray
+        elif method == "idw":
+            # Verify k is smaller than total number of points
+            if k > len(z_values):
+                raise ValueError(
+                    f"The requested number of nearest neighbours (`k={k}`) "
+                    f"is smaller than the total number of points ({len(z_values)})."
+                )
+
+            # Create KDTree to efficiently find nearest neighbours
+            tree = KDTree(points_xy)
+
+            # IWD interpolation
+            grid_stacked = np.column_stack((grid_y.flatten(), grid_x.flatten()))
+            distances, indices = tree.query(grid_stacked, k=k)
+
+            # Calculate weights based on distance to k nearest neighbours.
+            # If k == 1, then return the nearest value unweighted.
+            if k > 1:
+                weights = 1 / distances
+                weights = weights / weights.sum(axis=1).reshape(-1, 1)
+                interp_1d = (weights * z_values.values[indices]).sum(axis=1)
+            else:
+                interp_1d = z_values.values[indices]
+
+            # Reshape to 2D
+            interp_2d = interp_1d.reshape(len(y_grid_coords), len(x_grid_coords))
+
+        # Add 2D interpolated array to output dictionary
+        correlation_outputs[col] = ((y_dim, x_dim), interp_2d)
+
+    # Combine all outputs into a single xr.Dataset
+    interpolated_ds = xr.Dataset(
+        correlation_outputs, coords={y_dim: y_grid_coords, x_dim: x_grid_coords}
+    )
+
+    # If factor is greater than 1, resample the interpolated array to
+    # match the input `ds` array
+    if factor > 1:
+        interpolated_ds = interpolated_ds.interp_like(ds)
+
+    # Ensure CRS is correctly set on output
+    interpolated_ds = interpolated_ds.odc.assign_crs(crs=ds.odc.crs)
+
+    return interpolated_ds
+
+
 def interpolate_2d(
     ds, x_coords, y_coords, z_coords, method="linear", factor=1, verbose=False, **kwargs
 ):
@@ -579,6 +777,9 @@ def interpolate_2d(
     Supported interpolation methods include 'linear', 'nearest' and
     'cubic (using `scipy.interpolate.griddata`), and 'rbf' (using
     `scipy.interpolate.Rbf`).
+    
+    NOTE: This function is deprecated and will be retired in a future
+    release. Please use `xr_interpolate` instead."
 
     Last modified: February 2020
 
@@ -624,6 +825,13 @@ def interpolate_2d(
         from `ds_array`, and Z-values interpolated from the points data.
     """
 
+    warnings.warn(
+        "This function is deprecated and will be retired in a future "
+        "release. Please use `xr_interpolate` instead.",
+        DeprecationWarning,
+        stacklevel=2,
+    )
+
     # Extract xy and elev points
     points_xy = np.vstack([x_coords, y_coords]).T
 
diff --git a/Tools/dea_tools/temporal.py b/Tools/dea_tools/temporal.py
index 89dd558d9..1db599182 100644
--- a/Tools/dea_tools/temporal.py
+++ b/Tools/dea_tools/temporal.py
@@ -14,7 +14,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube).
 
 If you would like to report an issue with this script, file one on
-Github: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
+GitHub: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
     
 Last modified: February 2023
 '''
diff --git a/Tools/dea_tools/validation.py b/Tools/dea_tools/validation.py
index 249325cb4..7012d2390 100644
--- a/Tools/dea_tools/validation.py
+++ b/Tools/dea_tools/validation.py
@@ -14,7 +14,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube).
 
 If you would like to report an issue with this script, you can file one
-on Github (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
+on GitHub (https://github.com/GeoscienceAustralia/dea-notebooks/issues/new).
 
 Last modified: April 2023
 """
diff --git a/Tools/dea_tools/waterbodies.py b/Tools/dea_tools/waterbodies.py
index c996457ac..73cb24ce9 100644
--- a/Tools/dea_tools/waterbodies.py
+++ b/Tools/dea_tools/waterbodies.py
@@ -14,7 +14,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube). 
 
 If you would like to report an issue with this script, file one on 
-Github: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
+GitHub: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
 
 Last modified: September 2021
 """
diff --git a/Tools/dea_tools/wetlands.py b/Tools/dea_tools/wetlands.py
index 5c7a5d53d..187f940aa 100644
--- a/Tools/dea_tools/wetlands.py
+++ b/Tools/dea_tools/wetlands.py
@@ -16,7 +16,7 @@
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube). 
 
 If you would like to report an issue with this script, file one on 
-Github: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
+GitHub: https://github.com/GeoscienceAustralia/dea-notebooks/issues/new
 
 Last modified: July 2023
 """
diff --git a/Tools/gen/dea_tools.datahandling.rst b/Tools/gen/dea_tools.datahandling.rst
index cc9cd0569..a6e4b9acf 100644
--- a/Tools/gen/dea_tools.datahandling.rst
+++ b/Tools/gen/dea_tools.datahandling.rst
@@ -18,6 +18,7 @@
       first
       last
       load_ard
+      load_reproject
       mostcommon_crs
       nearest
       parallel_apply
diff --git a/Tools/gen/dea_tools.spatial.rst b/Tools/gen/dea_tools.spatial.rst
index ef6a908a4..8747f0550 100644
--- a/Tools/gen/dea_tools.spatial.rst
+++ b/Tools/gen/dea_tools.spatial.rst
@@ -16,13 +16,13 @@
       add_geobox
       contours_to_arrays
       hillshade
-      interpolate_2d
       largest_region
       points_on_line
       reverse_geocode
       subpixel_contours
       sun_angles
       transform_geojson_wgs_to_epsg
+      xr_interpolate
       xr_rasterize
       xr_vectorize
       zonal_stats_parallel
diff --git a/Tools/index.rst b/Tools/index.rst
index f45447e95..70afd3765 100644
--- a/Tools/index.rst
+++ b/Tools/index.rst
@@ -65,4 +65,4 @@ using the `open-data-cube` tag (you can view previously asked questions
 here: https://gis.stackexchange.com/questions/tagged/open-data-cube).
 
 If you would like to report an issue with this script, you can file one on
-Github: https://github.com/GeoscienceAustralia/dea-notebooks/issues
+GitHub: https://github.com/GeoscienceAustralia/dea-notebooks/issues
diff --git a/USAGE.rst b/USAGE.rst
index 7df5b184b..745818ca5 100644
--- a/USAGE.rst
+++ b/USAGE.rst
@@ -17,6 +17,8 @@ Scientific papers
 
 - Bishop-Taylor, R., Sagar, S., Lymburner, L., Alam, I. and Sixsmith, J., 2019. Sub-pixel waterline extraction: Characterising accuracy and sensitivity to indices and spectra. Remote Sensing, 11(24), p.2984. https://www.mdpi.com/2072-4292/11/24/2984
 
+- Chatzopoulos-Vouzoglanis, K., Reinke, K.J., Soto‐Berelov, M., Jones, S.D., 2024. Are fire intensity and burn severity associated? Advancing our understanding of FRP and NBR metrics from Himawari-8/9 and Sentinel-2, International Journal of Applied Earth Observation and Geoinformation, Volume 127, 2024, 103673, ISSN 1569-8432. https://doi.org/10.1016/j.jag.2024.103673
+
 - Chen, Y., Guerschman, J., Shendryk, Y., Henry, D., Harrison, M.T., 2021. Estimating Pasture Biomass Using Sentinel-2 Imagery and Machine Learning. Remote Sens. 2021, Vol. 13, Page 603 13, 603. https://doi.org/10.3390/RS13040603
 
 - Choo, J., Cherukuru, N., Lehmann, E., Paget, M., Mujahid, A., Martin, P. and Müller, M., 2022. Spatial and temporal dynamics of suspended sediment concentrations in coastal waters of the South China Sea, off Sarawak, Borneo: ocean colour remote sensing observations and analysis. Biogeosciences, 19(24), pp.5837-5857.
@@ -25,7 +27,7 @@ Scientific papers
 
 - Dunn, B., Ai, E., Alger, M.J., Fanson, B., Fickas, K.C., Krause, C.E., Lymburner, L., Nanson, R., Papas, P., Ronan, M., Thomas, R.F., 2023. Wetlands Insight Tool: Characterising the Surface Water and Vegetation Cover Dynamics of Individual Wetlands Using Multidecadal Landsat Satellite Data. Wetlands 43, 37. https://doi.org/10.1007/s13157-023-01682-7
 
-- Dunn, B., Lymburner, L., Newey, V., Hicks, A. and Carey, H., 2019. Developing a Tool for Wetland Characterization Using Fractional Cover, Tasseled Cap Wetness And Water Observations From Space. IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, pp. 6095-6097. https://doi.org/10.1109/IGARSS.2019.8897806.
+- Dunn, B., Lymburner, L., Newey, V., Hicks, A. and Carey, H., 2019. Developing a Tool for Wetland Characterization Using Fractional Cover, Tasseled Cap Wetness And Water Observations From Space. IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019, pp. 6095-6097. https://doi.org/10.1109/IGARSS.2019.8897806
 
 - Krause, C.E., Newey, V., Alger, M.J. and Lymburner, L., 2021. Mapping and monitoring the multi-decadal dynamics of Australia’s open waterbodies using Landsat. Remote Sensing, 13(8), p.1437.
 


Test patch:
diff --git a/Tests/dea_tools/test_spatial.py b/Tests/dea_tools/test_spatial.py
index 5e9030d3f..18b2b6e8b 100644
--- a/Tests/dea_tools/test_spatial.py
+++ b/Tests/dea_tools/test_spatial.py
@@ -8,7 +8,13 @@
 import datacube
 from datacube.utils.masking import mask_invalid_data
 
-from dea_tools.spatial import subpixel_contours, xr_vectorize, xr_rasterize
+from dea_tools.spatial import (
+    subpixel_contours,
+    xr_vectorize,
+    xr_rasterize,
+    xr_interpolate,
+)
+from dea_tools.validation import eval_metrics
 
 
 @pytest.fixture(
@@ -94,6 +100,19 @@ def categorical_da(request):
     return da
 
 
+# Test set of points covering the extent of `dem_da`
+@pytest.fixture()
+def points_gdf():
+    return gpd.GeoDataFrame(
+        data={"z": [400, 800, 900, 1100, 1200, 1500]},
+        geometry=gpd.points_from_xy(
+            x=[149.06, 149.06, 149.10, 149.16, 149.20, 149.20],
+            y=[-35.36, -35.22, -35.29, -35.29, -35.36, -35.22],
+            crs="EPSG:4326",
+        ),
+    )
+
+
 @pytest.mark.parametrize(
     "attribute_col, expected_col",
     [
@@ -323,3 +342,96 @@ def test_subpixel_contours_dim(satellite_da):
 
 #     # Verify that no error is raised if we provide the correct CRS
 #     subpixel_contours(dem_da.drop_vars("spatial_ref"), z_values=700, crs="EPSG:4326")
+
+
+@pytest.mark.parametrize(
+    "method",
+    ["linear", "cubic", "nearest", "rbf", "idw"],
+)
+def test_xr_interpolate(dem_da, points_gdf, method):
+    # Run interpolation and verify that pixel grids are the same and
+    # output contains data
+    interpolated_ds = xr_interpolate(
+        dem_da,
+        gdf=points_gdf,
+        method=method,
+        k=5,
+    )
+    assert interpolated_ds.odc.geobox == dem_da.odc.geobox
+    assert "z" in interpolated_ds.data_vars
+    assert interpolated_ds["z"].notnull().sum() > 0
+
+    # Sample interpolated values at each point, and verify that
+    # interpolated z values match our input z values
+    xs = xr.DataArray(points_gdf.to_crs(dem_da.odc.crs).geometry.x, dims="z")
+    ys = xr.DataArray(points_gdf.to_crs(dem_da.odc.crs).geometry.y, dims="z")
+    sampled = interpolated_ds["z"].interp(x=xs, y=ys, method="nearest")
+    val_stats = eval_metrics(points_gdf.z, sampled)
+    assert val_stats.Correlation > 0.9
+    assert val_stats.MAE < 10
+
+    # Verify that a factor above 1 still returns expected results
+    interpolated_ds_factor10 = xr_interpolate(
+        dem_da,
+        gdf=points_gdf,
+        method=method,
+        k=5,
+        factor=10,
+    )
+    assert interpolated_ds_factor10.odc.geobox == dem_da.odc.geobox
+    assert "z" in interpolated_ds_factor10.data_vars
+    assert interpolated_ds_factor10["z"].notnull().sum() > 0
+
+    # Verify that multiple columns can be processed, and that output
+    # includes only numeric vars
+    points_gdf["num_var"] = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6]
+    points_gdf["obj_var"] = ["a", "b", "c", "d", "e", "f"]
+    interpolated_ds_cols = xr_interpolate(
+        dem_da,
+        gdf=points_gdf,
+        method=method,
+        k=5,
+    )
+    assert "z" in interpolated_ds_cols.data_vars
+    assert "num_var" in interpolated_ds_cols.data_vars
+    assert "obj_var" not in interpolated_ds_cols.data_vars
+
+    # Verify that specific columns can be selected
+    interpolated_ds_cols2 = xr_interpolate(
+        dem_da,
+        gdf=points_gdf,
+        columns=["num_var"],
+        method=method,
+        k=5,
+    )
+    assert "z" not in interpolated_ds_cols2.data_vars
+    assert "num_var" in interpolated_ds_cols2.data_vars
+
+    # Verify that error is raised if no numeric columns exist
+    with pytest.raises(ValueError):
+        xr_interpolate(
+            dem_da,
+            gdf=points_gdf,
+            columns=["obj_var"],
+            method=method,
+            k=5,
+        )
+
+    # Verify that error is raised if `gdf` doesn't overlap with `ds`
+    with pytest.raises(ValueError):
+        xr_interpolate(
+            dem_da,
+            gdf=points_gdf.set_crs("EPSG:3577", allow_override=True),
+            method=method,
+            k=5,
+        )
+
+    # If IDW method, verify that k will fail if greater than points
+    if method == "idw":
+        with pytest.raises(ValueError):
+            xr_interpolate(
+                dem_da,
+                gdf=points_gdf,
+                method=method,
+                k=10,
+            )