diff --git a/.codacy.yml b/.codacy.yml
index 06a0ea342f..afe979f5c7 100644
--- a/.codacy.yml
+++ b/.codacy.yml
@@ -21,5 +21,6 @@ engines:
 exclude_paths: [
     'doc/sphinx/**',
     'esmvaltool/cmor/tables/**',
-    'tests/**'
+    'tests/**',
+    'esmvaltool/utils/recipe_test_workflow/app/configure/bin/test_configure.py'
 ]
diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
index 2086d60173..3478d469b4 100644
--- a/.github/CODEOWNERS
+++ b/.github/CODEOWNERS
@@ -1,2 +1,3 @@
 esmvaltool/cmorizers @ESMValGroup/obs-maintainers
 .github/workflows @valeriupredoi
+esmvaltool/utils/recipe_test_workflow/ @alistairsellar @ehogan
diff --git a/.github/workflows/check-rtw.yml b/.github/workflows/check-rtw.yml
new file mode 100644
index 0000000000..b5c6a0f32e
--- /dev/null
+++ b/.github/workflows/check-rtw.yml
@@ -0,0 +1,78 @@
+# This workflow performs various validation steps for Cylc and Rose.
+name: Check Recipe Test Workflow (RTW)
+
+# Controls when the action will run
+on:
+  # Triggers the workflow on push events
+  push:
+    paths:
+      - esmvaltool/utils/recipe_test_workflow/**
+
+  # Schedule this workflow to run at 04:00 every 10 days
+  schedule:
+    - cron: '0 4 */10 * *'
+
+# Common variables are defined here
+env:
+  RTW_ROOT_DIR: esmvaltool/utils/recipe_test_workflow
+
+# Required shell entrypoint to have properly configured bash shell
+defaults:
+  run:
+    shell: bash -l {0}
+
+# A workflow run is made up of one or more jobs that can run
+# sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "check-rtw"
+  check-rtw:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part
+    # of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job
+      # can access it
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Setup Cylc
+        uses: cylc/setup-cylc@v1
+        with:
+          cylc_rose: true
+
+      - name: Validate Cylc workflow
+        run: |
+          cd ${RTW_ROOT_DIR}
+          cylc validate . -O metoffice
+
+      - name: Run Cylc configuration linter
+        run: |
+          cd ${RTW_ROOT_DIR}
+          cylc lint
+
+      - name: Validate format of Rose configuration files
+        run: |
+          cd ${RTW_ROOT_DIR}
+          output="$(rose config-dump)"
+          msg="Run 'rose config-dump' to re-dump the Rose configuration files"
+          msg="${msg} in the common format, then commit the changes."
+          # The '-z' option returns true if 'output' is empty.
+          if [[ -z "${output}" ]]; then true; else echo "${msg}" && exit 1; fi
+
+      - name: Validate Rose configuration metadata
+        run: |
+          cd ${RTW_ROOT_DIR}
+          rose metadata-check -C meta/
+
+      - name: Run Rose configuration validation macros
+        run: |
+          cd ${RTW_ROOT_DIR}
+          rose macro -V
+
+      - name: Lint shell scripts
+        run: |
+          cd ${RTW_ROOT_DIR}
+          output=$(find . -name "*.sh" -exec shellcheck {} \;)
+          if [ "$output" ]; then echo "${output}" && exit 1; fi
diff --git a/.github/workflows/cron_esmvalbot_test.yml b/.github/workflows/cron_esmvalbot_test.yml
new file mode 100644
index 0000000000..23d4c390e2
--- /dev/null
+++ b/.github/workflows/cron_esmvalbot_test.yml
@@ -0,0 +1,50 @@
+name: Run Esmvalbot Test
+
+on:
+  # push:
+  #   branches:
+  #     - cron_esmvalbot_test
+  # scheduled once every 2 weeks
+  schedule:
+    - cron: '0 4 */14 * *'
+
+# Required shell entrypoint to have properly configured bash shell
+defaults:
+  run:
+    shell: bash -l {0}
+
+jobs:
+  run-esmvalbot:
+    runs-on: 'ubuntu-latest'
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Create empty commit on branch
+        run: |
+          git config user.name 'Valeriu Predoi'
+          git config user.email 'valeriu.predoi@gmail.com'
+          git commit --allow-empty -m "empty commit"
+      # Automated PR where we run "@esmvalbot please run examples/recipe_python.yml"
+      # as comment in the PR
+      # see https://github.com/marketplace/actions/create-pull-request
+      - name: Create Auto PR
+        uses: peter-evans/create-pull-request@v7
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          commit-message: empty message
+          # defaults are GH bot: # ${{ github.actor }} <${{ github.actor }}@users.noreply.github.com>
+          committer: Valeriu Predoi <valeriu.predoi@gmail.com>
+          author: Valeriu Predoi <valeriu.predoi@gmail.com>
+          signoff: false
+          branch: run-esmvalbot
+          delete-branch: true
+          title: '[EsmvalbotTest] Periodic reminder to run an esmvalbot test'
+          body: 'Automatic PR; please DO NOT merge! This is for testing Esmvalbot only. @valeriupredoi @bouweandela @schlunma please run an ESMValBot test here; if the bot runs fine, please close the auto PR, if it has issues, please open a Github issue and tag @valeriupredoi. Many thanks :beers:'
+          labels: |
+            testing
+            esmvalbot
+            automatedPR
+          assignees: valeriupredoi
+          reviewers: valeriupredoi
+          draft: true
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 974ac2ee78..3b66ab14aa 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -13,8 +13,16 @@ build:
     # DO NOT use mambaforge-*; that is currently sunsetted
     python: "miniconda-latest"
   jobs:
-    post_create_environment:
-      - conda run -n ${CONDA_DEFAULT_ENV} pip install . --no-deps
+    post_checkout:
+      # The ESMValTool repository is shallow i.e., has a .git/shallow,
+      # therefore complete the repository with a full history in order
+      # to allow setuptools-scm to correctly auto-discover the version.
+      - git fetch --unshallow
+      - git fetch --all
+    pre_install:
+      - git stash
+    post_install:
+      - git stash pop
 
 # Declare the requirements required to build your docs
 conda:
@@ -26,6 +34,11 @@ sphinx:
   configuration: doc/sphinx/source/conf.py
   fail_on_warning: true
 
+python:
+  install:
+    - method: pip
+      path: .
+
 # If using Sphinx, optionally build your docs in additional formats such as PDF
 formats:
   - pdf
diff --git a/.zenodo.json b/.zenodo.json
index c087c4ae21..be799a9dc1 100644
--- a/.zenodo.json
+++ b/.zenodo.json
@@ -81,13 +81,17 @@
       "name": "Berg, Peter",
       "orcid": "0000-0002-1469-2568"
     },
+    {
+      "affiliation": "Met Office, UK",
+      "name": "Billows, Chris"
+    },
     {
       "affiliation": "DLR, Germany",
       "name": "Bock, Lisa",
       "orcid": "0000-0001-7058-5938"
     },
     {
-      "affiliation": "MetOffice, UK",
+      "affiliation": "Met Office, UK",
       "name": "Bodas-Salcedo, Alejandro",
       "orcid": "0000-0002-7890-2536"
     },
@@ -142,7 +146,7 @@
       "name": "Docquier, David"
     },
     {
-      "affiliation": "MetOffice, UK",
+      "affiliation": "Met Office, UK",
       "name": "Dreyer, Laura"
     },
     {
@@ -150,13 +154,21 @@
       "name": "Ehbrecht, Carsten"
     },
     {
-      "affiliation": "MetOffice, UK",
+      "affiliation": "Met Office, UK",
       "name": "Earnshaw, Paul"
     },
+    {
+      "affiliation": "Met Office, UK",
+      "name": "Geddes, Theo"
+    },
     {
       "affiliation": "University of Bremen, Germany",
       "name": "Gier, Bettina"
     },
+    {
+      "affiliation": "Met Office, UK",
+      "name": "Gillett, Ed"
+    },
     {
       "affiliation": "BSC, Spain",
       "name": "Gonzalez-Reviriego, Nube",
@@ -191,6 +203,10 @@
       "name": "Heuer, Helge",
       "orcid": "0000-0003-2411-7150"
     },
+    {
+      "affiliation": "Met Office, UK",
+      "name": "Hogan, Emma"
+    },
     {
       "affiliation": "BSC, Spain",
       "name": "Hunter, Alasdair",
@@ -227,7 +243,7 @@
       "orcid": "0000-0001-6085-5914"
     },
     {
-      "affiliation": "MetOffice, UK",
+      "affiliation": "Met Office, UK",
       "name": "Little, Bill"
     },
     {
@@ -279,7 +295,7 @@
       "name": "Sandstad, Marit"
     },
     {
-      "affiliation": "MetOffice, UK",
+      "affiliation": "Met Office, UK",
       "name": "Sellar, Alistair"
     },
     {
@@ -305,6 +321,10 @@
       "name": "Swaminathan, Ranjini",
       "orcid": "0000-0001-5853-2673"
     },
+    {
+      "affiliation": "Met Office, UK",
+      "name": "Tomkins, Katherine"
+    },
     {
       "affiliation": "BSC, Spain",
       "name": "Torralba, Verónica"
@@ -387,7 +407,7 @@
       "orcid": "0000-0003-3780-0784"
     },
     {
-      "affiliation": "MetOffice, UK",
+      "affiliation": "Met Office, UK",
       "name": "Munday, Gregory",
       "orcid": "0000-0003-4750-9923"
     }
diff --git a/CITATION.cff b/CITATION.cff
index 1934c36ef1..ab158d2436 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -85,13 +85,17 @@ authors:
     family-names: Berg
     given-names: Peter
     orcid: "https://orcid.org/0000-0002-1469-2568"
+  -
+    affiliation: "Met Office, UK"
+    family-names: Billows
+    given-names: Chris
   -
     affiliation: "DLR, Germany"
     family-names: Bock
     given-names: Lisa
     orcid: "https://orcid.org/0000-0001-7058-5938"
   -
-    affiliation: "MetOffice, UK"
+    affiliation: "Met Office, UK"
     family-names: Bodas-Salcedo
     given-names: Alejandro
     orcid: "https://orcid.org/0000-0002-7890-2536"
@@ -146,7 +150,7 @@ authors:
     family-names: Docquier
     given-names: David
   -
-    affiliation: "MetOffice, UK"
+    affiliation: "Met Office, UK"
     family-names: Dreyer
     given-names: Laura
   -
@@ -154,13 +158,21 @@ authors:
     family-names: Ehbrecht
     given-names: Carsten
   -
-    affiliation: "MetOffice, UK"
+    affiliation: "Met Office, UK"
     family-names: Earnshaw
     given-names: Paul
+  -
+    affiliation: "Met Office, UK"
+    family-names: Geddes
+    given-names: Theo
   -
     affiliation: "University of Bremen, Germany"
     family-names: Gier
     given-names: Bettina
+  -
+    affiliation: "Met Office, UK"
+    family-names: Gillett
+    given-names: Ed
   -
     affiliation: "BSC, Spain"
     family-names: Gonzalez-Reviriego
@@ -196,6 +208,10 @@ authors:
     family-names: Heuer
     given-names: Helge
     orcid: "https://orcid.org/0000-0003-2411-7150"
+  -
+    affiliation: "Met Office, UK"
+    family-names: Hogan
+    given-names: Emma
   -
     affiliation: "BSC, Spain"
     family-names: Hunter
@@ -232,7 +248,7 @@ authors:
     given-names: Valerio
     orcid: "https://orcid.org/0000-0001-6085-5914"
   -
-    affiliation: "MetOffice, UK"
+    affiliation: "Met Office, UK"
     family-names: Little
     given-names: Bill
   -
@@ -289,7 +305,7 @@ authors:
     family-names: Sandstad
     given-names: Marit
   -
-    affiliation: "MetOffice, UK"
+    affiliation: "Met Office, UK"
     family-names: Sellar
     given-names: Alistair
   -
@@ -315,6 +331,10 @@ authors:
     family-names: Swaminathan
     given-names: Ranjini
     orcid: "https://orcid.org/0000-0001-5853-2673"
+  -
+    affiliation: "Met Office, UK"
+    family-names: Tomkins
+    given-names: Katherine
   -
     affiliation: "BSC, Spain"
     family-names: Torralba
@@ -396,8 +416,8 @@ authors:
     family-names: Bonnet
     given-names: Pauline
     orcid: "https://orcid.org/0000-0003-3780-0784"
-  - 
-    affiliation: "MetOffice, UK"
+  -
+    affiliation: "Met Office, UK"
     family-names: Munday
     given-names: Gregory
     orcid: "https://orcid.org/0000-0003-4750-9923"
diff --git a/SECURITY.md b/SECURITY.md
new file mode 100644
index 0000000000..17c90fb2a6
--- /dev/null
+++ b/SECURITY.md
@@ -0,0 +1,14 @@
+# Security Policy
+
+## Supported Versions
+
+Only the [latest version][latest] of ESMValTool is currently being supported
+with security updates.
+
+## Reporting a Vulnerability
+
+If you find a vulnerability, please contact the
+[ESMValTool Tech Lead Team][TLT].
+
+[latest]: https://github.com/ESMValGroup/ESMValTool/releases
+[TLT]: mailto:esmvaltool_tech_lead_team@listserv.dfn.de
diff --git a/conda-linux-64.lock b/conda-linux-64.lock
index 7521c7f30c..0d7555766e 100644
--- a/conda-linux-64.lock
+++ b/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: fafc256cb40a5d6ebcbc180cb08e91d1bd9ca77a04c258188faad5c05c60f1b9
+# input_hash: f5c4487c952927f123c46e72b510f59759905df49bd2ea87696869038fe11a8f
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/_py-xgboost-mutex-2.0-gpu_0.tar.bz2#7702188077361f43a4d61e64c694f850
@@ -19,29 +19,31 @@ https://conda.anaconda.org/conda-forge/noarch/tzdata-2024b-hc8b5060_0.conda#8ac3
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2#f766549260d6815b0c52253f1fb1bb29
 https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.43-h712a8e2_2.conda#048b02e3962f066da18efe3a21b77672
 https://conda.anaconda.org/conda-forge/noarch/libgcc-devel_linux-64-14.2.0-h41c2201_101.conda#fb126e22f5350c15fec6ddbd062f4871
+https://conda.anaconda.org/conda-forge/linux-64/libglvnd-1.7.0-ha4b6fd6_2.conda#434ca7e50e40f4918ab701e3facd59a0
 https://conda.anaconda.org/conda-forge/linux-64/libgomp-14.2.0-h77fa898_1.conda#cc3573974587f12dda90d96e3e55a702
 https://conda.anaconda.org/conda-forge/noarch/libstdcxx-devel_linux-64-14.2.0-h41c2201_101.conda#60b9a16fd147f7184b5a964aa08f3b0f
 https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.17-h4a8ded7_18.conda#0ea96f90a10838f58412aa84fdd9df09
 https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2#73aaf86a425cc6e73fcf236a5a46396d
 https://conda.anaconda.org/conda-forge/linux-64/binutils_impl_linux-64-2.43-h4bf12b8_2.conda#cf0c5521ac2a20dfa6c662a4009eeef6
 https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2#fee5683a3f04bd15cbd8318b096a27ab
+https://conda.anaconda.org/conda-forge/linux-64/libegl-1.7.0-ha4b6fd6_2.conda#c151d5eb730e9b7480e6d48c0fc44048
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-14.2.0-h77fa898_1.conda#3cb76c3f10d3bc7f1105b2fc9db984df
 https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.28-hb9d3cd8_0.conda#1b53af320b24547ce0fb8196d2604542
-https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.2-heb4867d_0.conda#2b780c0338fc0ffa678ac82c54af51fd
+https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.3-hb9d3cd8_1.conda#ee228789a85f961d14567252a03e725f
 https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.1.0-hb9d3cd8_2.conda#41b599ed2b02abcfdd84302bff174b23
-https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.3-h5888daf_0.conda#59f4c43bb1b5ef1c71946ff2cbf59524
+https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.4-h5888daf_0.conda#db833e03127376d461e1e13e76f09b6c
 https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-14.2.0-h69a702a_1.conda#e39480b9ca41323497b05492a63bc35b
 https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-14.2.0-hd5240d6_1.conda#9822b874ea29af082e5d36098d25427d
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-14.2.0-hc0a3c3a_1.conda#234a5554c53625688d51062645337328
+https://conda.anaconda.org/conda-forge/linux-64/libutf8proc-2.8.0-hf23e847_1.conda#b1aa0faa95017bca11369bd080487ec4
 https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda#edb0dca6bc32e4f4789199455a1dbeb8
 https://conda.anaconda.org/conda-forge/linux-64/make-4.4.1-hb9d3cd8_2.conda#33405d2a66b1411db9f7242c8b97c9e7
-https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.2-hb9d3cd8_0.conda#4d638782050ab6faa27275bed57e9b4e
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.4.0-hb9d3cd8_0.conda#23cc74f77eb99315c0360ec3533147a9
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-hb9d3cd8_1002.conda#b3c17d95b5a10c6e64a21fa17573e70e
 https://conda.anaconda.org/conda-forge/linux-64/tzcode-2024b-hb9d3cd8_0.conda#db124840386e1f842f93372897d1b857
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libice-1.1.1-hb9d3cd8_1.conda#19608a9656912805b2b9a2f6bd257b04
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.11-hb9d3cd8_1.conda#77cbc488235ebbaab2b6e912d3934bae
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libxdmcp-1.1.5-hb9d3cd8_0.conda#8035c64cb77ed555e3f150b7b3972480
-https://conda.anaconda.org/conda-forge/linux-64/xorg-xextproto-7.3.0-hb9d3cd8_1004.conda#bc4cd53a083b6720d61a1519a1900878
 https://conda.anaconda.org/conda-forge/linux-64/xorg-xorgproto-2024.1-hb9d3cd8_1.conda#7c21106b851ec72c037b162c216d8f05
 https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.7.4-hfd43aa1_1.conda#f301eb944d297fc879c441fffe461d8a
 https://conda.anaconda.org/conda-forge/linux-64/aws-c-compression-0.2.19-h756ea98_1.conda#5e08c385a1b8a79b52012b74653bbb99
@@ -49,7 +51,7 @@ https://conda.anaconda.org/conda-forge/linux-64/aws-c-sdkutils-0.1.19-h756ea98_3
 https://conda.anaconda.org/conda-forge/linux-64/aws-checksums-0.1.18-h756ea98_11.conda#eadcc12bedac44f13223a2909c0e5bcc
 https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda#62ee74e96c5ebb0af99386de58cf9553
 https://conda.anaconda.org/conda-forge/linux-64/dav1d-1.2.1-hd590300_0.conda#418c6ca5929a611cbd69204907a83995
-https://conda.anaconda.org/conda-forge/linux-64/expat-2.6.3-h5888daf_0.conda#6595440079bed734b113de44ffd3cd0a
+https://conda.anaconda.org/conda-forge/linux-64/expat-2.6.4-h5888daf_0.conda#1d6afef758879ef5ee78127eb4cd2c4a
 https://conda.anaconda.org/conda-forge/linux-64/fribidi-1.0.10-h36c2ea0_0.tar.bz2#ac7bc6a654f8f41b352b38f4051135f8
 https://conda.anaconda.org/conda-forge/linux-64/gettext-tools-0.22.5-he02047a_3.conda#fcd2016d1d299f654f81021e27496818
 https://conda.anaconda.org/conda-forge/linux-64/gflags-2.2.2-h5888daf_1005.conda#d411fc29e338efb48c5fd4576d71d881
@@ -72,14 +74,14 @@ https://conda.anaconda.org/conda-forge/linux-64/libjpeg-turbo-3.0.0-hd590300_1.c
 https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hd590300_0.conda#30fd6e37fe21f86f4bd26d6ee73eeec7
 https://conda.anaconda.org/conda-forge/linux-64/libntlm-1.4-h7f98852_1002.tar.bz2#e728e874159b042d92b90238a3cb0dc2
 https://conda.anaconda.org/conda-forge/linux-64/libopenlibm4-0.8.1-hd590300_1.conda#e6af610e01d04927a5060c95ce4e0875
+https://conda.anaconda.org/conda-forge/linux-64/libpciaccess-0.18-hd590300_0.conda#48f4330bfcd959c3cfb704d424903c82
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-https://conda.anaconda.org/conda-forge/noarch/dask-expr-1.1.16-pyhd8ed1ab_0.conda#81de1c44ab7f6cadab4a59b6d76dfa87
+https://conda.anaconda.org/conda-forge/noarch/dask-expr-1.1.19-pyhd8ed1ab_0.conda#09ea33eb6525cc703ce1d39c88378320
 https://conda.anaconda.org/conda-forge/noarch/r-styler-1.10.3-r42hc72bb7e_0.conda#1b2b8fa85a9d0556773abac4763d8ef9
 https://conda.anaconda.org/conda-forge/linux-64/r-tlmoments-0.7.5.3-r42ha503ecb_1.conda#6aa1414e06dfffc39d3b5ca78b60b377
 https://conda.anaconda.org/conda-forge/noarch/r-viridis-0.6.5-r42hc72bb7e_0.conda#959f69b6dfd4b620a15489975fa27670
-https://conda.anaconda.org/conda-forge/noarch/dask-2024.10.0-pyhd8ed1ab_0.conda#719832923b1d98803d07b2ca38eb3baa
+https://conda.anaconda.org/conda-forge/noarch/dask-2024.11.2-pyhff2d567_1.conda#4ea56955c9922ac99c35d0784cffeb96
 https://conda.anaconda.org/conda-forge/linux-64/r-fields-15.2-r42h61816a4_0.conda#d84fe2f9e893e92089370b195e2263a0
 https://conda.anaconda.org/conda-forge/noarch/r-spei-1.8.1-r42hc72bb7e_1.conda#7fe060235dac0fc0b3d387f98e79d128
 https://conda.anaconda.org/conda-forge/noarch/iris-esmf-regrid-0.11.0-pyhd8ed1ab_1.conda#86286b197e33e3b034416c18ba0f574c
 https://conda.anaconda.org/conda-forge/linux-64/r-geomap-2.5_0-r42h57805ef_2.conda#020534c6abdee4f1253c221e926a5341
-https://conda.anaconda.org/conda-forge/noarch/esmvalcore-2.11.0-pyhd8ed1ab_0.conda#ae2c9a927475f5519d0164c542cde378
+https://conda.anaconda.org/conda-forge/noarch/esmvalcore-2.11.1-pyhd8ed1ab_0.conda#54cad67b1fb303d452019c45e4fea1bc
 https://conda.anaconda.org/conda-forge/noarch/r-s2dverification-2.10.3-r42hc72bb7e_2.conda#8079a86a913155fe2589ec0b76dc9f5e
 https://conda.anaconda.org/conda-forge/noarch/autodocsumm-0.2.14-pyhd8ed1ab_0.conda#351a11ac1215eb4f6c5b82e30070277a
 https://conda.anaconda.org/conda-forge/noarch/nbsphinx-0.9.5-pyhd8ed1ab_0.conda#b808b8a0494c5cca76200c73e260a060
diff --git a/doc/sphinx/source/gensidebar.py b/doc/sphinx/source/gensidebar.py
index 970722ff0a..f8b766ab7d 100644
--- a/doc/sphinx/source/gensidebar.py
+++ b/doc/sphinx/source/gensidebar.py
@@ -65,7 +65,7 @@ def _header(project, text):
     _write("esmvaltool", "Obtaining input data", "input")
     _write("esmvaltool", "Making a recipe or diagnostic", "develop/index")
     _write("esmvaltool", "Contributing to the community", "community/index")
-    _write("esmvaltool", "Utilities", "utils")
+    _write("esmvaltool", "Utilities", "utils/utils")
     _write("esmvaltool", "Diagnostics API Reference", "api/esmvaltool")
     _write("esmvaltool", "Frequently Asked Questions", "faq")
     _write("esmvaltool", "Changelog", "changelog")
diff --git a/doc/sphinx/source/input.rst b/doc/sphinx/source/input.rst
index fbc16b45ec..f9bcfafc3e 100644
--- a/doc/sphinx/source/input.rst
+++ b/doc/sphinx/source/input.rst
@@ -112,6 +112,21 @@ ESMValTool currently supports two ways to perform this reformatting (aka
    checks and fixes').  Details on this second method are given at the
    :ref:`end of this chapter <inputdata_native_datasets>`.
 
+Tiers
+-----
+
+All observational datasets are grouped into in three tiers:
+
+* **Tier 1**: obs4mips and ana4mips datasets. These datasets are publicly and freely available without any license restrictions. These datasets do not need any reformatting and can be used as is with ESMValTool.
+* **Tier 2** other freely available datasets that are not obs4mips. There are no license restrictions. These datasets need to be reformatted to be used with ESMValTool ('CMORization', see above). 
+* **Tier 3** restricted datasets. Datasets which require registration to be downloaded or that can only be obtained upon request from the respective authors. License restrictions do not allow us to redistribute Tier 3 datasets. The data have to be obtained and reformatted by the user ('CMORization', see above).
+
+[!NOTE]
+.. _tier3_note:
+For some of the Tier 3 datasets, we obtained permission from the dataset providers to share the data among ESMValTool users on HPC systems. These Tier 3 datasets are marked with an asterisk in the table in section :ref:`supported datasets below<supported_datasets>`.
+
+An overview of the Tier 2 and Tier 3 datasets for which a CMORizing script is available in ESMValTool v2.0 is given in section :ref:`supported datasets below<supported_datasets>`.
+
 A collection of readily CMORized OBS and OBS6 datasets can be accessed directly on CEDA/JASMIN and DKRZ. At CEDA/JASMIN
 OBS and OBS6 data is stored in the `esmeval` Group Workspace (GWS), and to be granted read (and execute) permissions to the
 GWS, one must apply at https://accounts.jasmin.ac.uk/services/group_workspaces/esmeval/ ; after permission has been granted, the user
@@ -246,7 +261,7 @@ A list of the datasets for which a CMORizers is available is provided in the fol
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | CALIPSO-GOCCP                | clcalipso (cfMon)                                                                                    |   2  | NCL             |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
-| CALIPSO-ICECLOUD             | cli (AMon)                                                                                           |   3  | NCL             |
+| CALIPSO-ICECLOUD* [#t3]_     | cli (AMon)                                                                                           |   3  | NCL             |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | CDS-SATELLITE-ALBEDO         | bdalb (Lmon), bhalb (Lmon)                                                                           |   3  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
@@ -330,7 +345,7 @@ A list of the datasets for which a CMORizers is available is provided in the fol
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | ESRL                         | co2s (Amon)                                                                                          |   2  | NCL             |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
-| FLUXCOM                      | gpp (Lmon)                                                                                           |   3  | Python          |
+| FLUXCOM* [#t3]_              | gpp (Lmon)                                                                                           |   3  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | GCP2018                      | fgco2 (Omon [#note3]_), nbp (Lmon [#note3]_)                                                         |   2  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
@@ -380,17 +395,17 @@ A list of the datasets for which a CMORizers is available is provided in the fol
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | Landschuetzer2020            | spco2 (Omon)                                                                                         |   2  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
-| MAC-LWP                      | lwp, lwpStderr (Amon)                                                                                |   3  | NCL             |
+| MAC-LWP* [#t3]_              | lwp, lwpStderr (Amon)                                                                                |   3  | NCL             |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | MERRA                        | cli, clivi, clt, clw, clwvi, hur, hus, lwp, pr, prw, ps, psl, rlut, rlutcs, rsdt, rsut, rsutcs, ta,  |   3  | NCL             |
 |                              | tas, ts, ua, va, wap, zg (Amon)                                                                      |      |                 |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
-| MERRA2                       | sm (Lmon)                                                                                            |   3  | Python          |
+| MERRA2* [#t3]_               | sm (Lmon)                                                                                            |   3  | Python          |
 |                              | clt, pr, evspsbl, hfss, hfls, huss, prc, prsn, prw, ps, psl, rlds, rldscs, rlus, rlut, rlutcs, rsds, |      |                 |
 |                              | rsdscs, rsdt, tas, tasmin, tasmax, tauu, tauv, ts, uas, vas, rsus, rsuscs, rsut, rsutcs, ta, ua, va, |      |                 |
 |                              | tro3, zg, hus, wap, hur, cl, clw, cli, clwvi, clivi (Amon)                                           |      |                 |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
-| MLS-AURA                     | hur, hurStderr (day)                                                                                 |   3  | Python          |
+| MLS-AURA* [#t3]_             | hur, hurStderr (day)                                                                                 |   3  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | MOBO-DIC_MPIM                | dissic (Omon)                                                                                        |   2  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
@@ -400,7 +415,7 @@ A list of the datasets for which a CMORizers is available is provided in the fol
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | MSWEP [#note1]_              | pr                                                                                                   |   3  | n/a             |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
-| MTE                          | gpp, gppStderr (Lmon)                                                                                |   3  | Python          |
+| MTE* [#t3]_                  | gpp, gppStderr (Lmon)                                                                                |   3  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | NCEP-NCAR-R1                 | clt, hur, hurs, hus, pr, prw, psl, rlut, rlutcs, rsut, rsutcs, sfcWind, ta, tas,                     |   2  | Python          |
 |                              | tasmax, tasmin, ts, ua, va, wap, zg (Amon)                                                           |      |                 |
@@ -410,7 +425,7 @@ A list of the datasets for which a CMORizers is available is provided in the fol
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | NDP                          | cVeg (Lmon)                                                                                          |   3  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
-| NIWA-BS                      | toz, tozStderr (Amon)                                                                                |   3  | NCL             |
+| NIWA-BS* [#t3]_              | toz, tozStderr (Amon)                                                                                |   3  | NCL             |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | NOAA-CIRES-20CR-V2           | clt, clwvi, hus, prw, rlut, rsut, pr, tauu, tauv (Amon)                                              |   2  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
@@ -448,7 +463,7 @@ A list of the datasets for which a CMORizers is available is provided in the fol
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | TCOM-N2O                     | n2o (Amon [#note3]_)                                                                                 |   2  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
-| UWisc                        | clwvi, lwpStderr (Amon)                                                                              |   3  | NCL             |
+| UWisc* [#t3]_                | clwvi, lwpStderr (Amon)                                                                              |   3  | NCL             |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 | WFDE5                        | tas, pr (Amon, day)                                                                                  |   2  | Python          |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
@@ -456,6 +471,9 @@ A list of the datasets for which a CMORizers is available is provided in the fol
 |                              | no3, o2, po4, si (Oyr)                                                                               |      |                 |
 +------------------------------+------------------------------------------------------------------------------------------------------+------+-----------------+
 
+.. [#t3] We obtained permission from the dataset provider to share this dataset
+         among ESMValTool users on HPC systems.
+
 .. [#note1] CMORization is built into ESMValTool through the native6 project,
             so there is no separate CMORizer script.
 
diff --git a/doc/sphinx/source/utils/RTW/about.rst b/doc/sphinx/source/utils/RTW/about.rst
new file mode 100644
index 0000000000..62883fe2e1
--- /dev/null
+++ b/doc/sphinx/source/utils/RTW/about.rst
@@ -0,0 +1,14 @@
+*****
+About
+*****
+
+.. include:: common.txt
+
+The Recipe Test Workflow (|RTW|) is a workflow that is used to regularly run
+recipes so issues can be discovered during the development process sooner
+rather than later.
+
+|Cylc| v8 and |Rose| v2 are used as the workflow engine and application
+configuration system for the |RTW|, respectively. |Cylc| and |Rose| are not
+included in the ESMValTool environment as they are typically already centrally
+installed at sites e.g. JASMIN and the Met Office.
diff --git a/doc/sphinx/source/utils/RTW/add_a_recipe.rst b/doc/sphinx/source/utils/RTW/add_a_recipe.rst
new file mode 100644
index 0000000000..6e495e1f1c
--- /dev/null
+++ b/doc/sphinx/source/utils/RTW/add_a_recipe.rst
@@ -0,0 +1,118 @@
+How to add a recipe to the |RTW|
+================================
+
+.. include:: common.txt
+
+.. note::
+   Before you follow these steps to add your recipe, you must be able to
+   successfully run the recipe with the latest version of ESMValTool on the
+   compute server you use at your site, as detailed by the ``platform`` option
+   in the ``[[COMPUTE]]`` section in the site-specific ``.cylc`` file in the
+   ``esmvaltool/utils/recipe_test_workflow/site/`` directory.
+
+#. Open a `new ESMValTool issue`_ on GitHub, assign yourself to the issue, and
+   add the ``Recipe Test Workflow (RTW)`` label to the issue, see
+   `ESMValTool issue #3663`_ for an example.
+
+#. Create a branch.
+
+#. Obtain the duration and memory usage of the recipe from the messages printed
+   to screen, or at the end of the ``run/main_log.txt`` file in the recipe
+   output directory after running your recipe on the compute cluster you use at
+   your site; these messages will look something like::
+
+     YYYY-MM-DD HH:MM:SS:sss UTC [12345] INFO    Time for running the recipe was: 0:02:13.334742
+     YYYY-MM-DD HH:MM:SS:sss UTC [12345] INFO    Maximum memory used (estimate): 2.4 GB
+     [...]
+     YYYY-MM-DD HH:MM:SS:sss UTC [12345] INFO    Run was successful
+
+#. Add the recipe to the ``[task parameters]`` section in the
+   ``esmvaltool/utils/recipe_test_workflow/flow.cylc`` file.
+
+   .. hint::
+      If the recipe takes less than 10 minutes to run then it should be added
+      to the ``fast`` option. Recipes that take longer than ten minutes should
+      be added to the ``medium`` option.
+
+   .. hint::
+      The line added should follow the format of ``recipe_new_recipe, \``,
+      unless the line is the last one in the list, in which case the line added
+      should follow the format of ``recipe_new_recipe``.
+
+#. If the duration of the recipe is larger than the value specified by the
+   ``execution time limit`` option in the ``[[COMPUTE]]`` section in the
+   aforementioned site-specific ``.cylc`` file, and / or the memory usage of
+   the recipe is larger than the value specified by the ``--mem`` option in the
+   ``[[[directives]]]`` section in the ``[[COMPUTE]]`` section, add a section
+   (in alphabetical order) to this file as shown below (round the duration to
+   the nearest second)::
+
+     [[process<fast=recipe_albedolandcover>]]
+     # Actual: 0m31s, 2.5 GB on 2024-04-08.
+     execution time limit = PT2M
+     [[[directives]]]
+         --mem = 3G
+
+   .. hint::
+      The ``fast`` key in the example task definition above
+      (``[[process<fast=recipe_albedolandcover>]]``) should match name of the
+      option the recipe was added to in the ``[task parameters]`` section in
+      the ``esmvaltool/utils/recipe_test_workflow/flow.cylc`` file
+
+   .. hint::
+      Set the ``execution time limit`` to 10-20% more than the actual duration.
+      For actual durations of up to ``1m45s``, set the ``execution time limit``
+      to ``PT2M`` (2 minutes).
+
+   .. hint::
+      Try not to regularly waste more than 500 MiB in memory usage. Typically,
+      rounding the actual memory usage up to the nearest integer is acceptable.
+
+#. Stop any running ``recipe_test_workflow`` workflows::
+
+    cylc stop recipe_test_workflow/*
+
+#. Run the |RTW|, as detailed in the :ref:`quick_start_guide`; it is expected
+   that the ``compare`` task will fail.
+
+#. Update the Known Good Outputs (|KGOs|):
+
+   * Recursively copy the recipe output directory (i.e.
+     ``recipe_<recipe>_<date>_<time>/``) from the
+     ``${HOME}/cylc-run/recipe_test_workflow/runN/share/cycle/<cycle>/``
+     directory to your site-specific |KGO| directory, as detailed by the
+     ``KGO_ROOT_PATH`` option in the site-specific ``.conf`` file in the
+     ``esmvaltool/utils/recipe_test_workflow/opt/`` directory::
+
+       cp -r ${HOME}/cylc-run/recipe_test_workflow/runN/share/cycle/<cycle>/recipe_<recipe>_<date>_<time> <KGO_ROOT_PATH>
+
+     .. note::
+        Cylc is typically configured such that
+        ``${HOME}/cylc-run/recipe_test_workflow/runN/share`` is a symbolic link
+        to a share directory located on a scratch disk; the recipe output
+        directory is not stored in ``${HOME}``.
+
+   * Enable write permissions for all users on the recipe output directory in
+     your site-specific |KGO| directory::
+
+       chmod -R a+w <KGO_ROOT_PATH>/recipe_<recipe>_<date>_<time>
+
+#. Stop any running ``recipe_test_workflow`` workflows::
+
+     cylc stop recipe_test_workflow/*
+
+#. Run the |RTW| again, as detailed in the :ref:`quick_start_guide`; the
+   ``compare`` task should now succeed.
+
+#. Add the recipe to the documentation:
+
+   * Add a URL for the recipe in ``doc/sphinx/source/utils/RTW/common.txt``
+     under the ``.. Links`` section in alphabetical order (follow the format
+     ``.. _<name>: <URL>``).
+
+   * Add the recipe to the list of :ref:`currently_tested_recipes` in
+     alphabetical order (follow the format ``* `<name>`_``).
+
+#. Commit and push your changes, create a PR, assign yourself to the PR, and
+   add the ``Recipe Test Workflow (RTW)`` label to the PR, see
+   `ESMValTool PR #3664`_ for an example.
diff --git a/doc/sphinx/source/utils/RTW/common.txt b/doc/sphinx/source/utils/RTW/common.txt
new file mode 100644
index 0000000000..7dba02b8b9
--- /dev/null
+++ b/doc/sphinx/source/utils/RTW/common.txt
@@ -0,0 +1,33 @@
+.. Glossary substitutions make it easier to refer to pluralised /
+.. capitalised glossary terms.
+
+.. |RTW| replace:: :term:`RTW`
+.. |CMIP| replace:: :term:`CMIP`
+.. |Cylc| replace:: :term:`Cylc`
+.. |ESM| replace:: :term:`ESM`
+.. |ESMs| replace:: :term:`ESMs <ESM>`
+.. |ESMValCore| replace:: :term:`ESMValCore`
+.. |ESMValTool| replace:: :term:`ESMValTool`
+.. |KGOs| replace:: :term:`KGOs`
+.. |KGO| replace:: :term:`KGOs`
+.. |Rose| replace:: :term:`Rose`
+
+.. Links
+
+.. _Autoassess landsurface soilmoisture: https://docs.esmvaltool.org/en/latest/recipes/recipe_autoassess_landsurface_soilmoisture.html#available-recipes-and-diagnostics
+.. _Consecutive dry days: https://docs.esmvaltool.org/en/latest/recipes/recipe_consecdrydays.html
+.. _CMIP Documentation: https://www.wcrp-climate.org/wgcm-cmip
+.. _Cylc Documentation: https://cylc.github.io/cylc-doc/stable/html/index.html
+.. _Cylc Review: https://cylc.github.io/cylc-doc/7.9.3/html/tutorial.html#viewing-suite-logs-in-a-web-browser-cylc-review
+.. _Ensclus: https://docs.esmvaltool.org/en/latest/recipes/recipe_ensclus.html
+.. _ESMValTool Documentation: https://esmvaltool.org/
+.. _ESMValTool issue #3663: https://github.com/ESMValGroup/ESMValTool/issues/3663
+.. _ESMValTool PR #3664: https://github.com/ESMValGroup/ESMValTool/pull/3664
+.. _Examples python: https://docs.esmvaltool.org/en/latest/recipes/recipe_examples.html
+.. _Heatwaves coldwaves: https://docs.esmvaltool.org/en/latest/recipes/recipe_heatwaves_coldwaves.html
+.. _Landcover - Albedo: https://docs.esmvaltool.org/en/latest/recipes/recipe_albedolandcover.html#landcover-albedo
+.. _new ESMValTool issue: https://github.com/ESMValGroup/ESMValTool/issues/new
+.. _Ocean Atlantic Meridional Overturning Circulation (AMOC): https://docs.esmvaltool.org/en/latest/recipes/recipe_oceans.html#recipe-ocean-amoc-yml
+.. _Ocean multimap: https://docs.esmvaltool.org/en/latest/recipes/recipe_oceans.html#recipe-ocean-multimap-yml
+.. _Radiation budget: https://docs.esmvaltool.org/en/latest/recipes/recipe_radiation_budget.html
+.. _Rose Documentation: https://metomi.github.io/rose/doc/html/index.html
diff --git a/doc/sphinx/source/utils/RTW/glossary.rst b/doc/sphinx/source/utils/RTW/glossary.rst
new file mode 100644
index 0000000000..15675146e1
--- /dev/null
+++ b/doc/sphinx/source/utils/RTW/glossary.rst
@@ -0,0 +1,39 @@
+********
+Glossary
+********
+
+.. include:: common.txt
+
+.. glossary::
+
+   CMIP
+     Coupled Model Intercomparison Project, see the `CMIP Documentation`_.
+
+   Cylc
+     Cylc (“silk”) is a workflow engine for cycling systems, see the
+     `Cylc Documentation`_.
+
+   ESM
+     Earth System Model
+
+   ESMValCore
+     ESMValCore contains the core functionalities for the ESMValTool.
+
+   ESMValTool
+     ESMValTool is a community diagnostic and performance metrics tool for
+     routine evaluation of |ESMs| in |CMIP|, see the
+     `ESMValTool Documentation`_.
+
+   KGOs
+    Known Good Outputs (KGOs) are outputs from an ESMValTool recipe that have
+    been confirmed (typically by a scientist) to be as expected. KGOs are used
+    in the compare task in the |RTW| to check whether any changes have been
+    introduced to the outputs from an ESMValTool recipe after changes are made
+    to either ESMValCore or ESMValTool.
+
+   Rose
+     Rose is a toolkit for writing, editing and running application
+     configurations, see the `Rose Documentation`_.
+
+   RTW
+     Recipe Test Workflow
diff --git a/doc/sphinx/source/utils/RTW/index.rst b/doc/sphinx/source/utils/RTW/index.rst
new file mode 100644
index 0000000000..9b04ea4b3b
--- /dev/null
+++ b/doc/sphinx/source/utils/RTW/index.rst
@@ -0,0 +1,11 @@
+Recipe Test Workflow (RTW)
+==========================
+
+.. toctree::
+   :maxdepth: 1
+
+   about
+   tested_recipes
+   user_guide/index
+   add_a_recipe
+   glossary
diff --git a/doc/sphinx/source/utils/RTW/tested_recipes.rst b/doc/sphinx/source/utils/RTW/tested_recipes.rst
new file mode 100644
index 0000000000..36f9c19e5c
--- /dev/null
+++ b/doc/sphinx/source/utils/RTW/tested_recipes.rst
@@ -0,0 +1,19 @@
+.. _currently_tested_recipes:
+
+************************
+Currently tested recipes
+************************
+
+.. include:: common.txt
+
+The following currently tested recipes are available in the |RTW|:
+
+* `Autoassess landsurface soilmoisture`_
+* `Consecutive dry days`_
+* `Ensclus`_
+* `Examples python`_
+* `Heatwaves coldwaves`_
+* `Landcover - Albedo`_
+* `Ocean Atlantic Meridional Overturning Circulation (AMOC)`_
+* `Ocean multimap`_
+* `Radiation budget`_
diff --git a/doc/sphinx/source/utils/RTW/user_guide/index.rst b/doc/sphinx/source/utils/RTW/user_guide/index.rst
new file mode 100644
index 0000000000..01359728e2
--- /dev/null
+++ b/doc/sphinx/source/utils/RTW/user_guide/index.rst
@@ -0,0 +1,9 @@
+**********
+User Guide
+**********
+
+.. toctree::
+   :maxdepth: 1
+
+   quick_start
+   workflow
diff --git a/doc/sphinx/source/utils/RTW/user_guide/quick_start.rst b/doc/sphinx/source/utils/RTW/user_guide/quick_start.rst
new file mode 100644
index 0000000000..6574aa24ee
--- /dev/null
+++ b/doc/sphinx/source/utils/RTW/user_guide/quick_start.rst
@@ -0,0 +1,54 @@
+.. _quick_start_guide:
+
+Quick Start Guide
+=================
+
+.. include:: ../common.txt
+
+* Clone the ESMValTool repository (which contains the |RTW|)::
+
+    git clone git@github.com:ESMValGroup/ESMValTool.git
+
+* Configure the |RTW|::
+
+    cd ESMValTool/esmvaltool/utils/recipe_test_workflow
+    rose edit
+
+* Run the |RTW|:
+
+  * at the Met Office::
+
+      export CYLC_VERSION=8
+      cylc vip -O metoffice
+
+  * on JASMIN:
+
+    * add the following line to your ``~/.bashrc`` file to ensure the Cylc and
+      Rose executables can be found::
+
+        export PATH=/apps/jasmin/metomi/bin:$PATH
+
+    * SSH to the Rose and Cylc server::
+
+        ssh -X cylc
+
+    * run the RTW on JASMIN::
+
+        cd ESMValTool/esmvaltool/utils/recipe_test_workflow
+        export CYLC_VERSION=8
+        cylc vip -O jasmin
+
+  * on DKRZ:
+
+    * add the following line to your ``~/.bashrc`` file to ensure the Cylc and
+      Rose executables can be found::
+
+        export PATH=/work/bd0854/metomi/bin:$PATH
+
+    * run the RTW on DKRZ::
+
+        cd ESMValTool/esmvaltool/utils/recipe_test_workflow
+        cylc vip -O dkrz
+
+* Optionally browse the logs using `Cylc Review`_,
+  a web service for browsing logs via an HTTP interface.
diff --git a/doc/sphinx/source/utils/RTW/user_guide/workflow.rst b/doc/sphinx/source/utils/RTW/user_guide/workflow.rst
new file mode 100644
index 0000000000..f571e1e148
--- /dev/null
+++ b/doc/sphinx/source/utils/RTW/user_guide/workflow.rst
@@ -0,0 +1,101 @@
+.. include:: ../common.txt
+
+The workflow
+============
+
+An overview of the workflow
+---------------------------
+
+The |RTW| performs the following steps:
+
+``install_env_file``
+  :Description:
+     Copies the environment file for |ESMValTool|, based on the ``SITE``
+     provided
+  :Runs on:
+     Localhost
+  :Executes:
+     The ``cp`` command from the |Rose| app
+  :Details:
+     Runs once at the start of the workflow
+
+``get_esmval``
+  :Description:
+     Either clones the latest versions of |ESMValTool| and |ESMValCore| from
+     GitHub, or gets the latest container image from DockerHub and converts to
+     a singularity image, depending on ``SITE``
+  :Runs on:
+     Localhost, or ``COMPUTE`` on JASMIN
+  :Executes:
+     The ``clone_latest_esmval.sh`` script (if cloning), or a
+     ``singularity build`` command (if getting container) from the |Rose| app
+  :Details:
+     Runs at the start of each cycle
+
+``configure``
+  :Description:
+     Creates the |ESMValTool| user configuration file and validates it
+  :Runs on:
+     Localhost
+  :Executes:
+     The ``configure.py`` script from the |Rose| app
+  :Details:
+     Runs each cycle after ``get_esmval`` has completed
+
+``process``
+  :Description:
+     Runs the requested recipes using |ESMValTool|
+  :Runs on:
+     ``COMPUTE``, which depends on the ``SITE``
+  :Executes:
+     The |ESMValTool| command line script from the |Rose| app
+  :Details:
+     Runs each cycle for every recipe defined in the |RTW| after ``configure``
+     has completed
+
+``compare``
+  :Description:
+     Compares the output from the ``process`` job with |KGOs|
+  :Runs on:
+     ``COMPUTE``, which depends on the ``SITE``
+  :Executes:
+     The :ref:`compare.py <compare_recipe_runs>` script from |ESMValTool|
+     from the |Rose| app
+  :Details:
+     Runs each cycle for every recipe defined in the |RTW| after ``process``
+     has completed
+
+Design considerations
+---------------------
+
+Portability
+~~~~~~~~~~~
+
+The |RTW| is portable; site-specific information can be found in the ``site``
+and ``opt`` directories within the |RTW|. The files required are:
+
+``site/<site>.cylc``
+  Contains task definitions specific to the ``SITE``, for example, ``COMPUTE``
+
+``site/<site>-env``
+  Contains details on how to set up the environment for ESMValTool at the
+  ``SITE``
+
+``opt/rose-suite-<site>.conf``
+  Contains configuration items specific to the ``SITE``, including ``SITE``
+  and where to find the required datasets
+
+Metadata
+~~~~~~~~
+
+The |RTW| uses Rose metadata. Every item defined in the suite configuration
+file (``rose-suite.conf``) will have an entry in the main metadata
+configuration file (``meta/rose-meta.conf``).
+
+Resources
+~~~~~~~~~
+
+The resources used by the ``process`` jobs are defined in the
+``site/<site>.cylc`` file, allowing the jobs to be configured by ``SITE`` as
+well as by recipe. This ensures only the required resources are requested when
+running each of the ``process`` jobs.
diff --git a/doc/sphinx/source/utils.rst b/doc/sphinx/source/utils/utils.rst
similarity index 86%
rename from doc/sphinx/source/utils.rst
rename to doc/sphinx/source/utils/utils.rst
index 536b78ebee..97916c9edd 100644
--- a/doc/sphinx/source/utils.rst
+++ b/doc/sphinx/source/utils/utils.rst
@@ -383,63 +383,6 @@ klaus.zimmermann@smhi.se
 .. _pygithub: https://pygithub.readthedocs.io/en/latest/introduction.html
 
 
-Recipe filler
-=============
-
-If you need to fill in a blank recipe with additional datasets, you can do that with
-the command `recipe_filler`. This runs a tool to obtain a set of additional datasets when
-given a blank recipe, and you can give an arbitrary number of data parameters. The blank recipe
-should contain, to the very least, a list of diagnostics, each with their variable(s).
-Example of running the tool:
-
-.. code-block:: bash
-
-    recipe_filler recipe.yml
-
-where `recipe.yml` is the recipe that needs to be filled with additional datasets; a minimal
-example of this recipe could be:
-
-.. code-block:: yaml
-
-    diagnostics:
-      diagnostic:
-        variables:
-          ta:
-            mip: Amon  # required
-            start_year: 1850  # required
-            end_year: 1900  # required
-
-
-Key features
-------------
-
-- you can add as many variable parameters as are needed; if not added, the
-  tool will use the ``"*"`` wildcard and find all available combinations;
-- you can restrict the number of datasets to be looked for with the ``dataset:``
-  key for each variable, pass a list of datasets as value, e.g.
-  ``dataset: [MPI-ESM1-2-LR, MPI-ESM-LR]``;
-- you can specify a pair of experiments, e.g. ``exp: [historical, rcp85]``
-  for each variable; this will look for each available dataset per experiment
-  and assemble an aggregated data stretch from each experiment to complete
-  for the total data length specified by ``start_year`` and ``end_year``; equivalent to
-  ESMValTool's syntax on multiple experiments; this option needs an ensemble
-  to be declared explicitly; it will return no entry if there are gaps in data;
-- ``start_year`` and ``end_year`` are required and are used to filter out the
-  datasets that don't have data in the interval; as noted above, the tool will not
-  return datasets with partial coverage from ``start_year`` to ``end_year``;
-  if you want all possible years hence no filtering on years just use ``"*"``
-  for start and end years;
-- ``config-user: rootpath: CMIPX`` may be a list, rootpath lists are supported;
-- all major DRS paths (including ``default``, ``BADC``, ``ETHZ`` etc) are supported;
-- speedup is achieved through CMIP mip tables lookup, so ``mip`` is required in recipe;
-
-Caveats
--------
-
-- the tool doesn't yet work with derived variables; it will not return any available datasets;
-- operation restricted to CMIP data only, OBS lookup is not available yet.
-
-
 Extracting a list of input files from the provenance
 ====================================================
 
@@ -457,3 +400,17 @@ The tool is based on the `prov <https://prov.readthedocs.io/en/latest/readme.htm
 library, a useful library for working with provenance files.
 With minor adaptations, this script could also print out global attributes
 of the input NetCDF files, e.g. the tracking_id.
+
+Recipe Test Workflow (RTW)
+==========================
+
+.. include:: RTW/common.txt
+
+The Recipe Test Workflow (|RTW|) is a workflow that is used to regularly run
+recipes so issues can be discovered during the development process sooner
+rather than later.
+
+.. toctree::
+   :maxdepth: 1
+
+   RTW/index
diff --git a/environment.yml b/environment.yml
index 270f0f6ecd..72ccf127f6 100644
--- a/environment.yml
+++ b/environment.yml
@@ -10,27 +10,27 @@ channels:
 
 dependencies:
   - aiohttp
-  - cartopy <0.24  # https://github.com/ESMValGroup/ESMValTool/issues/3767
+  - cartopy
   - cdo >=2.3.0
   - cdsapi
   - cf-units
   - cfgrib
   - cftime
   - cmocean
-  - curl <8.10
+  - curl <8.10  # https://github.com/ESMValGroup/ESMValTool/issues/3758
   - cython
   - dask !=2024.8.0  # https://github.com/dask/dask/issues/11296
   - distributed
   - ecmwf-api-client
   - eofs
-  - esmpy  # <8.6 safe https://github.com/SciTools/iris-esmf-regrid/issues/415
+  - esmpy
   - esmvalcore 2.11.*
   - fiona
   - fire
   - fsspec
   - gdal >=3.9.0
   - importlib_metadata <8  # https://github.com/ESMValGroup/ESMValTool/issues/3699 only for Python 3.10/11 and esmpy<8.6
-  - iris >=3.6.1
+  - iris >=3.11
   - iris-esmf-regrid >=0.10.0  # github.com/SciTools-incubator/iris-esmf-regrid/pull/342
   - jinja2
   - joblib
@@ -41,7 +41,7 @@ dependencies:
   - nc-time-axis
   - netCDF4
   - numba
-  - numpy !=1.24.3,<2.0  # severe masking bug
+  - numpy !=1.24.3  # severe masking bug
   - openpyxl
   - packaging
   - pandas==2.1.4  # unpin when ESMValCore released with https://github.com/ESMValGroup/ESMValCore/pull/2529
diff --git a/environment_osx.yml b/environment_osx.yml
index 8285b43ecd..242f0a4f56 100644
--- a/environment_osx.yml
+++ b/environment_osx.yml
@@ -10,7 +10,7 @@ channels:
 
 dependencies:
   - aiohttp
-  - cartopy <0.24  # https://github.com/ESMValGroup/ESMValTool/issues/3767
+  - cartopy
   - cdo >=2.3.0
   - cdsapi
   - cf-units
@@ -22,14 +22,14 @@ dependencies:
   - distributed
   - ecmwf-api-client
   - eofs
-  - esmpy  # <8.6 safe https://github.com/SciTools/iris-esmf-regrid/issues/415
+  - esmpy
   - esmvalcore 2.11.*
   - fiona
   - fire
   - fsspec
   - gdal >=3.9.0
   - importlib_metadata <8  # https://github.com/ESMValGroup/ESMValTool/issues/3699 only for Python 3.10/11 and esmpy<8.6
-  - iris >=3.6.1
+  - iris >=3.11
   - iris-esmf-regrid >=0.10.0  # github.com/SciTools-incubator/iris-esmf-regrid/pull/342
   - jinja2
   - joblib
@@ -40,7 +40,7 @@ dependencies:
   - nc-time-axis
   - netCDF4
   - numba
-  - numpy !=1.24.3,<2.0  # severe masking bug
+  - numpy !=1.24.3  # severe masking bug
   - openpyxl
   - packaging
   - pandas==2.1.4  # unpin when ESMValCore released with https://github.com/ESMValGroup/ESMValCore/pull/2529
diff --git a/esmvaltool/config-references.yml b/esmvaltool/config-references.yml
index 7357f908fc..c5c9a21727 100644
--- a/esmvaltool/config-references.yml
+++ b/esmvaltool/config-references.yml
@@ -223,6 +223,11 @@ authors:
     name: Galytska, Evgenia
     institute: IUP, Bremen
     orcid: https://orcid.org/0000-0001-6575-1559
+  garcia_perdomo_karen:
+    name: Garcia Perdomo, Karen
+    institute: CCCma, ECCC, Canada
+    orcid: https://orcid.org/0009-0004-2333-3358
+    github: Karen-A-Garcia
   gettelman_andrew:
     name: Gettelman, Andrew
     institute: NCAR, USA
@@ -232,6 +237,11 @@ authors:
     institute: University of Bremen, Germany
     orcid: https://orcid.org/0000-0002-2928-8664
     github: bettina-gier
+  gillett_nathan:
+    name: Gillett, Nathan
+    institute: CCCma, ECCC, Canada
+    orcid: https://orcid.org/0000-0002-2957-0002
+    github: npgillett    
   gonzalez-reviriego_nube:
     name: Gonzalez-Reviriego, Nube
     institute: BSC, Spain
@@ -341,6 +351,11 @@ authors:
     name: Lillis, Jon
     institute: MetOffice, UK
     orcid:
+  lindenlaub_lukas:
+    name: Lindenlaub, Lukas
+    institute: University of Bremen, Germany
+    orcid: https://orcid.org/0000-0001-6349-9118
+    github: lukruh
   little_bill:
     name: Little, Bill
     institute: MetOffice, UK
@@ -369,7 +384,7 @@ authors:
     orcid:
   malinina_elizaveta:
     name: Malinina, Elizaveta
-    institute: CCCma, Canada
+    institute: CCCma, ECCC, Canada
     orcid: https://orcid.org/0000-0002-4102-2877
     github: malininae
   maloney_eric:
@@ -400,6 +415,11 @@ authors:
     name: Mello, Felipe
     institute: INPE, Brazil
     orcid: https://orcid.org/0000-0002-8832-2869
+  menelaou_konstantinos:
+    name: Menelaou, Konstantinos
+    institute: CCCma, ECCC, Canada
+    orcid: https://orcid.org/0000-0002-9676-7657
+    github: konmenelaou
   mohr_christianwilhelm:
     name: Mohr, Christian Wilhelm
     institute: Cicero, Norway
@@ -471,11 +491,6 @@ authors:
   rol_evert:
     name: Rol, Evert
     orcid: https://orcid.org/0000-0001-8357-4453
-  ruhe_lukas:
-    name: Ruhe, Lukas
-    institute: University of Bremen, Germany
-    orcid: https://orcid.org/0000-0001-6349-9118
-    github: lukruh
   russell_joellen:
     name: Russell, Joellen
     institute: Univ. of Arizona, USA
@@ -514,6 +529,11 @@ authors:
     name: Sterl, Andreas
     institute: KNMI, Netherlands
     orcid: https://orcid.org/0000-0003-3457-0434
+  stevens_robin:
+    name: Stevens, Robin
+    institute: CCCma, ECCC, Canada
+    orcid: https://orcid.org/0000-0002-8737-6988
+    github: Row-Bean
   swaminathan_ranjini:
     name: Swaminathan, Ranjini
     institute: University of Reading, UK
@@ -555,6 +575,11 @@ authors:
     institute: University of Bremen and DLR, Germany
     orcid: https://orcid.org/0000-0001-6133-7801
     github: katjaweigel
+  webb_kristi:
+    name: Webb, Kristi
+    institute: CCCma, ECCC, Canada
+    orcid: https://orcid.org/0000-0002-8610-0672
+    github: k-a-webb
   wenzel_sabrina:
     name: Wenzel, Sabrina
     institute: DLR, Germany
@@ -712,7 +737,7 @@ authors:
     orcid:
   reader_cathy:
     name: Reader, Cathy
-    institute:
+    institute: CCCma, ECCC, Canada
     orcid:
     github: mcreader97
   rumbold_heather:
diff --git a/esmvaltool/diag_scripts/arctic_ocean/__init__.py b/esmvaltool/diag_scripts/arctic_ocean/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/esmvaltool/diag_scripts/climate_patterns/__init__.py b/esmvaltool/diag_scripts/climate_patterns/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/esmvaltool/diag_scripts/ensclus/__init__.py b/esmvaltool/diag_scripts/ensclus/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/esmvaltool/diag_scripts/monitor/multi_datasets.py b/esmvaltool/diag_scripts/monitor/multi_datasets.py
index 70faee96c2..41f238a64e 100644
--- a/esmvaltool/diag_scripts/monitor/multi_datasets.py
+++ b/esmvaltool/diag_scripts/monitor/multi_datasets.py
@@ -2576,7 +2576,11 @@ def create_hovmoeller_time_vs_lat_or_lon_plot(self, datasets):
             # Provenance tracking
             provenance_record = {
                 'ancestors': ancestors,
-                'authors': ['schlund_manuel', 'kraft_jeremy', 'ruhe_lukas'],
+                'authors': [
+                    'schlund_manuel',
+                    'kraft_jeremy',
+                    'lindenlaub_lukas'
+                ],
                 'caption': caption,
                 'plot_types': ['zonal'],
                 'long_names': [dataset['long_name']],
diff --git a/esmvaltool/diag_scripts/shared/_supermeans.py b/esmvaltool/diag_scripts/shared/_supermeans.py
index 7099ba4725..8543ca99cf 100644
--- a/esmvaltool/diag_scripts/shared/_supermeans.py
+++ b/esmvaltool/diag_scripts/shared/_supermeans.py
@@ -13,7 +13,6 @@
 import cf_units
 import iris
 import iris.coord_categorisation
-from iris.coord_categorisation import _pt_date
 import numpy as np
 
 
@@ -206,6 +205,28 @@ def add_start_hour(cube, coord, name='diurnal_sampling_hour'):
     _add_categorised_coord(cube, name, coord, start_hour_from_bounds)
 
 
+# lifted from iris==3.10 last iris to have it in iris.coord_categorisation
+# Private "helper" function
+def _pt_date(coord, time):
+    """Return the datetime of a time-coordinate point.
+
+    Parameters
+    ----------
+    coord : Coord
+        Coordinate (must be Time-type).
+    time : float
+        Value of a coordinate point.
+
+    Returns
+    -------
+    cftime.datetime
+
+    """
+    # NOTE: All of the currently defined categorisation functions are
+    # calendar operations on Time coordinates.
+    return coord.units.num2date(time, only_use_cftime_datetimes=True)
+
+
 def start_hour_from_bounds(coord, _, bounds):
     """Add hour from bounds."""
     return np.array([_pt_date(coord, _bounds[0]).hour for _bounds in bounds])
diff --git a/esmvaltool/diag_scripts/zmnam/__init__.py b/esmvaltool/diag_scripts/zmnam/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/esmvaltool/recipes/ipccwg1ar6ch3/recipe_ipccwg1ar6ch3_fig_3_42_a.yml b/esmvaltool/recipes/ipccwg1ar6ch3/recipe_ipccwg1ar6ch3_fig_3_42_a.yml
index 55c53147ec..35954b47a1 100644
--- a/esmvaltool/recipes/ipccwg1ar6ch3/recipe_ipccwg1ar6ch3_fig_3_42_a.yml
+++ b/esmvaltool/recipes/ipccwg1ar6ch3/recipe_ipccwg1ar6ch3_fig_3_42_a.yml
@@ -313,7 +313,7 @@ diagnostics:
       pr:
         <<: *perf_var
         preprocessor: ppNOLEV1
-        reference_dataset: GPCP-SG
+        reference_dataset: GPCP-V2.3
         alternative_dataset: GHCN
     additional_datasets:
       - {<<: *cmip3, dataset: bccr_bcm2_0, institute: BCCR}
@@ -344,7 +344,7 @@ diagnostics:
       - {<<: *cmip6, dataset: IPSL-CM5A2-INCA, grid: gr}
       - {<<: *cmip6, dataset: KACE-1-0-G, grid: gr}
       - {<<: *cmip6, dataset: MCM-UA-1-0}
-      - {dataset: GPCP-SG, project: obs4MIPs, level: L3, version: v2.3, tier: 1}
+      - {dataset: GPCP-V2.3, project: obs4MIPs, level: L3, tier: 1}
       - {dataset: GHCN, project: OBS, type: ground, version: 1, tier: 2}
 
 
@@ -462,7 +462,7 @@ diagnostics:
       - {<<: *cmip6, dataset: IPSL-CM5A2-INCA, grid: gr}
       - {<<: *cmip6, dataset: KACE-1-0-G, grid: gr}
       - {<<: *cmip6, dataset: KIOST-ESM, grid: gr1}
-      - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B, version: Ed2-8,
+      - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B,
          tier: 1, start_year: 2001, end_year: 2015}
 
 
@@ -503,7 +503,7 @@ diagnostics:
       - {<<: *cmip6, dataset: IPSL-CM5A2-INCA, grid: gr}
       - {<<: *cmip6, dataset: KACE-1-0-G, grid: gr}
       - {<<: *cmip6, dataset: KIOST-ESM, grid: gr1}
-      - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B, version: Ed2-8,
+      - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B,
          tier: 1, start_year: 2001, end_year: 2015}
 
 
@@ -547,7 +547,7 @@ diagnostics:
       - {<<: *cmip6, dataset: KACE-1-0-G, grid: gr}
       - {<<: *cmip6, dataset: KIOST-ESM, grid: gr1}
       - {<<: *cmip6, dataset: MCM-UA-1-0}
-      - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B, version: Ed2-8,
+      - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B,
          tier: 1, start_year: 2001, end_year: 2015}
 
 
@@ -620,7 +620,7 @@ diagnostics:
       - {<<: *cmip6, dataset: IPSL-CM5A2-INCA, grid: gr}
       - {<<: *cmip6, dataset: KACE-1-0-G, grid: gr}
       - {<<: *cmip6, dataset: KIOST-ESM, grid: gr1}
-      - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B, version: Ed2-8,
+      - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B,
          tier: 1, start_year: 2001, end_year: 2015}
 
 
diff --git a/esmvaltool/recipes/ipccwg1ar6ch3/recipe_ipccwg1ar6ch3_fig_3_43.yml b/esmvaltool/recipes/ipccwg1ar6ch3/recipe_ipccwg1ar6ch3_fig_3_43.yml
index fd7a60efe8..767662167c 100644
--- a/esmvaltool/recipes/ipccwg1ar6ch3/recipe_ipccwg1ar6ch3_fig_3_43.yml
+++ b/esmvaltool/recipes/ipccwg1ar6ch3/recipe_ipccwg1ar6ch3_fig_3_43.yml
@@ -231,7 +231,7 @@ diagnostics:
     variables:
       pr:
         <<: *var_settings
-        reference_dataset: GPCP-SG
+        reference_dataset: GPCP-V2.2
         alternative_dataset: GHCN
     additional_datasets:
       - {<<: *cmip3, dataset: bccr_bcm2_0, institute: BCCR}
@@ -260,7 +260,7 @@ diagnostics:
       - {<<: *cmip6, dataset: GISS-E2-1-G-CC}
       - {<<: *cmip6, dataset: IPSL-CM5A2-INCA, grid: gr}
       - {<<: *cmip6, dataset: MCM-UA-1-0}
-      - {dataset: GPCP-SG, project: obs4mips, level: L3, version: v2.2, tier: 1}
+      - {dataset: GPCP-V2.2, project: obs4mips, level: L3, tier: 1}
       - {dataset: GHCN, project: OBS, type: ground, version: 1, tier: 2}
 
 
@@ -333,7 +333,7 @@ diagnostics:
       - {<<: *cmip6, dataset: IPSL-CM5A2-INCA, grid: gr}
       - {<<: *cmip6, dataset: KIOST-ESM, grid: gr1}
       - {<<: *cmip6, dataset: MCM-UA-1-0}
-      - {dataset: CERES-EBAF, project: obs4mips, level: L3B, version: Ed2-8,
+      - {dataset: CERES-EBAF, project: obs4mips, level: L3B,
          tier: 1, start_year: 2001, end_year: 2015}
 
 
@@ -367,7 +367,7 @@ diagnostics:
       - {<<: *cmip6, dataset: GISS-E2-1-G-CC}
       - {<<: *cmip6, dataset: IPSL-CM5A2-INCA, grid: gr}
       - {<<: *cmip6, dataset: KIOST-ESM, grid: gr1}
-      - {dataset: CERES-EBAF, project: obs4mips, level: L3B, version: Ed2-8,
+      - {dataset: CERES-EBAF, project: obs4mips, level: L3B,
          tier: 1, start_year: 2001, end_year: 2015}
 
 
@@ -401,7 +401,7 @@ diagnostics:
       - {<<: *cmip6, dataset: GISS-E2-1-G-CC}
       - {<<: *cmip6, dataset: IPSL-CM5A2-INCA, grid: gr}
       - {<<: *cmip6, dataset: KIOST-ESM, grid: gr1}
-      - {dataset: CERES-EBAF, project: obs4mips, level: L3B, version: Ed2-8,
+      - {dataset: CERES-EBAF, project: obs4mips, level: L3B,
          tier: 1, start_year: 2001, end_year: 2015}
 
 
@@ -434,7 +434,7 @@ diagnostics:
       - {<<: *cmip6, dataset: GISS-E2-1-G-CC}
       - {<<: *cmip6, dataset: IPSL-CM5A2-INCA, grid: gr}
       - {<<: *cmip6, dataset: KIOST-ESM, grid: gr1}
-      - {dataset: CERES-EBAF, project: obs4mips, level: L3B, version: Ed2-8,
+      - {dataset: CERES-EBAF, project: obs4mips, level: L3B,
          tier: 1, start_year: 2001, end_year: 2015}
 
 
diff --git a/esmvaltool/recipes/monitor/recipe_monitor_with_refs.yml b/esmvaltool/recipes/monitor/recipe_monitor_with_refs.yml
index 48c5153287..4277313428 100644
--- a/esmvaltool/recipes/monitor/recipe_monitor_with_refs.yml
+++ b/esmvaltool/recipes/monitor/recipe_monitor_with_refs.yml
@@ -10,7 +10,7 @@ documentation:
     - heuer_helge
     - kraft_jeremy
     - kuehbacher_birgit
-    - ruhe_lukas
+    - lindenlaub_lukas
     - sarauer_ellen
     - winterstein_franziska
   maintainer:
diff --git a/esmvaltool/recipes/recipe_shapeselect.yml b/esmvaltool/recipes/recipe_shapeselect.yml
index ee56810f03..b463f09df8 100644
--- a/esmvaltool/recipes/recipe_shapeselect.yml
+++ b/esmvaltool/recipes/recipe_shapeselect.yml
@@ -11,7 +11,7 @@ documentation:
     - berg_peter
 
   maintainer:
-    - ruhe_lukas
+    - lindenlaub_lukas
 
   projects:
     - c3s-magic
diff --git a/esmvaltool/recipes/recipe_wenzel16jclim.yml b/esmvaltool/recipes/recipe_wenzel16jclim.yml
index 6caed04a93..ea7a583a3e 100644
--- a/esmvaltool/recipes/recipe_wenzel16jclim.yml
+++ b/esmvaltool/recipes/recipe_wenzel16jclim.yml
@@ -303,7 +303,7 @@ diagnostics:
         end_year: 2005
         derive: true
         additional_datasets:
-          - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B, version: Ed2-7, tier: 1, start_year: 2001}
+          - {dataset: CERES-EBAF, project: obs4MIPs, level: L3B, tier: 1, start_year: 2001}
     additional_datasets: *datasets
     scripts:
       asr_sh: &asr_sh
diff --git a/esmvaltool/utils/recipe_filler.py b/esmvaltool/utils/recipe_filler.py
deleted file mode 100755
index 40f637c6d5..0000000000
--- a/esmvaltool/utils/recipe_filler.py
+++ /dev/null
@@ -1,914 +0,0 @@
-"""
-Fill in a blank recipe with additional datasets.
-
-Tool to obtain a set of additional datasets when given a blank recipe.
-The blank recipe should contain, to the very least, a list of diagnostics
-each with their variable(s). Example of minimum settings:
-
-diagnostics:
-  diagnostic:
-    variables:
-      ta:
-        mip: Amon
-        start_year: 1850
-        end_year: 1900
-
-Note that the tool will exit if any of these minimum settings are missing!
-
-Key features:
-
-- you can add as many variable parameters as are needed; if not added, the
-  tool will use the "*" wildcard and find all available combinations;
-- you can restrict the number of datasets to be looked for with the `dataset:`
-  key for each variable, pass a list of datasets as value, e.g.
-  `dataset: [MPI-ESM1-2-LR, MPI-ESM-LR]`;
-- you can specify a pair of experiments eg `exp: [rcp26, rcp85]`
-  for each variable; this will look for each available dataset per experiment
-  and assemble an aggregated data stretch from each experiment; equivalent to
-  esmvaltool's syntax of multiple experiments; this option needs an ensemble
-  to be declared explicitly; it will return no entry if there are gaps in data
-- `start_year` and `end_year` are mandatory and are used to filter out the
-  datasets that don't have data in the interval; if you want all possible years
-  hence no filtering on years just use "*" for start and end years;
-- `config-user: rootpath: CMIPX` may be a list, rootpath lists are supported;
-
-Caveats:
-
-- the tool doesn't yet work for derived variables;
-- operation restricted to CMIP data.
-
-Have fun!
-"""
-import argparse
-import datetime
-import itertools
-import logging
-import logging.config
-import os
-import shutil
-import time
-from glob import glob
-from pathlib import Path
-
-import esmvalcore
-import yaml
-
-from esmvalcore import __version__ as core_ver
-from esmvalcore.cmor.table import CMOR_TABLES, read_cmor_tables
-from packaging import version as pkg_version
-from ruamel.yaml import YAML
-
-logger = logging.getLogger(__name__)
-
-CFG = {}
-
-
-def _purge_file_handlers(cfg: dict) -> None:
-    """Remove handlers with filename set.
-
-    This is used to remove file handlers which require an output
-    directory to be set.
-    """
-    cfg['handlers'] = {
-        name: handler
-        for name, handler in cfg['handlers'].items()
-        if 'filename' not in handler
-    }
-    prev_root = cfg['root']['handlers']
-    cfg['root']['handlers'] = [
-        name for name in prev_root if name in cfg['handlers']
-    ]
-
-
-def _update_stream_level(cfg: dict, level=None):
-    """Update the log level for the stream handlers."""
-    handlers = cfg['handlers']
-
-    for handler in handlers.values():
-        if level is not None and 'stream' in handler:
-            if handler['stream'] in ('ext://sys.stdout', 'ext://sys.stderr'):
-                handler['level'] = level.upper()
-
-
-def _get_log_files(cfg: dict, output_dir: str = None) -> list:
-    """Initialize log files for the file handlers."""
-    log_files = []
-
-    handlers = cfg['handlers']
-
-    for handler in handlers.values():
-        filename = handler.get('filename', None)
-
-        if filename:
-            if not os.path.isabs(filename):
-                handler['filename'] = os.path.join(output_dir, filename)
-            log_files.append(handler['filename'])
-
-    return log_files
-
-
-def configure_logging(cfg_file: str = None,
-                      output_dir: str = None,
-                      console_log_level: str = None) -> list:
-    """Configure logging.
-
-    Parameters
-    ----------
-    cfg_file : str, optional
-        Logging config file. If `None`, defaults to `configure-logging.yml`
-    output_dir : str, optional
-        Output directory for the log files. If `None`, log only to the console.
-    console_log_level : str, optional
-        If `None`, use the default (INFO).
-
-    Returns
-    -------
-    log_files : list
-        Filenames that will be logged to.
-    """
-    if cfg_file is None:
-        cfg_loc = Path(esmvalcore.__file__ + "esmvalcore")
-        if pkg_version.parse(core_ver) < pkg_version.parse('2.8.0'):
-            cfg_file = cfg_loc.parents[0] / '_config' / 'config-logging.yml'
-        else:
-            cfg_file = cfg_loc.parents[0] / 'config' / 'config-logging.yml'
-
-    cfg_file = Path(cfg_file).absolute()
-
-    with open(cfg_file) as file_handler:
-        cfg = yaml.safe_load(file_handler)
-
-    if output_dir is None:
-        _purge_file_handlers(cfg)
-
-    log_files = _get_log_files(cfg, output_dir=output_dir)
-    _update_stream_level(cfg, level=console_log_level)
-
-    logging.config.dictConfig(cfg)
-    logging.Formatter.converter = time.gmtime
-    logging.captureWarnings(True)
-
-    return log_files
-
-
-def read_config_developer_file(cfg_file=None):
-    """Read the developer's configuration file."""
-    if cfg_file is None:
-        cfg_loc = Path(esmvalcore.__file__ + "esmvalcore")
-        cfg_file = cfg_loc.parents[0] / 'config-developer.yml'
-
-    with open(cfg_file, 'r') as file:
-        cfg = yaml.safe_load(file)
-
-    return cfg
-
-
-def _normalize_path(path):
-    """Normalize paths.
-
-    Expand ~ character and environment variables and convert path to absolute.
-
-    Parameters
-    ----------
-    path: str
-        Original path
-
-    Returns
-    -------
-    str:
-        Normalized path
-    """
-    if path is None:
-        return None
-    return os.path.abspath(os.path.expanduser(os.path.expandvars(path)))
-
-
-def read_config_user_file(config_file, folder_name, options=None):
-    """Read config user file and store settings in a dictionary."""
-    if not config_file:
-        config_file = '~/.esmvaltool/config-user.yml'
-    config_file = os.path.abspath(
-        os.path.expandvars(os.path.expanduser(config_file)))
-    # Read user config file
-    if not os.path.exists(config_file):
-        print(f"ERROR: Config file {config_file} does not exist")
-
-    with open(config_file, 'r') as file:
-        cfg = yaml.safe_load(file)
-
-    if options is None:
-        options = dict()
-    for key, value in options.items():
-        cfg[key] = value
-
-    # set defaults
-    defaults = {
-        'compress_netcdf': False,
-        'exit_on_warning': False,
-        'output_file_type': 'png',
-        'output_dir': 'esmvaltool_output',
-        'auxiliary_data_dir': 'auxiliary_data',
-        'save_intermediary_cubes': False,
-        'remove_preproc_dir': True,
-        'max_parallel_tasks': None,
-        'run_diagnostic': True,
-        'profile_diagnostic': False,
-        'config_developer_file': None,
-        'drs': {},
-    }
-
-    for key in defaults:
-        if key not in cfg:
-            logger.info(
-                "No %s specification in config file, "
-                "defaulting to %s", key, defaults[key])
-            cfg[key] = defaults[key]
-
-    cfg['output_dir'] = _normalize_path(cfg['output_dir'])
-    cfg['auxiliary_data_dir'] = _normalize_path(cfg['auxiliary_data_dir'])
-
-    cfg['config_developer_file'] = _normalize_path(
-        cfg['config_developer_file'])
-
-    for key in cfg['rootpath']:
-        root = cfg['rootpath'][key]
-        if isinstance(root, str):
-            cfg['rootpath'][key] = [_normalize_path(root)]
-        else:
-            cfg['rootpath'][key] = [_normalize_path(path) for path in root]
-
-    # insert a directory date_time_recipe_usertag in the output paths
-    now = datetime.datetime.utcnow().strftime("%Y%m%d_%H%M%S")
-    new_subdir = '_'.join((folder_name, now))
-    cfg['output_dir'] = os.path.join(cfg['output_dir'], new_subdir)
-
-    # create subdirectories
-    cfg['preproc_dir'] = os.path.join(cfg['output_dir'], 'preproc')
-    cfg['work_dir'] = os.path.join(cfg['output_dir'], 'work')
-    cfg['plot_dir'] = os.path.join(cfg['output_dir'], 'plots')
-    cfg['run_dir'] = os.path.join(cfg['output_dir'], 'run')
-
-    # Read developer configuration file
-    read_cmor_tables(cfg['config_developer_file'])
-
-    return cfg
-
-
-HEADER = r"""
-______________________________________________________________________
-          _____ ____  __  ____     __    _ _____           _
-         | ____/ ___||  \/  \ \   / /_ _| |_   _|__   ___ | |
-         |  _| \___ \| |\/| |\ \ / / _` | | | |/ _ \ / _ \| |
-         | |___ ___) | |  | | \ V / (_| | | | | (_) | (_) | |
-         |_____|____/|_|  |_|  \_/ \__,_|_| |_|\___/ \___/|_|
-______________________________________________________________________
-
-""" + __doc__
-
-dataset_order = [
-    'dataset', 'project', 'exp', 'mip', 'ensemble', 'grid', 'start_year',
-    'end_year'
-]
-
-# cmip eras
-cmip_eras = ["CMIP5", "CMIP6"]
-
-# The base dictionairy (all wildcards):
-base_dict = {
-    'institute': '*',
-    'dataset': '*',
-    'project': '*',
-    'exp': '*',
-    'frequency': '*',
-    'ensemble': '*',
-    'mip': '*',
-    'modeling_realm': '*',
-    'short_name': '*',
-    'grid': '*',
-    'start_year': '*',
-    'end_year': '*',
-    'activity': '*',
-}
-
-
-def _get_download_dir(yamlconf, cmip_era):
-    """Get the Download Directory from user config file."""
-    if 'download_dir' in yamlconf:
-        return os.path.join(yamlconf['download_dir'], cmip_era)
-    return False
-
-
-def _get_site_rootpath(cmip_era):
-    """Get site (drs) from config-user.yml."""
-    config_yml = get_args().config_file
-    with open(config_yml, 'r') as yamf:
-        yamlconf = yaml.safe_load(yamf)
-    drs = yamlconf['drs'][cmip_era]
-
-    download_dir = _get_download_dir(yamlconf, cmip_era)
-    rootdir = [yamlconf['rootpath'][cmip_era], ]
-
-    if download_dir:
-        rootdir.append(download_dir)
-    logger.debug("%s root directory %s", cmip_era, rootdir)
-    if drs == 'default' and 'default' in yamlconf['rootpath']:
-        rootdir = [yamlconf['rootpath']['default'], ]
-        if download_dir:
-            rootdir.append(download_dir)
-
-        logger.debug("Using drs default and "
-                     "default: %s data directory", rootdir)
-
-    return drs, rootdir
-
-
-def _get_input_dir(cmip_era):
-    """Get input_dir from config-developer.yml."""
-    site = _get_site_rootpath(cmip_era)[0]
-    yamlconf = read_config_developer_file()
-
-    return yamlconf[cmip_era]['input_dir'][site]
-
-
-def _get_input_file(cmip_era):
-    """Get input_file from config-developer.yml."""
-    yamlconf = read_config_developer_file()
-    return yamlconf[cmip_era]['input_file']
-
-
-def _determine_basepath(cmip_era):
-    """Determine a basepath."""
-    if isinstance(_get_site_rootpath(cmip_era)[1], list):
-        rootpaths = _get_site_rootpath(cmip_era)[1]
-    else:
-        rootpaths = [_get_site_rootpath(cmip_era)[1]]
-
-    basepaths = []
-    for rootpath in rootpaths:
-        if _get_input_dir(cmip_era) != os.path.sep:
-            basepath = os.path.join(rootpath, _get_input_dir(cmip_era),
-                                    _get_input_file(cmip_era))
-        else:
-            basepath = os.path.join(rootpath, _get_input_file(cmip_era))
-        basepath = basepath.replace('//', '/')
-        basepaths.append(basepath)
-    logger.debug("We will look for files of patterns %s", basepaths)
-
-    return basepaths
-
-
-def _overlapping_datasets(files, all_years, start_year, end_year):
-    """Process overlapping datasets and check for avail data in time range."""
-    valid_files = []
-    ay_sorted = sorted(all_years)
-    if ay_sorted[0] <= start_year and ay_sorted[-1] >= end_year:
-        yr_pairs = sorted(
-            [all_years[i:i + 2] for i in range(0, len(all_years), 2)])
-        yr_pairs = list(k for k, _ in itertools.groupby(yr_pairs))
-        d_y = [
-            yr_pairs[j][1] - yr_pairs[j + 1][0]
-            for j in range(len(yr_pairs) - 1)
-        ]
-        gaps = [c for c in d_y if c < -1]
-        if not gaps:
-            valid_files = files
-            logger.info("Contiguous data from multiple experiments.")
-        else:
-            logger.warning("Data from multiple exps has >1 year gaps! ")
-            logger.debug("Start %s/end %s requested - "
-                         "files covering %s found.",
-                         start_year, end_year, yr_pairs)
-
-    return valid_files
-
-
-def filter_years(files, start_year, end_year, overlap=False):
-    """
-    Filter out files that are outside requested time range.
-
-    Nifty function that takes a list of files and two years
-    as arguments; it will build a series of filter dictionaries
-    and check if data is available for the entire interval;
-    it will return a single file per dataset, the first file
-    in the list of files that cover the specified interval;
-    optional argument `overlap` used if multiple experiments are
-    used and overlap between datasets is present.
-
-    Parameters
-    ----------
-    files: list
-        A list of files that need filtering by requested time range.
-
-    start_year: int
-        Integer start year of requested range.
-
-    end_year: int
-        Integer end year of requested range.
-
-    overlap: bool
-        Flag if datasets overlap; defaults to False.
-
-    Returns
-    -------
-    list
-        List of files which have been identified as falling in
-        the requested time range; if multiple files within time range
-        per dataset, the first file will be returned.
-
-    """
-    valid_files = []
-    available_years = {}
-
-    if start_year == "*" and end_year == "*":
-        return files
-
-    if not files:
-        return valid_files
-
-    all_files_roots = [("").join(fil.split("_")[0:-1]) for fil in files]
-    for fil in files:
-        available_years[("").join(fil.split("_")[0:-1])] = []
-    for fil in files:
-        available_years[("").join(fil.split("_")[0:-1])].append(
-            fil.split("_")[-1].strip(".nc").split("-"))
-
-    all_years = []
-    for root, yr_list in available_years.items():
-        actual_years = []
-        yr_list = list(itertools.chain.from_iterable(yr_list))
-        for year in yr_list:
-            if len(year) == 4:
-                actual_years.append(int(year))
-            else:
-                actual_years.append(int(year[0:4]))
-        actual_years = sorted(actual_years)
-        all_years.extend(actual_years)
-        if not overlap:
-            actual_years = sorted(list(set(actual_years)))
-            if actual_years[0] <= start_year and actual_years[-1] >= end_year:
-                idx = all_files_roots.index(root)
-                valid_files.append(files[idx])
-
-    # multiple experiments to complete each other
-    if overlap:
-        valid_files = _overlapping_datasets(files, all_years, start_year,
-                                            end_year)
-
-    if not valid_files:
-        logger.warning("No data found to fully cover start "
-                       "%s / end %s as requested!", start_year, end_year)
-
-    return valid_files
-
-
-def _resolve_latestversion(dirname_template):
-    """Resolve the 'latestversion' tag."""
-    for version_separator in ['{latestversion}', '{version}']:
-        if version_separator in dirname_template:
-            break
-    else:
-        return dirname_template
-
-    # Find latest version
-    part1, part2 = dirname_template.split(version_separator)
-    part2 = part2.lstrip(os.sep)
-    part1_contents = glob(part1)
-    if part1_contents:
-        versions = os.listdir(part1_contents[0])
-        versions.sort(reverse=True)
-        for version in ['latest'] + versions:
-            dirname = os.path.join(part1, version, part2)
-            if glob(dirname):
-                return dirname
-
-    return dirname_template
-
-
-def list_all_files(file_dict, cmip_era):
-    """
-    List all files that match the dataset dictionary.
-
-    Function that returns all files that are determined by a
-    file_dict dictionary; file_dict is keyed on usual parameters
-    like `dataset`, `project`, `mip` etc; glob.glob is used
-    to find files; speedup is achieved by replacing wildcards
-    with values from CMOR tables.
-
-    Parameters
-    ----------
-    file_dict: dict
-        Dictionary to hold dataset specifications.
-
-    cmip_era: str
-        Either CMIP5 or CMIP6.
-
-    Returns
-    -------
-    list:
-        List of found files.
-
-    """
-    mip = file_dict['mip']
-    short_name = file_dict['short_name']
-    try:
-        frequency = CMOR_TABLES[cmip_era].get_variable(mip,
-                                                       short_name).frequency
-        realms = CMOR_TABLES[cmip_era].get_variable(mip,
-                                                    short_name).modeling_realm
-    except AttributeError:
-        logger.warning("Could not find %s CMOR table "
-                       "for variable %s with mip %s",
-                       cmip_era, short_name, mip)
-        return []
-    file_dict['frequency'] = frequency
-
-    basepaths = _determine_basepath(cmip_era)
-    all_files = []
-
-    for basepath in basepaths:
-        new_path = basepath[:]
-
-        # could have multiple realms
-        for realm in realms:
-            file_dict['modeling_realm'] = realm
-
-            # load all the files in the custom dict
-            for key, value in file_dict.items():
-                new_path = new_path.replace('{' + key + '}', str(value))
-            new_path = _resolve_latestversion(new_path)
-            if new_path.startswith("~"):
-                new_path = os.path.expanduser(new_path)
-                if not new_path.startswith(os.sep):
-                    raise ValueError(
-                        "Could not expand ~ to user home dir "
-                        "please expand it in the config user file!")
-                logger.info("Expanding path to %s", new_path)
-
-            # Globs all the wildcards into a list of files.
-            files = glob(new_path)
-            all_files.extend(files)
-    if not all_files:
-        logger.warning("Could not find any file for data specifications.")
-
-    return all_files
-
-
-def _file_to_recipe_dataset(fn_path, cmip_era, file_dict):
-    """Convert a filename to an recipe ready dataset."""
-    # Add the obvious ones - ie the one you requested!
-    output_dataset = {}
-    output_dataset['project'] = cmip_era
-    for key, value in file_dict.items():
-        if value == '*':
-            continue
-        if key in dataset_order:
-            output_dataset[key] = value
-
-    # Split file name and base path into directory structure and filenames.
-    basefiles = _determine_basepath(cmip_era)
-    _, fnfile = os.path.split(fn_path)
-
-    for basefile in basefiles:
-        _, basefile = os.path.split(basefile)
-        # Some of the key words include the splitting character '_' !
-        basefile = basefile.replace('short_name', 'shortname')
-        basefile = basefile.replace('start_year', 'startyear')
-        basefile = basefile.replace('end_year', 'endyear')
-
-        # Assume filename is separated by '_'
-        basefile_split = [key.replace("{", "") for key in basefile.split('_')]
-        basefile_split = [key.replace("}", "") for key in basefile_split]
-        fnfile_split = fnfile.split('_')
-
-        # iterate through directory structure looking for useful bits.
-        for base_key, fn_key in zip(basefile_split, fnfile_split):
-            if base_key == '*.nc':
-                fn_key = fn_key.replace('.nc', '')
-                start_year, end_year = fn_key.split('-')
-                output_dataset['start_year'] = start_year
-                output_dataset['end_year'] = end_year
-            elif base_key == "ensemble*.nc":
-                output_dataset['ensemble'] = fn_key
-            elif base_key == "grid*.nc":
-                output_dataset['grid'] = fn_key
-            elif base_key == "shortname":
-                pass
-            else:
-                output_dataset[base_key] = fn_key
-    if "exp" in file_dict:
-        if isinstance(file_dict["exp"], list):
-            output_dataset["exp"] = file_dict["exp"]
-
-    return output_dataset
-
-
-def _remove_duplicates(add_datasets):
-    """
-    Remove accidental duplicates.
-
-    Close to 0% chances this will ever be used.
-    May be used when there are actual duplicates in data
-    storage, we've seen these before, but seldom.
-    """
-    datasets = []
-    seen = set()
-
-    for dataset in add_datasets:
-        orig_exp = dataset["exp"]
-        dataset["exp"] = str(dataset["exp"])
-        tup_dat = tuple(dataset.items())
-        if tup_dat not in seen:
-            seen.add(tup_dat)
-            dataset["exp"] = orig_exp
-            datasets.append(dataset)
-
-    return datasets
-
-
-def _check_recipe(recipe_dict):
-    """Perform a quick recipe check for mandatory fields."""
-    do_exit = False
-    if "diagnostics" not in recipe_dict:
-        logger.error("Recipe missing diagnostics section.")
-        do_exit = True
-    for diag_name, diag in recipe_dict["diagnostics"].items():
-        if "variables" not in diag:
-            logger.error("Diagnostic %s missing variables.", diag_name)
-            do_exit = True
-        for var_name, var_pars in diag["variables"].items():
-            if "mip" not in var_pars:
-                logger.error("Variable %s missing mip.", var_name)
-                do_exit = True
-            if "start_year" not in var_pars:
-                logger.error("Variable %s missing start_year.", var_name)
-                do_exit = True
-            if "end_year" not in var_pars:
-                logger.error("Variable %s missing end_year.", var_name)
-                do_exit = True
-            if "exp" in var_pars:
-                if isinstance(var_pars["exp"],
-                              list) and "ensemble" not in var_pars:
-                    logger.error("Asking for experiments list for ")
-                    logger.error("variable %s - you need to ", var_name)
-                    logger.error("define an ensemble for this case.")
-                    do_exit = True
-    if do_exit:
-        raise ValueError("Please fix the issues in recipe and rerun")
-
-
-def _check_config_file(user_config_file):
-    """Perform a quick recipe check for mandatory fields."""
-    do_exit = False
-    if "rootpath" not in user_config_file:
-        logger.error("Config file missing rootpath section.")
-        do_exit = True
-    if "drs" not in user_config_file:
-        logger.error("Config file missing drs section.")
-        do_exit = True
-    for proj in cmip_eras:
-        if proj not in user_config_file["rootpath"].keys():
-            logger.error("Config file missing rootpath for %s", proj)
-            do_exit = True
-        if proj not in user_config_file["drs"].keys():
-            logger.error("Config file missing drs for %s", proj)
-            do_exit = True
-    if do_exit:
-        raise ValueError("Please fix issues in config file and rerun")
-
-
-def _parse_recipe_to_dicts(yamlrecipe):
-    """Parse a recipe's variables into a dictionary of dictionairies."""
-    output_dicts = {}
-    for diag in yamlrecipe['diagnostics']:
-        for variable, var_dict in yamlrecipe['diagnostics'][diag][
-                'variables'].items():
-            new_dict = base_dict.copy()
-            for var_key, var_value in var_dict.items():
-                if var_key in new_dict:
-                    new_dict[var_key] = var_value
-            output_dicts[(diag, variable)] = new_dict
-
-    return output_dicts
-
-
-def _add_datasets_into_recipe(additional_datasets, output_recipe):
-    """Add the datasets into a new recipe."""
-    yaml = YAML()
-    yaml.default_flow_style = False
-    with open(output_recipe, 'r') as yamlfile:
-        cur_yaml = yaml.load(yamlfile)
-        for diag_var, add_dat in additional_datasets.items():
-            if add_dat:
-                if 'additional_datasets' in cur_yaml['diagnostics']:
-                    cur_yaml['diagnostics'][diag_var[0]]['variables'][
-                        diag_var[1]]['additional_datasets'].extend(add_dat)
-                else:
-                    cur_yaml['diagnostics'][diag_var[0]]['variables'][
-                        diag_var[1]]['additional_datasets'] = add_dat
-    if cur_yaml:
-        with open(output_recipe, 'w') as yamlfile:
-            yaml.dump(cur_yaml, yamlfile)
-
-
-def _find_all_datasets(recipe_dict, cmip_eras):
-    """Find all datasets explicitly."""
-    datasets = []
-    for cmip_era in cmip_eras:
-        if cmip_era == "CMIP6":
-            activity = "CMIP"
-        else:
-            activity = ""
-        drs, site_path = _get_site_rootpath(cmip_era)
-        if drs in ["default", "SMHI"]:
-            logger.info("DRS is %s; filter on dataset disabled.", drs)
-            datasets = ["*"]
-        else:
-            if not isinstance(site_path, list):
-                site_path = [site_path]
-            for site_pth in site_path:
-                if drs in ["BADC", "DKRZ", "CP4CDS"]:
-                    institutes_path = os.path.join(site_pth, activity)
-                elif drs in ["ETHZ", "RCAST"]:
-                    exp = recipe_dict["exp"][0]
-                    if exp == "*":
-                        exp = "piControl"  # all institutes have piControl
-                    mip = recipe_dict["mip"]
-                    var = recipe_dict["short_name"]
-                    institutes_path = os.path.join(site_pth, exp, mip, var)
-
-                if not os.path.isdir(institutes_path):
-                    logger.warning("Path to data %s "
-                                   "does not exist; will look everywhere.",
-                                   institutes_path)
-                    datasets = ["*"]
-                    return datasets
-
-                institutes = os.listdir(institutes_path)
-                if drs in ["BADC", "DKRZ", "CP4CDS"]:
-                    for institute in institutes:
-                        datasets.extend(
-                            os.listdir(os.path.join(institutes_path,
-                                                    institute)))
-                else:
-                    datasets.extend(institutes)
-
-    return datasets
-
-
-def _get_exp(recipe_dict):
-    """Get the correct exp as list of single or multiple exps."""
-    if isinstance(recipe_dict["exp"], list):
-        exps_list = recipe_dict["exp"]
-        logger.info("Multiple %s experiments requested", exps_list)
-    else:
-        exps_list = [recipe_dict["exp"]]
-        logger.info("Single %s experiment requested", exps_list)
-
-    return exps_list
-
-
-def _get_datasets(recipe_dict, cmip_eras):
-    """Get the correct datasets as list if needed."""
-    if recipe_dict["dataset"] == "*":
-        datasets = _find_all_datasets(recipe_dict, cmip_eras)
-        return datasets
-    if isinstance(recipe_dict['dataset'], list):
-        datasets = recipe_dict['dataset']
-        logger.info("Multiple %s datasets requested", datasets)
-    else:
-        datasets = [recipe_dict['dataset']]
-        logger.info("Single %s dataset requested", datasets)
-
-    return datasets
-
-
-def get_args():
-    """Parse command line arguments."""
-    parser = argparse.ArgumentParser(
-        description=__doc__,
-        formatter_class=argparse.RawDescriptionHelpFormatter)
-    parser.add_argument('recipe', help='Path/name of yaml pilot recipe file')
-    parser.add_argument('-c',
-                        '--config-file',
-                        default=os.path.join(os.environ["HOME"], '.esmvaltool',
-                                             'config-user.yml'),
-                        help='User configuration file')
-
-    parser.add_argument('-o',
-                        '--output',
-                        default=os.path.join(os.getcwd(),
-                                             'recipe_autofilled.yml'),
-                        help='Output recipe, default recipe_autofilled.yml')
-
-    args = parser.parse_args()
-    return args
-
-
-def _get_timefiltered_files(recipe_dict, exps_list, cmip_era):
-    """Obtain all files that correspond to requested time range."""
-    # multiple experiments allowed, complement data from each exp
-    if len(exps_list) > 1:
-        files = []
-        for exp in exps_list:
-            recipe_dict["exp"] = exp
-            files.extend(list_all_files(recipe_dict, cmip_era))
-        files = filter_years(files,
-                             recipe_dict["start_year"],
-                             recipe_dict["end_year"],
-                             overlap=True)
-        recipe_dict["exp"] = exps_list
-
-    else:
-        files = list_all_files(recipe_dict, cmip_era)
-        files = filter_years(files, recipe_dict["start_year"],
-                             recipe_dict["end_year"])
-
-    return files
-
-
-def run():
-    """Run the `recipe_filler` tool. Help in __doc__ and via --help."""
-    # Get arguments
-    args = get_args()
-    input_recipe = args.recipe
-    output_recipe = args.output
-    cmip_eras = ["CMIP5", "CMIP6"]
-
-    # read the config file
-    config_user = read_config_user_file(args.config_file,
-                                        'recipe_filler',
-                                        options={})
-
-    # configure logger
-    run_dir = os.path.join(config_user['output_dir'], 'recipe_filler')
-    if not os.path.isdir(run_dir):
-        os.makedirs(run_dir)
-    log_files = configure_logging(output_dir=run_dir,
-                                  console_log_level=config_user['log_level'])
-    logger.info(HEADER)
-    logger.info("Using user configuration file: %s", args.config_file)
-    logger.info("Using pilot recipe file: %s", input_recipe)
-    logger.info("Writing filled out recipe to: %s", output_recipe)
-    log_files = "\n".join(log_files)
-    logger.info("Writing program log files to:\n%s", log_files)
-
-    # check config user file
-    _check_config_file(config_user)
-
-    # parse recipe
-    with open(input_recipe, 'r') as yamlfile:
-        yamlrecipe = yaml.safe_load(yamlfile)
-        _check_recipe(yamlrecipe)
-        recipe_dicts = _parse_recipe_to_dicts(yamlrecipe)
-
-    # Create a list of additional_datasets for each diagnostic/variable.
-    additional_datasets = {}
-    for (diag, variable), recipe_dict in recipe_dicts.items():
-        logger.info("Looking for data for "
-                    "variable %s in diagnostic %s", variable, diag)
-        new_datasets = []
-        if "short_name" not in recipe_dict:
-            recipe_dict['short_name'] = variable
-        elif recipe_dict['short_name'] == "*":
-            recipe_dict['short_name'] = variable
-
-        # adjust cmip era if needed
-        if recipe_dict['project'] != "*":
-            cmip_eras = [recipe_dict['project']]
-
-        # get datasets depending on user request; always a list
-        datasets = _get_datasets(recipe_dict, cmip_eras)
-
-        # get experiments depending on user request; always a list
-        exps_list = _get_exp(recipe_dict)
-
-        # loop through datasets
-        for dataset in datasets:
-            recipe_dict['dataset'] = dataset
-            logger.info("Seeking data for dataset: %s", dataset)
-            for cmip_era in cmip_eras:
-                files = _get_timefiltered_files(recipe_dict, exps_list,
-                                                cmip_era)
-
-                # assemble in new recipe
-                add_datasets = []
-                for fn in sorted(files):
-                    fn_dir = os.path.dirname(fn)
-                    logger.info("Data directory: %s", fn_dir)
-                    out = _file_to_recipe_dataset(fn, cmip_era, recipe_dict)
-                    logger.info("New recipe entry: %s", out)
-                    if out is None:
-                        continue
-                    add_datasets.append(out)
-                new_datasets.extend(add_datasets)
-        additional_datasets[(diag, variable, cmip_era)] = \
-            _remove_duplicates(new_datasets)
-
-    # add datasets to recipe as additional_datasets
-    shutil.copyfile(input_recipe, output_recipe, follow_symlinks=True)
-    _add_datasets_into_recipe(additional_datasets, output_recipe)
-    logger.info("Finished recipe filler. Go get some science done now!")
-
-
-if __name__ == "__main__":
-    run()
diff --git a/esmvaltool/utils/recipe_test_workflow/app/compare/rose-app.conf b/esmvaltool/utils/recipe_test_workflow/app/compare/rose-app.conf
new file mode 100644
index 0000000000..9bcfa28fd5
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/compare/rose-app.conf
@@ -0,0 +1,4 @@
+[command]
+default=BASH_XTRACEFD=1  # Send the output from 'set -x' to 'stdout' rather than 'stderr'.
+       =set -euxo pipefail
+       =rtw-env python ${COMPARE_SCRIPT} ${KGO_DIR} ${COMPARISON_OUTPUT_DIR} --verbose
diff --git a/esmvaltool/utils/recipe_test_workflow/app/configure/bin/__init__.py b/esmvaltool/utils/recipe_test_workflow/app/configure/bin/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/esmvaltool/utils/recipe_test_workflow/app/configure/bin/configure.py b/esmvaltool/utils/recipe_test_workflow/app/configure/bin/configure.py
new file mode 100755
index 0000000000..a625ec24ec
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/configure/bin/configure.py
@@ -0,0 +1,145 @@
+#!/usr/bin/env python
+"""Generate the required user configuration file for ESMValTool."""
+import os
+import pprint
+
+import yaml
+from esmvalcore.config._config_validators import ValidationError, _validators
+
+
+def main():
+    """Write the required user configuration file for ESMValTool.
+
+    The configuration values defined in the environment for the
+    ``configure`` task are written to the configuration file defined
+    by ``USER_CONFIG_PATH`` in the ``flow.cylc`` file.
+    """
+    # Get the configuration values defined in the environment for the
+    # 'configure' task.
+    config_values = get_config_values_from_task_env()
+
+    # Validate the user config file content.
+    validate_user_config_file(config_values)
+
+    # Update the configuration from OS environment.
+    user_config_path = os.environ["USER_CONFIG_PATH"]
+    config_values["config_file"] = user_config_path
+
+    # Write the updated configuration values to the file defined by
+    # 'user_config_path'.
+    print(f"Writing the user configuration file to '{user_config_path}' with "
+          "values: ")
+    pprint.PrettyPrinter().pprint(config_values)
+    write_yaml(user_config_path, config_values)
+
+
+def get_config_values_from_task_env():
+    """Get configuration values from environment for configure task."""
+    # Note that 'auxiliary_data_dir' and 'download_dir' are set to empty
+    # values and cannot currently be configured. 'auxiliary_data_dir' is
+    # used by some recipes to look for additional datasets, so may need
+    # to be configured in the future. 'download_dir' is used only when
+    # using the automatic download feature via ESMValTool, which is not
+    # the intention here, so should not be configurable.
+    #
+    # In addition, 'check_level' and 'extra_facets_dir' are added to the
+    # config object in ESMValTool after loading the user configuration
+    # file, but they need updating to avoid issues when writing the YAML
+    # file.
+    config_values_from_task_env = {
+        "auxiliary_data_dir": "",
+        "check_level": "DEFAULT",
+        "download_dir": "",
+        "drs": {
+            "ana4mips": os.environ["DRS_ANA4MIPS"],
+            "CMIP3": os.environ["DRS_CMIP3"],
+            "CMIP5": os.environ["DRS_CMIP5"],
+            "CMIP6": os.environ["DRS_CMIP6"],
+            "CORDEX": os.environ["DRS_CORDEX"],
+            "native6": os.environ["DRS_NATIVE6"],
+            "OBS": os.environ["DRS_OBS"],
+            "obs4MIPs": os.environ["DRS_OBS4MIPS"],
+            "OBS6": os.environ["DRS_OBS6"],
+        },
+        "extra_facets_dir": [],
+        "max_parallel_tasks": int(os.environ["MAX_PARALLEL_TASKS"]),
+        "output_dir": os.environ["OUTPUT_DIR"],
+        "remove_preproc_dir": False,
+        "rootpath": {
+            "ana4mips": os.environ["ROOTPATH_ANA4MIPS"],
+            "CMIP3": os.environ["ROOTPATH_CMIP3"],
+            "CMIP5": os.environ["ROOTPATH_CMIP5"],
+            "CMIP6": os.environ["ROOTPATH_CMIP6"],
+            "CORDEX": os.environ["ROOTPATH_CORDEX"],
+            "native6": os.environ["ROOTPATH_NATIVE6"],
+            "OBS": os.environ["ROOTPATH_OBS"],
+            "obs4MIPs": os.environ["ROOTPATH_OBS4MIPS"],
+            "OBS6": os.environ["ROOTPATH_OBS6"],
+            "RAWOBS": os.environ["ROOTPATH_RAWOBS"],
+        },
+    }
+    print("The configuration values defined in the environment for the "
+          "'configure' task: ")
+    pprint.PrettyPrinter().pprint(config_values_from_task_env)
+    return config_values_from_task_env
+
+
+def validate_user_config_file(user_config_file_content):
+    """Validate a user config with ``ESMValCore.config._validators`` functions.
+
+    Parameters
+    ----------
+    user_config_file_content: dict
+        An ESMValTool user configuration file loaded in memory as a Python
+        dictionary.
+
+    Raises
+    ------
+    KeyError
+        If ``user_config_file_content`` includes a key for which there is no
+        validator listed in ``_validators``,
+    ValidationError
+        If any of the called validation functions raise a ValidationError.
+    """
+    errors = [
+        "There were validation errors in your user configuration file. See "
+        "details below.\n"
+    ]
+    for user_config_key, usr_config_value in user_config_file_content.items():
+        try:
+            validation_function = _validators[user_config_key]
+        except KeyError as err:
+            errors.append(
+                f'Key Error for {user_config_key.upper()}. May not be a valid '
+                f'ESMValTool user configuration key\nERROR: {err}\n')
+        else:
+            try:
+                print(f'Validating {user_config_key.upper()} with value '
+                      f'"{usr_config_value}" using function '
+                      f'{validation_function.__name__.upper()}.')
+                validation_function(usr_config_value)
+            except ValidationError as err:
+                errors.append(
+                    f'Validation error for {user_config_key.upper()} with '
+                    f'value "{usr_config_value}"\nERROR: {err}\n')
+    if len(errors) > 1:
+        raise ValidationError("\n".join(errors))
+    print("All validation checks passed.")
+
+
+def write_yaml(file_path, contents):
+    """Write ``contents`` to the YAML file ``file_path``.
+
+    Parameters
+    ----------
+    file_path: string
+        The full path to the YAML file to write the contents to.
+    contents: dictionary
+        The contents to write to the YAML file.
+    """
+    with open(file_path, "w", encoding="utf-8") as file_handle:
+        yaml.dump(contents, file_handle, default_flow_style=False)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/esmvaltool/utils/recipe_test_workflow/app/configure/bin/test_configure.py b/esmvaltool/utils/recipe_test_workflow/app/configure/bin/test_configure.py
new file mode 100644
index 0000000000..68decf7f7d
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/configure/bin/test_configure.py
@@ -0,0 +1,76 @@
+import pytest
+from bin.configure import validate_user_config_file
+from esmvalcore.config._config_validators import ValidationError
+
+
+def test_validate_user_config_file():
+    mock_valid_config = {
+        "output_dir": "~/esmvaltool_output",
+        "auxiliary_data_dir": "~/auxiliary_data",
+        "search_esgf": "never",
+        "download_dir": "~/climate_data",
+        "max_parallel_tasks": None,
+        "log_level": "info",
+        "exit_on_warning": True,
+        "output_file_type": "png",
+    }
+    # No assert statement is needed. If the function call errors Pytest
+    # considers the test failed.
+    validate_user_config_file(mock_valid_config)
+
+
+def test_validate_user_config_file_one_validation_error():
+    mock_one_invalid_config = {
+        "output_dir": "~/esmvaltool_output",
+        "auxiliary_data_dir": "~/auxiliary_data",
+        "search_esgf": "never",
+        "download_dir": "~/climate_data",
+        "max_parallel_tasks": None,
+        "log_level": "info",
+        "exit_on_warning": 100,
+        "output_file_type": "png",
+    }
+    with pytest.raises(
+            ValidationError,
+            match='Validation error for EXIT_ON_WARNING with value "100"\n'
+            'ERROR: Could not convert `100` to `bool`\n'):
+        validate_user_config_file(mock_one_invalid_config)
+
+
+def test_validate_user_config_file_two_validation_errors():
+    mock_two_invalids_config = {
+        "output_dir": 111,
+        "auxiliary_data_dir": "~/auxiliary_data",
+        "search_esgf": "never",
+        "download_dir": "~/climate_data",
+        "max_parallel_tasks": None,
+        "log_level": "info",
+        "exit_on_warning": 100,
+        "output_file_type": "png",
+    }
+    with pytest.raises(
+            ValidationError,
+            match='Validation error for OUTPUT_DIR with value "111"\nERROR: '
+            'Expected a path, but got 111\n\nValidation error for '
+            'EXIT_ON_WARNING with value "100"\nERROR: Could not convert `100` '
+            'to `bool`\n'):
+        validate_user_config_file(mock_two_invalids_config)
+
+
+def test_validate_user_config_file_key_error():
+    mock_one_key_error = {
+        "output_dir": "~/esmvaltool_output",
+        "auxiliary_data_dir": "~/auxiliary_data",
+        "search_esgf": "never",
+        "download_dir": "~/climate_data",
+        "one_rogue_field": 90210,
+        "max_parallel_tasks": None,
+        "log_level": "info",
+        "exit_on_warning": True,
+        "output_file_type": "png",
+    }
+    with pytest.raises(
+            ValidationError,
+            match="Key Error for ONE_ROGUE_FIELD. May not be a valid "
+            "ESMValTool user configuration key\nERROR: 'one_rogue_field'\n"):
+        validate_user_config_file(mock_one_key_error)
diff --git a/esmvaltool/utils/recipe_test_workflow/app/configure/rose-app.conf b/esmvaltool/utils/recipe_test_workflow/app/configure/rose-app.conf
new file mode 100644
index 0000000000..d110992bf1
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/configure/rose-app.conf
@@ -0,0 +1,2 @@
+[command]
+default=rtw-env configure.py
diff --git a/esmvaltool/utils/recipe_test_workflow/app/get_esmval/bin/clone_latest_esmval.sh b/esmvaltool/utils/recipe_test_workflow/app/get_esmval/bin/clone_latest_esmval.sh
new file mode 100755
index 0000000000..331eada6c3
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/get_esmval/bin/clone_latest_esmval.sh
@@ -0,0 +1,19 @@
+#!/bin/bash
+# Send the output from 'set -x' to 'stdout' rather than 'stderr'.
+BASH_XTRACEFD=1
+set -eux
+
+# Remove the ESMValTool and ESMValCore directories, if they exist.
+if [[ -d ${ESMVALTOOL_DIR} ]]; then
+    rm -rf "${ESMVALTOOL_DIR}"
+fi
+
+if [[ -d ${ESMVALCORE_DIR} ]]; then
+    rm -rf "${ESMVALCORE_DIR}"
+fi
+
+# Checkout the specified branch for ESMValCore and ESMValTool. Use the
+# quiet ('-q') option to prevent the progress status from being reported
+# (which is done via done via 'stderr').
+git clone -q -b "${BRANCH}" "${ESMVALTOOL_URL}" "${ESMVALTOOL_DIR}"
+git clone -q -b "${BRANCH}" "${ESMVALCORE_URL}" "${ESMVALCORE_DIR}"
diff --git a/esmvaltool/utils/recipe_test_workflow/app/get_esmval/opt/rose-app-dkrz.conf b/esmvaltool/utils/recipe_test_workflow/app/get_esmval/opt/rose-app-dkrz.conf
new file mode 100644
index 0000000000..7656f549bc
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/get_esmval/opt/rose-app-dkrz.conf
@@ -0,0 +1,8 @@
+[command]
+default=singularity-env singularity build ${CONTAINER_PATH} ${DOCKER_SOURCE}
+
+[env]
+DOCKER_SOURCE=docker://esmvalgroup/esmvaltool:${ENV_NAME}
+
+[file:${CONTAINER_DIR}]
+mode=mkdir
diff --git a/esmvaltool/utils/recipe_test_workflow/app/get_esmval/opt/rose-app-jasmin.conf b/esmvaltool/utils/recipe_test_workflow/app/get_esmval/opt/rose-app-jasmin.conf
new file mode 100644
index 0000000000..21a8d26669
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/get_esmval/opt/rose-app-jasmin.conf
@@ -0,0 +1,10 @@
+[command]
+default=singularity build ${CONTAINER_DIR}/${CONTAINER_FILE} ${DOCKER_SOURCE}
+
+[env]
+CONTAINER_DIR=${ROSE_DATAC}/container
+CONTAINER_FILE=esmvaltool.sif
+DOCKER_SOURCE=docker://esmvalgroup/esmvaltool:${ENV_NAME}
+
+[file:${CONTAINER_DIR}]
+mode=mkdir
diff --git a/esmvaltool/utils/recipe_test_workflow/app/get_esmval/opt/rose-app-metoffice.conf b/esmvaltool/utils/recipe_test_workflow/app/get_esmval/opt/rose-app-metoffice.conf
new file mode 100644
index 0000000000..8911ca1cfd
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/get_esmval/opt/rose-app-metoffice.conf
@@ -0,0 +1,7 @@
+[command]
+default=clone_latest_esmval.sh
+
+[env]
+BRANCH=main
+ESMVALCORE_URL=git@github.com:ESMValGroup/ESMValCore.git
+ESMVALTOOL_URL=git@github.com:ESMValGroup/ESMValTool.git
diff --git a/esmvaltool/utils/recipe_test_workflow/app/get_esmval/rose-app.conf b/esmvaltool/utils/recipe_test_workflow/app/get_esmval/rose-app.conf
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/esmvaltool/utils/recipe_test_workflow/app/install_env_file/opt/rose-app-dkrz.conf b/esmvaltool/utils/recipe_test_workflow/app/install_env_file/opt/rose-app-dkrz.conf
new file mode 100644
index 0000000000..8b7e9dd4f3
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/install_env_file/opt/rose-app-dkrz.conf
@@ -0,0 +1,12 @@
+# Copy the site specific environment files to the 'share/bin' directory in the
+# installed Cylc workflow (this directory is automatically added to the
+# ${PATH} by Cylc).
+
+[command]
+default=BASH_XTRACEFD=1  # Send the output from 'set -x' to 'stdout' rather than 'stderr'.
+       =set -euxo pipefail
+       =cp ${ENV_FILE_SITE_PATH} ${SHARE_BIN_DIR}/${ENV_FILE}
+       =cp ${SINGULARITY_ENV_FILE_SITE_PATH} ${SHARE_BIN_DIR}/${SINGULARITY_ENV_FILE}
+
+[file:${SHARE_BIN_DIR}]
+mode=mkdir
diff --git a/esmvaltool/utils/recipe_test_workflow/app/install_env_file/rose-app.conf b/esmvaltool/utils/recipe_test_workflow/app/install_env_file/rose-app.conf
new file mode 100644
index 0000000000..6c3b4fdb84
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/install_env_file/rose-app.conf
@@ -0,0 +1,11 @@
+# Copy the site specific environment file to the 'share/bin' directory in the
+# installed Cylc workflow (this directory is automatically added to the
+# ${PATH} by Cylc).
+
+[command]
+default=BASH_XTRACEFD=1  # Send the output from 'set -x' to 'stdout' rather than 'stderr'.
+       =set -euxo pipefail
+       =cp ${ENV_FILE_SITE_PATH} ${SHARE_BIN_DIR}/${ENV_FILE}
+
+[file:${SHARE_BIN_DIR}]
+mode=mkdir
diff --git a/esmvaltool/utils/recipe_test_workflow/app/process/rose-app.conf b/esmvaltool/utils/recipe_test_workflow/app/process/rose-app.conf
new file mode 100644
index 0000000000..ae4561e614
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/app/process/rose-app.conf
@@ -0,0 +1,5 @@
+[command]
+default=rtw-env esmvaltool run ${RECIPE_PATH} --config_file=${USER_CONFIG_PATH}
+
+[env]
+USER_CONFIG_PATH=${USER_CONFIG_PATH}
diff --git a/esmvaltool/utils/recipe_test_workflow/flow.cylc b/esmvaltool/utils/recipe_test_workflow/flow.cylc
new file mode 100644
index 0000000000..0338dce5a0
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/flow.cylc
@@ -0,0 +1,119 @@
+#!jinja2
+[scheduler]
+    UTC mode = True
+
+[task parameters]
+    # See "How to add a recipe to the RTW" documentation for more information.
+    # Recipe paths are specified relative to esmvaltool/recipes. For recipes in
+    # subdirectories, `--` stands for `/` since the latter is an illegal char.
+    fast = recipe_radiation_budget, \
+        recipe_albedolandcover, \
+        recipe_heatwaves_coldwaves, \
+        recipe_autoassess_landsurface_soilmoisture, \
+        recipe_consecdrydays, \
+        examples--recipe_python, \
+        recipe_ocean_multimap, \
+        recipe_ocean_amoc
+    medium = recipe_ensclus  # Should be in fast: is in medium temporarily to
+                             # avoid empty variable.
+
+[scheduling]
+    initial cycle point = now
+    [[graph]]
+        R1 = """install_env_file => get_esmval => configure
+            configure => process<fast> => compare<fast>
+            configure => process<medium> => compare<medium>"""
+        T01 = """@wall_clock => get_esmval => configure
+            configure => process<fast> => compare<fast>
+            configure => process<medium> => compare<medium>"""
+
+[runtime]
+    [[root]]
+        script = rose task-run
+        env-script = "eval $(rose task-env)"
+        [[[environment]]]
+            ENV_NAME = {{ ENV_NAME }}
+            USER_CONFIG_DIR = ${ROSE_DATAC}
+            USER_CONFIG_PATH = ${USER_CONFIG_DIR}/config-user.yml
+            OUTPUT_DIR = ${ROSE_DATAC}
+            ESMVALCORE_DIR = ""
+            ESMVALTOOL_DIR = ""
+            PYTHONPATH_PREPEND = ""
+
+    [[install_env_file]]
+        platform = localhost
+        [[[environment]]]
+            SITE = {{ SITE }}
+            ENV_FILE=rtw-env
+            ENV_FILE_SITE_PATH=${CYLC_WORKFLOW_RUN_DIR}/site/${SITE}-env
+            SHARE_BIN_DIR=${CYLC_WORKFLOW_SHARE_DIR}/bin
+
+    [[get_esmval]]
+        [[[environment]]]
+            ROSE_APP_OPT_CONF_KEYS = {{ SITE }}
+
+    [[configure]]
+        [[[environment]]]
+            ROSE_TASK_APP = configure
+            DRS_CMIP3 = {{ DRS_CMIP3 }}
+            DRS_CMIP5 = {{ DRS_CMIP5 }}
+            DRS_CMIP6 = {{ DRS_CMIP6 }}
+            DRS_CORDEX = {{ DRS_CORDEX }}
+            DRS_OBS = {{ DRS_OBS }}
+            DRS_OBS6 = {{ DRS_OBS6 }}
+            DRS_ANA4MIPS = {{ DRS_ANA4MIPS }}
+            DRS_NATIVE6 = {{ DRS_NATIVE6 }}
+            DRS_OBS4MIPS = {{ DRS_OBS4MIPS }}
+            MAX_PARALLEL_TASKS = {{ MAX_PARALLEL_TASKS }}
+            ROOTPATH_CMIP3 = {{ ROOTPATH_CMIP3 }}
+            ROOTPATH_CMIP5 = {{ ROOTPATH_CMIP5 }}
+            ROOTPATH_CMIP6 = {{ ROOTPATH_CMIP6 }}
+            ROOTPATH_CORDEX = {{ ROOTPATH_CORDEX }}
+            ROOTPATH_OBS = {{ ROOTPATH_OBS }}
+            ROOTPATH_OBS6 = {{ ROOTPATH_OBS6 }}
+            ROOTPATH_ANA4MIPS = {{ ROOTPATH_ANA4MIPS }}
+            ROOTPATH_NATIVE6 = {{ ROOTPATH_NATIVE6 }}
+            ROOTPATH_OBS4MIPS = {{ ROOTPATH_OBS4MIPS }}
+            ROOTPATH_RAWOBS = {{ ROOTPATH_RAWOBS }}
+
+    # Bash variable substitution below replaces `--` with `/` to obtain path to
+    # recipe.
+    [[process<fast>]]
+        inherit = None, COMPUTE
+        [[[environment]]]
+            ROSE_TASK_APP = process
+            RECIPE_PATH = "${CYLC_TASK_PARAM_fast//--//}.yml"
+
+    [[process<medium>]]
+        inherit = None, COMPUTE
+        [[[environment]]]
+            ROSE_TASK_APP = process
+            RECIPE_PATH = "${CYLC_TASK_PARAM_medium//--//}.yml"
+
+    [[COMPARE]]
+        inherit = None, COMPUTE
+        [[[environment]]]
+            ROSE_TASK_APP = compare
+            KGO_ROOT_PATH = {{ KGO_ROOT_PATH }}
+            COMPARE_SCRIPT=${ESMVALTOOL_DIR}/esmvaltool/utils/testing/regression/compare.py
+
+    # Bash variable manipulation `##*--` below strips leading path from recipe
+    # parameter to obtain RECIPE_NAME.
+    # RECIPE_NAME is the recipe file basename without yml extension, as used by
+    # ESMValTool for naming output directories. E.g. for the recipe
+    # examples/recipe_python.yml, RECIPE_NAME=recipe_python
+    [[compare<fast>]]
+        inherit = COMPARE
+        [[[environment]]]
+            RECIPE_NAME = "${CYLC_TASK_PARAM_fast##*--}"
+            COMPARISON_OUTPUT_DIR=${OUTPUT_DIR}/${RECIPE_NAME}*
+            KGO_DIR=${KGO_ROOT_PATH}/${RECIPE_NAME}*
+
+    [[compare<medium>]]
+        inherit = COMPARE
+        [[[environment]]]
+            RECIPE_NAME = "${CYLC_TASK_PARAM_medium##*--}"
+            COMPARISON_OUTPUT_DIR=${OUTPUT_DIR}/${RECIPE_NAME}*
+            KGO_DIR=${KGO_ROOT_PATH}/${RECIPE_NAME}*
+
+{% include 'site/' ~ SITE ~ '.cylc' %}
diff --git a/esmvaltool/utils/recipe_test_workflow/meta/rose-meta.conf b/esmvaltool/utils/recipe_test_workflow/meta/rose-meta.conf
new file mode 100644
index 0000000000..cc827acca9
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/meta/rose-meta.conf
@@ -0,0 +1,185 @@
+[template variables=DRS_ANA4MIPS]
+compulsory=false
+description=The Data Reference Syntax (DRS) to use when specifying the
+           =directory structure for ana4mips data.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=quoted
+
+[template variables=DRS_CMIP3]
+compulsory=false
+description=The Data Reference Syntax (DRS) to use when specifying the
+           =directory structure for CMIP3 data.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=quoted
+
+[template variables=DRS_CMIP5]
+compulsory=false
+description=The Data Reference Syntax (DRS) to use when specifying the
+           =directory structure for CMIP5 data.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=quoted
+
+[template variables=DRS_CMIP6]
+compulsory=false
+description=The Data Reference Syntax (DRS) to use when specifying the
+           =directory structure for CMIP6 data.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=quoted
+
+[template variables=DRS_CORDEX]
+compulsory=false
+description=The Data Reference Syntax (DRS) to use when specifying the
+           =directory structure for CORDEX data.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=quoted
+
+[template variables=DRS_NATIVE6]
+compulsory=false
+description=The Data Reference Syntax (DRS) to use when specifying the
+           =directory structure for native6 data.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=quoted
+
+[template variables=DRS_OBS]
+compulsory=false
+description=The Data Reference Syntax (DRS) to use when specifying the
+           =directory structure for OBS data.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=quoted
+
+[template variables=DRS_OBS4MIPS]
+compulsory=true
+description=The Data Reference Syntax (DRS) to use when specifying the
+           =directory structure for obs4MIPs data.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=quoted
+
+[template variables=DRS_OBS6]
+compulsory=false
+description=The Data Reference Syntax (DRS) to use when specifying the
+           =directory structure for OBS6 data.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=quoted
+
+[template variables=ENV_NAME]
+compulsory=false
+description=The name of the environment (module or container label) to load for
+           =the RTW.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=MAX_PARALLEL_TASKS]
+compulsory=true
+description=The number of tasks (within a single call to ESMValTool) to run in
+           =parallel when running ESMValTool.
+help=To override the default value for a specific site, define the override
+    =value in a site-specific configuration file located in the 'opt/'
+    =directory.
+type=integer
+
+[template variables=ROOTPATH_ANA4MIPS]
+compulsory=false
+description=The root path to the input ana4mips data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=ROOTPATH_CMIP3]
+compulsory=false
+description=The root path to the input CMIP3 data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=ROOTPATH_CMIP5]
+compulsory=false
+description=The root path to the input CMIP5 data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=ROOTPATH_CMIP6]
+compulsory=false
+description=The root path to the input CMIP6 data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=ROOTPATH_CORDEX]
+compulsory=false
+description=The root path to the input CORDEX data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=ROOTPATH_NATIVE6]
+compulsory=false
+description=The root path to the input native6 data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=ROOTPATH_OBS]
+compulsory=false
+description=The root path to the input OBS data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=ROOTPATH_OBS4MIPS]
+compulsory=false
+description=The root path to the input obs4MIPs data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=ROOTPATH_OBS6]
+compulsory=false
+description=The root path to the input OBS6 data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=ROOTPATH_RAWOBS]
+compulsory=false
+description=The root path to the input RAWOBS data.
+help=If required, this value must be set in a site-specific configuration file
+    =located in the 'opt/' directory. Otherwise, set the value equal to an
+    =empty string.
+type=quoted
+
+[template variables=SITE]
+compulsory=true
+description=The site at which the Rose suite will run.
+help=This value must be set in a site-specific configuration file located in
+    =the 'opt/' directory.
+type=quoted
diff --git a/esmvaltool/utils/recipe_test_workflow/opt/rose-suite-dkrz.conf b/esmvaltool/utils/recipe_test_workflow/opt/rose-suite-dkrz.conf
new file mode 100644
index 0000000000..dca068f8c2
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/opt/rose-suite-dkrz.conf
@@ -0,0 +1,10 @@
+[template variables]
+DRS_CMIP5="DKRZ"
+DRS_CMIP6="DKRZ"
+ENV_NAME="experimental"
+KGO_ROOT_PATH="/work/bd0854/KGO/esmvaltool_output/"
+ROOTPATH_CMIP5="/work/bd0854/DATA/ESMValTool2/CMIP5_DKRZ"
+ROOTPATH_CMIP6="/work/bd0854/DATA/ESMValTool2/CMIP6_DKRZ"
+ROOTPATH_OBS="/work/bd0854/DATA/ESMValTool2/OBS"
+ROOTPATH_OBS4MIPS="/work/bd0854/DATA/ESMValTool2/OBS"
+SITE="dkrz"
diff --git a/esmvaltool/utils/recipe_test_workflow/opt/rose-suite-jasmin.conf b/esmvaltool/utils/recipe_test_workflow/opt/rose-suite-jasmin.conf
new file mode 100644
index 0000000000..4a69f339d0
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/opt/rose-suite-jasmin.conf
@@ -0,0 +1,10 @@
+[template variables]
+DRS_CMIP5="BADC"
+DRS_CMIP6="BADC"
+ENV_NAME="latest"
+KGO_ROOT_PATH="/gws/nopw/j04/esmeval/KGO"
+ROOTPATH_CMIP5="/badc/cmip5/data/cmip5/output1"
+ROOTPATH_CMIP6="/badc/cmip6/data/CMIP6"
+ROOTPATH_OBS="/gws/nopw/j04/esmeval/obsdata-v2"
+ROOTPATH_OBS4MIPS="/gws/nopw/j04/esmeval/obsdata-v2"
+SITE="jasmin"
diff --git a/esmvaltool/utils/recipe_test_workflow/opt/rose-suite-metoffice.conf b/esmvaltool/utils/recipe_test_workflow/opt/rose-suite-metoffice.conf
new file mode 100644
index 0000000000..5a9287cb7a
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/opt/rose-suite-metoffice.conf
@@ -0,0 +1,10 @@
+[template variables]
+DRS_CMIP5="BADC"
+DRS_CMIP6="BADC"
+ENV_NAME="scitools/community/esmvaltool/2.11.0"
+KGO_ROOT_PATH="/data/users/esmval/KGO"
+ROOTPATH_CMIP5="/project/champ/data/cmip5/output1"
+ROOTPATH_CMIP6="/project/champ/data/CMIP6"
+ROOTPATH_OBS="/data/users/esmval/ESMValTool/temporary/obs/"
+ROOTPATH_OBS4MIPS="/data/users/esmval/ESMValTool/temporary/obs/"
+SITE="metoffice"
diff --git a/esmvaltool/utils/recipe_test_workflow/rose-suite.conf b/esmvaltool/utils/recipe_test_workflow/rose-suite.conf
new file mode 100644
index 0000000000..0786ead352
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/rose-suite.conf
@@ -0,0 +1,24 @@
+[template variables]
+DRS_ANA4MIPS="default"
+DRS_CMIP3="default"
+DRS_CMIP5="default"
+DRS_CMIP6="default"
+DRS_CORDEX="default"
+DRS_NATIVE6="default"
+DRS_OBS="default"
+DRS_OBS4MIPS="default"
+DRS_OBS6="default"
+ENV_NAME=""
+KGO_ROOT_PATH=""
+MAX_PARALLEL_TASKS=4
+ROOTPATH_ANA4MIPS=""
+ROOTPATH_CMIP3=""
+ROOTPATH_CMIP5=""
+ROOTPATH_CMIP6=""
+ROOTPATH_CORDEX=""
+ROOTPATH_NATIVE6=""
+ROOTPATH_OBS=""
+ROOTPATH_OBS4MIPS=""
+ROOTPATH_OBS6=""
+ROOTPATH_RAWOBS=""
+SITE=""
diff --git a/esmvaltool/utils/recipe_test_workflow/rose-suite.info b/esmvaltool/utils/recipe_test_workflow/rose-suite.info
new file mode 100644
index 0000000000..a39d8a9e9c
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/rose-suite.info
@@ -0,0 +1,6 @@
+owner=ESMValTool community
+project=RTW
+title=The Recipe Test Workflow (RTW)
+description=The RTW is a Cylc 8 workflow that is used to regularly run recipes so
+           =issues can be discovered during the development process sooner
+           =rather than later
diff --git a/esmvaltool/utils/recipe_test_workflow/site/dkrz-env b/esmvaltool/utils/recipe_test_workflow/site/dkrz-env
new file mode 100755
index 0000000000..0821e59be2
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/site/dkrz-env
@@ -0,0 +1,57 @@
+#!/bin/bash
+#
+# USAGE dkrz-env COMMAND
+#
+# ENVIRONMENT
+#   ENV_NAME            The name of the container being used
+#   QUIET_MODE          Don't print confirmation messages
+#   PYTHONPATH_PREPEND  The path to prepend to PYTHONPATH
+#
+# OPTIONS
+#   COMMAND             The command to execute with options
+set -eu
+
+# Must be run before importing numpy, see
+# https://docs.dask.org/en/stable/array-best-practices.html#avoid-oversubscribing-threads
+export OMP_NUM_THREADS=1
+export OPENBLAS_NUM_THREADS=1
+export MKL_NUM_THREADS=1
+export VECLIB_MAXIMUM_THREADS=1
+export NUMEXPR_NUM_THREADS=1
+
+# Ensure '~/.local' isn't added to 'sys.path'.
+export PYTHONNOUSERSITE=True
+
+WORKFLOW_RUN_BIN_DIR="${CYLC_WORKFLOW_RUN_DIR}/bin"
+WORKFLOW_SHARE_BIN_DIR="${CYLC_WORKFLOW_SHARE_DIR}/cycle/bin"
+ROSE_APP_BIN_DIR="${CYLC_WORKFLOW_RUN_DIR}/app/${ROSE_TASK_APP:-$CYLC_TASK_NAME}/bin"
+
+# Bind paths for container.
+export SINGULARITY_BIND="/home/b,/work,/scratch/b"
+
+# Suppress an ESMValTool "file not found" warning.
+export SINGULARITYENV_PROJ_DATA="/opt/conda/envs/esmvaltool/share/proj"
+
+# Provide mkfile needed to build esmfpy package.
+export SINGULARITYENV_ESMFMKFILE="/opt/conda/envs/esmvaltool/lib/esmf.mk"
+
+# Ensure that `singularity exec` finds the right version of python.
+export SINGULARITYENV_PREPEND_PATH="/opt/conda/envs/esmvaltool/bin"
+
+# Include Rose/Cylc workflow directories in container PATH.
+export SINGULARITYENV_APPEND_PATH="${WORKFLOW_RUN_BIN_DIR}:${WORKFLOW_SHARE_BIN_DIR}:${ROSE_APP_BIN_DIR}"
+
+# If PYTHONPATH_PREPEND has been set, prepend it to PYTHONPATH to extend the
+# Python environment.
+if [[ ! -z ${PYTHONPATH_PREPEND:-} ]]; then
+    echo "[INFO] Prepending the following to PYTHONPATH: ${PYTHONPATH_PREPEND}"
+    export PYTHONPATH=${PYTHONPATH_PREPEND}:${PYTHONPATH:-}
+fi
+
+if [[ -z ${QUIET_MODE:-} ]]; then
+    echo "[INFO] Using the ${ENV_NAME} container"
+fi
+
+singularity_command="singularity-env singularity -q exec ${CONTAINER_PATH} $@"
+command="/usr/bin/time -v -o ${CYLC_TASK_LOG_ROOT}.time ${singularity_command}"
+exec ${command}
diff --git a/esmvaltool/utils/recipe_test_workflow/site/dkrz-singularity-env b/esmvaltool/utils/recipe_test_workflow/site/dkrz-singularity-env
new file mode 100755
index 0000000000..3e74cd9b4e
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/site/dkrz-singularity-env
@@ -0,0 +1,34 @@
+#!/bin/bash
+#
+# USAGE dkrz-singularity-env COMMAND
+#
+# OPTIONS
+#   COMMAND             The command to execute with options
+#
+# Since DKRZ uses the module environment to dynamically modify a user's
+# environment via modulefiles (more details are available at
+# https://docs.dkrz.de/doc/levante/access-and-environment.html#module-environment)
+# this additional environment file is required to enable access to singularity
+# on DKRZ. This file is used directly in the 'get_esmval' app for DKRZ, as well
+# as in the 'dkrz-env' environment file.
+set -eu
+
+module_count(){
+    module list -t 2>&1 | wc -l
+}
+
+safe_load(){
+    PRE_LOAD_COUNT=$(module_count)
+
+    module load "${1}"
+    # Check module count to determine whether module load was successful.
+    
+    if (( PRE_LOAD_COUNT == $(module_count) )); then
+        echo "[ERROR] Failed to load: ${1}"
+        exit 1
+    fi
+}
+safe_load "singularity"
+
+command="/usr/bin/time -v -o ${CYLC_TASK_LOG_ROOT}.time $@"
+exec ${command}
diff --git a/esmvaltool/utils/recipe_test_workflow/site/dkrz.cylc b/esmvaltool/utils/recipe_test_workflow/site/dkrz.cylc
new file mode 100644
index 0000000000..f04252d071
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/site/dkrz.cylc
@@ -0,0 +1,102 @@
+#!jinja2
+[runtime]
+    [[root]]
+        [[[environment]]]
+            CONTAINER_DIR = ${ROSE_DATAC}/container
+            CONTAINER_FILE = esmvaltool.sif
+            CONTAINER_PATH = ${CONTAINER_DIR}/${CONTAINER_FILE}
+            # Warning: fragile assumption of location of esmvaltool code,
+            # issue #3437 contains more details.
+            ESMVALTOOL_DIR = /opt/conda/envs/esmvaltool/lib/python3.12/site-packages
+
+    # COMPUTE provides defaults for computation-heavy tasks.
+    # Specific tasks below override some defaults, e.g. time & memory.
+    [[COMPUTE]]
+        platform = levante
+        execution time limit = PT3M
+        [[[directives]]]
+            --wckey = RTW
+            --account = bk1088
+            --partition = interactive
+            --mem = 15G
+
+    [[install_env_file]]
+        [[[environment]]]
+            ROSE_APP_OPT_CONF_KEYS = {{ SITE }}
+            SINGULARITY_ENV_FILE=singularity-env
+            SINGULARITY_ENV_FILE_SITE_PATH=${CYLC_WORKFLOW_RUN_DIR}/site/${SITE}-singularity-env
+
+    [[get_esmval]]
+        platform = localhost
+        execution time limit = PT10M  # Actual: 3m06s on 2024-12-18.
+        [[[environment]]]
+            # Move the location of the singularity cache from the user's
+            # home area to the directory where the container is saved.
+            # This variable must be specified only for the 'get_esmval'
+            # task, otherwise, for some reason, subsequent steps take much
+            # longer to run than the resources specified.
+            SINGULARITY_CACHEDIR = ${CONTAINER_DIR}
+
+    [[configure]]
+        platform = localhost
+        execution time limit = PT2M  # Actual: 0m14s on 2024-12-18.
+        [[[directives]]]
+            --mem = 2G
+
+    # Resources for recipes that need more than the default. Both time and
+    # memory should be specified, in case the default changes.
+    # Variable (fast, medium) must be consistent with flow.cylc.
+    # Comment indicates example recorded usage on DKRZ.
+    [[process_examples--recipe_python]]
+        # Actual: 0m07s 2.1 GB on 2024-12-18.
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 15G
+
+    [[process_recipe_albedolandcover]]
+        # Actual: 0m10s 3.2 GB on 2024-12-18.
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 15G
+
+    [[process_recipe_autoassess_landsurface_soilmoisture]]
+        # Actual: 0m13s 3.8 GB on 2024-12-18.
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 15G
+
+    [[process_recipe_consecdrydays]]
+        # Actual: 0m08s 2.3 GB on 2024-12-18.
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 15G
+
+    [[process_recipe_ensclus]]
+        # Actual: 0m35s 2.0 GB on 2024-12-18.
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 15G
+
+    [[process_recipe_heatwaves_coldwaves]]
+        # Actual: 0m30s 1.6 GB on 2024-12-18.
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 15G
+
+    [[process_recipe_ocean_amoc]]
+        # Actual: Currently broken: No input files found for Dataset
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 15G
+
+    [[process_recipe_ocean_multimap]]
+        # Actual: Currently broken: No input files found for Dataset
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 15G
+
+    [[process_recipe_radiation_budget]]
+        # Actual: Currently broken: No input files found for Dataset
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem =15G
diff --git a/esmvaltool/utils/recipe_test_workflow/site/jasmin-env b/esmvaltool/utils/recipe_test_workflow/site/jasmin-env
new file mode 100755
index 0000000000..8266e081cb
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/site/jasmin-env
@@ -0,0 +1,59 @@
+#!/bin/bash
+#
+# USAGE jasmin-env COMMAND
+#
+# ENVIRONMENT
+#   ENV_NAME            The name of the container being used
+#   QUIET_MODE          Don't print confirmation messages
+#   PYTHONPATH_PREPEND  The path to prepend to PYTHONPATH
+#
+# OPTIONS
+#   COMMAND             The command to execute with options
+set -eu
+
+# Must be run before importing numpy, see
+# https://docs.dask.org/en/stable/array-best-practices.html#avoid-oversubscribing-threads
+export OMP_NUM_THREADS=1
+export OPENBLAS_NUM_THREADS=1
+export MKL_NUM_THREADS=1
+export VECLIB_MAXIMUM_THREADS=1
+export NUMEXPR_NUM_THREADS=1
+
+# Ensure '~/.local' isn't added to 'sys.path'.
+export PYTHONNOUSERSITE=True
+
+WORKFLOW_RUN_BIN_DIR="${CYLC_WORKFLOW_RUN_DIR}/bin"
+WORKFLOW_SHARE_BIN_DIR="${CYLC_WORKFLOW_SHARE_DIR}/cycle/bin"
+ROSE_APP_BIN_DIR="${CYLC_WORKFLOW_RUN_DIR}/app/${ROSE_TASK_APP:-$CYLC_TASK_NAME}/bin"
+CONTAINER=${ROSE_DATAC}/container/esmvaltool.sif
+
+# Bind paths for container. Where symbolic links are used in file paths (e.g.
+# under /badc/cmip6 and /home/users) need to bind the root dirs of both the
+# source and target files or directories.
+export SINGULARITY_BIND="/badc,/datacentre,/home/users,/work,/gws"
+
+# Suppress an ESMValTool "file not found" warning
+export SINGULARITYENV_PROJ_DATA="/opt/conda/envs/esmvaltool/share/proj"
+
+# Provide mkfile needed to build esmfpy package
+export SINGULARITYENV_ESMFMKFILE="/opt/conda/envs/esmvaltool/lib/esmf.mk"
+
+# Ensure that `singularity exec` finds the right version of python
+export SINGULARITYENV_PREPEND_PATH="/opt/conda/envs/esmvaltool/bin"
+
+# Include Rose/Cylc workflow directories in container PATH
+export SINGULARITYENV_APPEND_PATH="${WORKFLOW_RUN_BIN_DIR}:${WORKFLOW_SHARE_BIN_DIR}:${ROSE_APP_BIN_DIR}"
+
+# If PYTHONPATH_PREPEND has been set, prepend it to PYTHONPATH to extend the
+# Python environment.
+if [[ ! -z ${PYTHONPATH_PREPEND:-} ]]; then
+    echo "[INFO] Prepending the following to PYTHONPATH: ${PYTHONPATH_PREPEND}"
+    export PYTHONPATH=${PYTHONPATH_PREPEND}:${PYTHONPATH:-}
+fi
+
+
+if [[ -z ${QUIET_MODE:-} ]]; then
+    echo "[INFO] Using the ${ENV_NAME} container"
+fi
+
+/usr/bin/time -v -o "${CYLC_TASK_LOG_ROOT}.time" singularity -q exec "${CONTAINER}" "$@"
diff --git a/esmvaltool/utils/recipe_test_workflow/site/jasmin.cylc b/esmvaltool/utils/recipe_test_workflow/site/jasmin.cylc
new file mode 100644
index 0000000000..56c70f9df7
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/site/jasmin.cylc
@@ -0,0 +1,45 @@
+#!jinja2
+[runtime]
+    [[root]]
+        [[[environment]]]
+            # Warning: fragile assumption of location of esmvaltool code,
+            # issue #3437 contains more details.
+            ESMVALTOOL_DIR = /opt/conda/envs/esmvaltool/lib/python3.11/site-packages
+
+    # COMPUTE provides defaults for computation-heavy tasks.
+    # Specific tasks below override some defaults, e.g. time & memory.
+    [[COMPUTE]]
+        platform = lotus
+        execution time limit = PT3M
+        [[[directives]]]
+            --wckey = RTW
+            --ntasks = 1
+            --mem = 2G
+
+    [[get_esmval]]
+        inherit = None, COMPUTE
+        execution time limit = PT60M  # Actual: 29m on 2024-03-29.
+        [[[directives]]]
+            --mem = 2G
+
+    [[configure]]
+        inherit = None, COMPUTE
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 2G
+
+    # Resources for recipes that need more than the default. Both time and
+    # memory should be specified, in case the default changes.
+    # Variable (fast, medium) must be consistent with flow.cylc.
+    # Comment indicates example recorded usage on JASMIN.
+    [[process<fast=recipe_autoassess_landsurface_soilmoisture>]]
+        # Actual: 1m35s, 2.1 GB on 2024-03-29.
+        execution time limit = PT3M
+        [[[directives]]]
+            --mem = 3G
+
+    [[process<medium=recipe_ensclus>]]
+        # Actual: 4m23s, 1.5 GB on 2024-03-29.
+        execution time limit = PT6M
+        [[[directives]]]
+            --mem = 2G
diff --git a/esmvaltool/utils/recipe_test_workflow/site/metoffice-env b/esmvaltool/utils/recipe_test_workflow/site/metoffice-env
new file mode 100755
index 0000000000..eda2a52a60
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/site/metoffice-env
@@ -0,0 +1,55 @@
+#!/bin/bash -l
+#
+# USAGE metoffice-env COMMAND
+#
+# ENVIRONMENT
+#   ENV_NAME            The name of the module to load
+#   PYTHONPATH_PREPEND  The path to prepend to PYTHONPATH after loading the
+#                       module
+#   QUIET_MODE          Don't print confirmation messages
+#
+# OPTIONS
+#   COMMAND             The command to execute with options
+set -eu
+
+module_count(){
+    module list -t 2>&1 | wc -l
+}
+
+safe_load(){
+    PRE_LOAD_COUNT=$(module_count)
+
+    module load "${1}"
+    # Check module count to determine whether module load was successful.
+    if (( PRE_LOAD_COUNT == $(module_count) )); then
+        echo "[ERROR] Failed to load: ${1}"
+        exit 1
+    fi
+}
+
+# Must be run before importing numpy, see
+# https://docs.dask.org/en/stable/array-best-practices.html#avoid-oversubscribing-threads
+export OMP_NUM_THREADS=1
+export OPENBLAS_NUM_THREADS=1
+export MKL_NUM_THREADS=1
+export VECLIB_MAXIMUM_THREADS=1
+export NUMEXPR_NUM_THREADS=1
+
+# Ensure '~/.local' isn't added to 'sys.path'.
+export PYTHONNOUSERSITE=True
+
+safe_load "${ENV_NAME}"
+
+# If PYTHONPATH_PREPEND has been set, prepend it to PYTHONPATH to extend the
+# Python environment.
+if [[ ! -z ${PYTHONPATH_PREPEND:-} ]]; then
+    echo "[INFO] Prepending the following to PYTHONPATH: ${PYTHONPATH_PREPEND}"
+    export PYTHONPATH=${PYTHONPATH_PREPEND}:${PYTHONPATH:-}
+fi
+
+if [[ -z ${QUIET_MODE:-} ]]; then
+    echo "[OK] Modules loaded."
+fi
+
+command="/usr/bin/time -v -o ${CYLC_TASK_LOG_ROOT}.time $@"
+exec ${command}
diff --git a/esmvaltool/utils/recipe_test_workflow/site/metoffice.cylc b/esmvaltool/utils/recipe_test_workflow/site/metoffice.cylc
new file mode 100644
index 0000000000..6de38b063d
--- /dev/null
+++ b/esmvaltool/utils/recipe_test_workflow/site/metoffice.cylc
@@ -0,0 +1,60 @@
+#!jinja2
+[runtime]
+    [[root]]
+        [[[environment]]]
+            ESMVALCORE_DIR = ${CYLC_WORKFLOW_RUN_DIR}/share/lib/python/ESMValCore
+            ESMVALTOOL_DIR = ${CYLC_WORKFLOW_RUN_DIR}/share/lib/python/ESMValTool
+            PYTHONPATH_PREPEND = ${ESMVALCORE_DIR}:${ESMVALTOOL_DIR}
+
+    # COMPUTE provides defaults for computation-heavy tasks.
+    # Specific tasks below override some defaults, e.g. time & memory.
+    [[COMPUTE]]
+        platform = spice
+        execution time limit = PT2M
+        [[[directives]]]
+            --wckey = RTW
+            --ntasks = {{ MAX_PARALLEL_TASKS }}
+            --mem = 2G
+
+    [[configure]]
+        platform = localhost
+
+    [[get_esmval]]
+        platform = localhost
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 2G
+
+    # Resources for recipes that need more than the default. Both time and
+    # memory should be specified, in case the default changes.
+    # Variable (fast, medium) must be consistent with flow.cylc.
+    # Comment should indicate example recorded usage at Met Office.
+    [[process<fast=recipe_autoassess_landsurface_soilmoisture>]]
+        # Actual: 0m36s, 2.8 GB on 2024-03-29.
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 3G
+
+    [[process<fast=recipe_albedolandcover>]]
+        # Actual: 0m31s, 2.5 GB on 2024-04-08.
+        execution time limit = PT2M
+        [[[directives]]]
+            --mem = 3G
+
+    [[process<fast=recipe_ocean_amoc>]]
+        # Actual: 1m47s, 3.4 GB on 2024-06-17.
+        execution time limit = PT3M
+        [[[directives]]]
+            --mem = 4G
+
+    [[process<fast=recipe_ocean_multimap>]]
+        # Actual: 6m52s, 2.5 GB on 2024-05-28.
+        execution time limit = PT8M
+        [[[directives]]]
+            --mem = 3G
+
+    [[process<medium=recipe_ensclus>]]
+        # Actual: 2m10s, 2.4 GB on 2024-03-29.
+        execution time limit = PT4M
+        [[[directives]]]
+            --mem = 3G
diff --git a/setup.cfg b/setup.cfg
index e28f8079a0..da8be4a5ec 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -3,6 +3,7 @@ addopts =
     --import-mode=importlib
     --doctest-modules
     --ignore=doc/sphinx/source/conf.py
+    --ignore=esmvaltool/utils/recipe_test_workflow
     --cov=esmvaltool
     --cov-report=xml:test-reports/coverage.xml
     --cov-report=html:test-reports/coverage_html
@@ -30,4 +31,4 @@ multi_line_output = 3
 include_trailing_comma = true
 
 [codespell]
-ignore-words-list = vas
+ignore-words-list = vas,runn
diff --git a/setup.py b/setup.py
index 6b4636d1f7..cdadaca2d2 100755
--- a/setup.py
+++ b/setup.py
@@ -21,7 +21,7 @@
     # Use with pip install . to install from source
     'install': [
         'aiohttp',
-        'cartopy<0.24',  # github.com/ESMValGroup/ESMValTool/issues/3767
+        'cartopy',
         'cdo',
         'cdsapi',
         'cf-units',
@@ -67,7 +67,7 @@
         'scikit-image',
         'scikit-learn>=1.4.0',  # github.com/ESMValGroup/ESMValTool/issues/3504
         'scipy',
-        'scitools-iris>=3.6.1',
+        'scitools-iris>=3.11',
         'seaborn',
         'seawater',
         'shapely>=2',
@@ -250,8 +250,6 @@ def read_description(filename):
             'nclcodestyle = esmvaltool.utils.nclcodestyle.nclcodestyle:_main',
             'test_recipe = '
             'esmvaltool.utils.testing.recipe_settings.install_expand_run:main',
-            'recipe_filler = '
-            'esmvaltool.utils.recipe_filler:run'
         ],
         'esmvaltool_commands': [
             'colortables = '
diff --git a/tests/integration/diag_scripts/mlr/test_custom_sklearn_functions.py b/tests/integration/diag_scripts/mlr/test_custom_sklearn_functions.py
index c37069f9ec..122afd3b32 100644
--- a/tests/integration/diag_scripts/mlr/test_custom_sklearn_functions.py
+++ b/tests/integration/diag_scripts/mlr/test_custom_sklearn_functions.py
@@ -42,7 +42,6 @@
 # pylint: disable=too-few-public-methods
 # pylint: disable=too-many-arguments
 
-import warnings
 from copy import copy, deepcopy
 
 import numpy as np
@@ -505,9 +504,7 @@ def test_is_pairwise():
     """Test ``_is_pairwise``."""
     # Simple checks for _is_pairwise
     pca = KernelPCA(kernel='precomputed')
-    with warnings.catch_warnings():
-        warnings.simplefilter("error")  # make sure that no warning is raised
-        assert _is_pairwise(pca)
+    assert _is_pairwise(pca)
 
     # Pairwise attribute that is not consistent with the pairwise tag
     class IncorrectTagPCA(KernelPCA):
@@ -533,9 +530,7 @@ class TruePairwise(BaseEstimator):
 
     # Pairwise attribute is not defined thus tag is used
     est = BaseEstimator()
-    with warnings.catch_warnings():
-        warnings.simplefilter("error")  # make sure that no warning is raised
-        assert not _is_pairwise(est)
+    assert not _is_pairwise(est)
 
 
 # _safe_split
diff --git a/tests/integration/test_recipe_filler.py b/tests/integration/test_recipe_filler.py
deleted file mode 100644
index b78ac8c5f8..0000000000
--- a/tests/integration/test_recipe_filler.py
+++ /dev/null
@@ -1,211 +0,0 @@
-"""Tests for _data_finder.py."""
-import contextlib
-import os
-import shutil
-import sys
-import tempfile
-
-import pytest
-import yaml
-
-from esmvaltool.utils.recipe_filler import run
-
-
-# Load test configuration
-with open(os.path.join(os.path.dirname(__file__),
-                       'recipe_filler.yml')) as file:
-    CONFIG = yaml.safe_load(file)
-
-
-@contextlib.contextmanager
-def arguments(*args):
-    backup = sys.argv
-    sys.argv = list(args)
-    yield
-    sys.argv = backup
-
-
-def print_path(path):
-    """Print path."""
-    txt = path
-    if os.path.isdir(path):
-        txt += '/'
-    if os.path.islink(path):
-        txt += ' -> ' + os.readlink(path)
-    print(txt)
-
-
-def tree(path):
-    """Print path, similar to the the `tree` command."""
-    print_path(path)
-    for dirpath, dirnames, filenames in os.walk(path):
-        for dirname in dirnames:
-            print_path(os.path.join(dirpath, dirname))
-        for filename in filenames:
-            print_path(os.path.join(dirpath, filename))
-
-
-def create_file(filename):
-    """Create an empty file."""
-    dirname = os.path.dirname(filename)
-    if not os.path.exists(dirname):
-        os.makedirs(dirname)
-
-    with open(filename, 'a'):
-        pass
-
-
-def create_tree(path, filenames=None, symlinks=None):
-    """Create directory structure and files."""
-    for filename in filenames or []:
-        create_file(os.path.join(path, filename))
-
-    for symlink in symlinks or []:
-        link_name = os.path.join(path, symlink['link_name'])
-        os.symlink(symlink['target'], link_name)
-
-
-def write_config_user_file(dirname, file_path, drs):
-    config_file = dirname / 'config-user.yml'
-    cfg = {
-        'log_level': 'info',
-        'output_dir': str(dirname / 'recipe_filler_output'),
-        'rootpath': {
-            'CMIP5': str(dirname / file_path),
-            'CMIP6': str(dirname / file_path),
-        },
-        'drs': {
-            'CMIP5': drs,
-            'CMIP6': drs,
-        },
-    }
-    config_file.write_text(yaml.safe_dump(cfg, encoding=None))
-    return str(config_file)
-
-
-def write_recipe(dirname, recipe_dict):
-    recipe_file = dirname / 'recipe.yml'
-    diags = {'diagnostics': recipe_dict}
-    recipe_file.write_text(yaml.safe_dump(diags, encoding=None))
-    return str(recipe_file)
-
-
-@pytest.fixture
-def root():
-    """Root function for tests."""
-    dirname = tempfile.mkdtemp()
-    yield os.path.join(dirname, 'output1')
-    print("Directory structure was:")
-    tree(dirname)
-    shutil.rmtree(dirname)
-
-
-def setup_files(tmp_path, root, cfg):
-    """Create config, recipe ,output recipe etc."""
-    user_config_file = write_config_user_file(tmp_path, root, cfg['drs'])
-    diagnostics = {}
-    diagnostics["test_diagnostic"] = {}
-    diagnostics["test_diagnostic"]["variables"] = {}
-    diagnostics["test_diagnostic"]["variables"]["test_var"] = cfg["variable"]
-    recipe = write_recipe(tmp_path, diagnostics)
-    output_recipe = str(tmp_path / "recipe_auto.yml")
-
-    return user_config_file, recipe, output_recipe
-
-
-@pytest.mark.parametrize('cfg', CONFIG['has_additional_datasets'])
-def test_adding_datasets(tmp_path, root, cfg):
-    """Test retrieving additional datasets."""
-    create_tree(root, cfg.get('available_files'),
-                cfg.get('available_symlinks'))
-
-    user_config_file, recipe, output_recipe = setup_files(tmp_path, root, cfg)
-
-    with arguments(
-            'recipe_filler',
-            recipe,
-            '-c',
-            user_config_file,
-            '-o',
-            output_recipe,
-    ):
-        run()
-
-    with open(output_recipe, 'r') as file:
-        autofilled_recipe = yaml.safe_load(file)
-        diag = autofilled_recipe["diagnostics"]["test_diagnostic"]
-        var = diag["variables"]["test_var"]
-        assert "additional_datasets" in var
-
-
-@pytest.mark.parametrize('cfg', CONFIG['no_additional_datasets'])
-def test_not_adding_datasets(tmp_path, root, cfg):
-    """Test retrieving no additional datasets."""
-    create_tree(root, cfg.get('available_files'),
-                cfg.get('available_symlinks'))
-
-    user_config_file, recipe, output_recipe = setup_files(tmp_path, root, cfg)
-
-    with arguments(
-            'recipe_filler',
-            recipe,
-            '-c',
-            user_config_file,
-            '-o',
-            output_recipe,
-    ):
-        run()
-
-    with open(output_recipe, 'r') as file:
-        autofilled_recipe = yaml.safe_load(file)
-        diag = autofilled_recipe["diagnostics"]["test_diagnostic"]
-        var = diag["variables"]["test_var"]
-        assert "additional_datasets" not in var
-
-
-def test_bad_var(tmp_path, root):
-    """Test a bad variable in the works."""
-    cfg = CONFIG['bad_variable'][0]
-    user_config_file, recipe, output_recipe = setup_files(tmp_path, root, cfg)
-
-    # this doesn't fail and it shouldn't since it can go on
-    # and look for data for other valid variables
-    with arguments(
-            'recipe_filler',
-            recipe,
-            '-c',
-            user_config_file,
-            '-o',
-            output_recipe,
-    ):
-        run()
-
-    with open(output_recipe, 'r') as file:
-        autofilled_recipe = yaml.safe_load(file)
-        diag = autofilled_recipe["diagnostics"]["test_diagnostic"]
-        var = diag["variables"]["test_var"]
-        assert "additional_datasets" not in var
-
-
-def test_no_short_name(tmp_path, root):
-    """Test a bad variable in the works."""
-    cfg = CONFIG['no_short_name'][0]
-    user_config_file, recipe, output_recipe = setup_files(tmp_path, root, cfg)
-
-    # this doesn't fail and it shouldn't since it can go on
-    # and look for data for other valid variables
-    with arguments(
-            'recipe_filler',
-            recipe,
-            '-c',
-            user_config_file,
-            '-o',
-            output_recipe,
-    ):
-        run()
-
-    with open(output_recipe, 'r') as file:
-        autofilled_recipe = yaml.safe_load(file)
-        diag = autofilled_recipe["diagnostics"]["test_diagnostic"]
-        var = diag["variables"]["test_var"]
-        assert "additional_datasets" not in var