diff --git a/.copier-answers.yml b/.copier-answers.yml
index 289d09b..85fd300 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -1,13 +1,13 @@
 # Changes here will be overwritten by Copier
-# DO NOT MANUALLY MODIFY THIS FILE
+# !!!!! DO NOT MANUALLY MODIFY THIS FILE !!!!!
 _commit: latest
 _src_path: https://github.com/calliope-project/data-module-template.git
 author_email: j.a.c.launer@tudelft.nl
 author_family_name: Launer
 author_given_name: Jann
-github_org: calliope-project
-license: MIT
-module_description: This data module produces area potentials and capacity factors
-    for PV and wind at arbitrary spatial resolution.
-module_long_name: 'PV and wind area potentials and capacity factors '
+github_org: modelblocks-org
+license: Apache-2.0
+module_description: This data module produces capacity factors for PV and wind at
+    arbitrary spatial resolution.
+module_long_name: PV and wind capacity factors
 module_short_name: module_pv_wind
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index cd94c32..1b66ddc 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -24,7 +24,7 @@ A clear and concise description of what you expected to happen.
 If applicable, add screenshots to help explain your problem.
 
 **Desktop (please complete the following information):**
- - OS: [e.g. Linux Fedora 41, Windows 10...]
+ - OS: [e.g. Linux Fedora 43, Windows 11...]
  - Version [e.g. v0.1.1]
 
 **Additional context**
diff --git a/.github/ISSUE_TEMPLATE/config.yaml b/.github/ISSUE_TEMPLATE/config.yaml
new file mode 100644
index 0000000..28da94d
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/config.yaml
@@ -0,0 +1,5 @@
+blank_issues_enabled: false
+contact_links:
+  - name: General information
+    url: https://www.modelblocks.org/
+    about: Please consult our website for general information on the Modelblocks methodology.
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 9610b97..400a69f 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -8,6 +8,11 @@ Fixes #
 
 ## Reviewer checklist
 
-* [ ] `INTERFACE.yaml` is up-to-date with all relevant user resources and results.
-* [ ] The integration example is up-to-date with a minimal use-case of the module.
-* [ ] Module documentation is up-to-date.
+* [ ] There are no `pip` dependencies in the module's environment files (`workflow/envs/`).
+* [ ] All rules use `pathvars` (e.g., `<results>`) in their inputs and outputs.
+* [ ] The integration test-suite is successful, including:
+    * [ ] `pre-commit.ci` tests pass.
+    * [ ] tests pass for all relevant OS configurations (linux, osx, windows).
+* [ ] Module documentation is up-to-date, including:
+    * [ ] `INTERFACE.yaml` mentions all relevant `pathvars` and `wildcards`.
+    * [ ] `README.md` describes how to use the module and has the necessary citations.
diff --git a/.github/workflows/check-version.yml b/.github/workflows/check-version.yml
index 8e57b32..7bde778 100644
--- a/.github/workflows/check-version.yml
+++ b/.github/workflows/check-version.yml
@@ -1,9 +1,13 @@
 # Check for changes in the upstream template. If changes are found, an issue is created
 name: Template check.
 on:
+  workflow_dispatch:
   schedule:
     - cron: '0 0 1 * *' # Runs at 00:00 UTC on the 1st day of every month
 
 jobs:
   copier-update:
-    uses: calliope-project/data-module-template/.github/workflows/template-check-version.yml@latest
+    permissions:
+      contents: read
+      issues: write
+    uses: modelblocks-org/data-module-template/.github/workflows/template-check-version.yml@latest
diff --git a/.github/workflows/pr-ci.yml b/.github/workflows/pr-ci.yml
index a216bf5..0e17ea4 100644
--- a/.github/workflows/pr-ci.yml
+++ b/.github/workflows/pr-ci.yml
@@ -1,9 +1,41 @@
-name: CI
+# !!!!! DO NOT MODIFY UNLESS ABSOLUTELY NECESSARY !!!!!
+# This workflow helps standardise integration tests across data modules
+name: Pull Request CI tests for Modelblocks data modules
 on:
   pull_request:
     branches:
       - "main"
-
 jobs:
-  ci-tests:
-    uses: calliope-project/data-module-template/.github/workflows/template-pr-ci.yml@latest
+  build:
+    name: Build
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ubuntu-latest, windows-latest, macos-latest]
+        python-version: ["3.12"]
+    steps:
+      - uses: actions/checkout@v4
+      - name: Setup pixi
+        uses: prefix-dev/setup-pixi@v0.8.3
+      - name: Run integration tests
+        id: tests
+        run: pixi run test-integration
+        continue-on-error: true
+      - name: Run snakemake linting
+        id: linting
+        run: |
+          pixi run snakemake --lint --snakefile workflow/Snakefile
+          pixi run snakemake --lint --snakefile tests/integration/Snakefile
+        continue-on-error: true
+      - name: Save integration logs
+        if: ${{ always() }}
+        uses: actions/upload-artifact@v4
+        with:
+          name: integration-test-logs-${{ matrix.os }}
+          path: tests/integration/resources/module/logs
+          if-no-files-found: ignore
+          retention-days: 30
+      - name: Fail if integration or linting failed
+        if: ${{ steps.tests.outcome == 'failure' || steps.linting.outcome == 'failure' }}
+        run: exit 1
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 32ab6f2..7e25226 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -6,4 +6,6 @@ on:
 
 jobs:
   release-workflow:
-    uses: calliope-project/data-module-template/.github/workflows/template-release.yml@latest
+    permissions:
+      contents: write
+    uses: modelblocks-org/data-module-template/.github/workflows/template-release.yml@latest
diff --git a/.gitignore b/.gitignore
index 21787f0..f03928b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -11,6 +11,9 @@
 __pycache__
 *.pyc
 
+### Environments
+.pixi/
+
 ### Snakemake
 .snakemake/
 gurobi.log
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c29fc99..ee59aa3 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,6 +12,7 @@ repos:
       # Repo quality
       - id: check-added-large-files
         args: [--enforce-all]
+        exclude: ^pixi\.lock$
       - id: forbid-submodules
       - id: check-case-conflict
       - id: check-illegal-windows-names
@@ -44,4 +45,4 @@ repos:
         files: .*\.(py|smk|md)$|^Snakefile$
 
 ci:  # https://pre-commit.ci/
-  autoupdate_schedule: monthly
+  autoupdate_schedule: quarterly
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
deleted file mode 100644
index 0480acd..0000000
--- a/.readthedocs.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-# Read the Docs configuration file
-# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
-version: 2
-
-build:
-  os: ubuntu-22.04
-  tools:
-    python: "3.12"
-  jobs:
-    install:
-      - asdf plugin add pixi
-      - asdf install pixi latest
-      - asdf global pixi latest
-    build:
-      html:
-        - pixi run build-docs -d $READTHEDOCS_OUTPUT/html
-
-mkdocs:
-  configuration: mkdocs.yaml
diff --git a/INTERFACE.yaml b/INTERFACE.yaml
index 72104d4..adc0414 100644
--- a/INTERFACE.yaml
+++ b/INTERFACE.yaml
@@ -1,20 +1,37 @@
 # Module Input-Output structure for automated doc. generation
-resources:
-  user:
-    user_message.md: "Example file emulating external files requested from a user."
-  automatic:
-    dummy_readme.md: "Example file emulating downloads determined by internal settings."
-results:
-  combined_text.md: "Example file emulating module results."
-
-# Wildcard example:
-# resources:
-#   user:
-#     shapes_{resolution}.geojson: region geometries.
-#   automatic:
-#     technology_data.parquet: dataset with technology characteristics.
-# results:
-#   '{resolution}/tech_capacity.parquet': description of output data.
-#   '{resolution}/results_image.png': description of output image.
-# wildcards:
-#   resolution: description of the wildcard’s purpose.
+pathvars:
+  snakemake_defaults:
+    logs:
+      default: "<logs>"
+      description: location of rule log files.
+    resources:
+      default: "<resources>"
+      description: "location of module resource files."
+    results:
+      default: "<results>"
+      description: "location of module results."
+  user_resources:
+    cutout:
+      default: "<resources>/user/cutouts_{cutout}.nc"
+      description: "Cutout of meteorological data provided by user."
+    tech_specs:
+      default: "<resources>/user/tech_specs_{tech}.yaml"
+      description: "Technology specification of PV/wind."
+    layout_raster:
+      default: "<resources>/user/layouts_{layout}.tif"
+      description: "Raster layout file describing the spatial distribution of capacity."
+    layout_point:
+      default: "<resources>/user/layouts_{layout}.parquet"
+      description: "Point layout file describing the spatial distribution of capacity."
+    shapes:
+      default: "<resources>/user/shapes_{shape}.parquet"
+      description: "Geometries of shapes (e.g., administrative regions)."
+  results:
+    capacity_factors:
+      default: "<results>/{cutout}/{shape}/{layout}/capacityfactors_{tech}.nc"
+      description: Capacity factors for the specified technology.
+wildcards:
+  cutout: Cutout name
+  tech: Technology name
+  layout: Layout name
+  shape: Shape name
diff --git a/LICENSE b/LICENSE
index aa9b1bb..3946dd7 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,21 +1,201 @@
-MIT License
-
-Copyright (c) 2025 AUTHORS
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
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+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
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+   See the License for the specific language governing permissions and
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diff --git a/README.md b/README.md
index 8545c1c..38188b4 100644
--- a/README.md
+++ b/README.md
@@ -1,21 +1,45 @@
-# PV and wind area potentials and capacity factors 
+# PV and wind capacity factors
 
-This data module produces area potentials and capacity factors for PV and wind at arbitrary spatial resolution.
+This data module produces capacity factors for PV and wind at arbitrary spatial resolution.
 
-A modular `snakemake` workflow built for [`clio`](https://clio.readthedocs.io/) data modules.
+<!-- Place an attractive image of module outputs here -->
 
-## Using this module
 
-This module can be imported directly into any `snakemake` workflow.
-Please consult the integration example in `tests/integration/Snakefile` for more information.
+## About
+<!-- Please do not modify this templated section -->
+
+This is a modular `snakemake` workflow created as part of the [Modelblocks project](https://www.modelblocks.org/). It can be imported directly into any `snakemake` workflow.
+
+For more information, please consult the Modelblocks [documentation](https://modelblocks.readthedocs.io/en/latest/),
+the [integration example](./tests/integration/Snakefile),
+and the `snakemake` [documentation](https://snakemake.readthedocs.io/en/stable/snakefiles/modularization.html).
+
+## Overview
+<!-- Please describe the processing stages of this module here -->
+
+Data processing steps:
+
+1.
+2.
+
+## Configuration
+<!-- Please describe how to configure this module below -->
+
+Please consult the configuration [README](./config/README.md) and the [configuration example](./config/config.yaml) for a general overview on the configuration options of this module.
+
+## Input / output structure
+<!-- Please describe input / output file placement below -->
+
+Please consult the [interface file](./INTERFACE.yaml) for more information.
 
 ## Development
+<!-- Please do not modify this templated section -->
 
 We use [`pixi`](https://pixi.sh/) as our package manager for development.
-Once installed, run the following to clone this repo and install all dependencies.
+Once installed, run the following to clone this repository and install all dependencies.
 
 ```shell
-git clone git@github.com:calliope-project/module_pv_wind.git
+git clone git@github.com:modelblocks-org/module_pv_wind.git
 cd module_pv_wind
 pixi install --all
 ```
@@ -23,13 +47,7 @@ pixi install --all
 For testing, simply run:
 
 ```shell
-pixi run test
-```
-
-To view the documentation locally, use:
-
-```shell
-pixi run serve-docs
+pixi run test-integration
 ```
 
 To test a minimal example of a workflow using this module:
@@ -37,5 +55,13 @@ To test a minimal example of a workflow using this module:
 ```shell
 pixi shell    # activate this project's environment
 cd tests/integration/  # navigate to the integration example
-snakemake --use-conda  # run the workflow!
+snakemake --use-conda --cores 2  # run the workflow!
 ```
+
+## References
+<!-- Please provide thorough referencing below -->
+
+This module is based on the following research and datasets:
+
+*
+*
diff --git a/config/README.md b/config/README.md
index 2bd88fa..720820c 100644
--- a/config/README.md
+++ b/config/README.md
@@ -1,9 +1,8 @@
-# Configuration
+We recommend consulting the following before using this module:
+- `config/config.yaml`: a generic example configuration of this module.
+- `workflow/internal/config.schema.yaml`: a schematic overview of all the configuration options of this module.
+- `INTERFACE.yaml`: lists module input and output files, and their default locations.
+- `tests/integration/Snakefile`: an example of how to call this module from another workflow.
 
-This workflow is part of the [clio project](https://clio.readthedocs.io/en/latest/).
-Please consult our documentation for more details.
-Other useful resources are:
-
-- `INTERFACE.yaml`: user input files (placed in `resources/user`) and module output files (placed in `results`).
-- `workflow/internal/config.schema.yaml`: general configuration options.
-- `tests/integration/`: a simple example of how to use this module.
+This data module is part of the [Modelblocks](https://www.modelblocks.org/) project.
+Please consult the [Modelblocks documentation](https://modelblocks.readthedocs.io/) for more details.
diff --git a/config/config.yaml b/config/config.yaml
index 8a3244d..0083e69 100644
--- a/config/config.yaml
+++ b/config/config.yaml
@@ -1,2 +1,11 @@
 # A minimal example of how to configure this module
-dummy_text: This is a user input.
+download_cutout: True
+backend: atlite
+layout: raster  # raster or point
+aggregate: true
+cutout_params:
+  module: era5
+  x: [3.4, 7.2]
+  y: [50.7, 53.5]
+  time: ["2017-01", "2017-02"]
+  features: ['height', 'wind', 'influx', 'temperature']
diff --git a/figures/.gitkeep b/figures/.gitkeep
new file mode 100644
index 0000000..dcafcbe
--- /dev/null
+++ b/figures/.gitkeep
@@ -0,0 +1 @@
+# For module documentation figures
diff --git a/mkdocs.yaml b/mkdocs.yaml
deleted file mode 100644
index 61fa02a..0000000
--- a/mkdocs.yaml
+++ /dev/null
@@ -1,67 +0,0 @@
-# yaml-language-server: $schema=https://squidfunk.github.io/mkdocs-material/schema.json
-
-site_name: PV and wind area potentials and capacity factors 
-site_url: https://module_pv_wind.readthedocs.io/
-repo_name: module_pv_wind
-repo_url: https://github.com/calliope-project/module_pv_wind/
-edit_uri: edit/main/docs/
-theme:
-  name: material
-  features:
-  - navigation.footer
-  - navigation.instant
-  - navigation.tabs
-  - navigation.tabs.sticky
-  - navigation.indexes
-  - search.suggest
-  - search.highlight
-  - toc.follow
-  palette:
-    # Palette toggle for automatic mode
-    - media: "(prefers-color-scheme)"
-      toggle:
-        icon: material/brightness-auto
-        name: Switch to light mode
-      primary: red
-      accent: pink
-    # Palette toggle for light mode
-    - media: "(prefers-color-scheme: light)"
-      scheme: default
-      toggle:
-        icon: material/weather-sunny
-        name: Switch to dark mode
-      primary: red
-      accent: pink
-    # Palette toggle for dark mode
-    - media: "(prefers-color-scheme: dark)"
-      scheme: slate
-      toggle:
-        icon: material/weather-night
-        name: Switch to system preference
-      primary: red
-      accent: pink
-markdown_extensions:
-  - admonition
-  - pymdownx.arithmatex:
-      generic: true
-  - pymdownx.betterem:
-      smart_enable: all
-  - pymdownx.details
-  - pymdownx.emoji:
-      emoji_index: !!python/name:material.extensions.emoji.twemoji
-      emoji_generator: !!python/name:material.extensions.emoji.to_svg
-  - pymdownx.highlight:
-      anchor_linenums: true
-  - pymdownx.snippets:
-      check_paths: true
-      restrict_base_path: true
-  - pymdownx.superfences:
-      custom_fences:
-        - name: mermaid
-          class: mermaid
-          format: !!python/name:mermaid2.fence_mermaid_custom
-  - toc:
-      anchorlink: true
-plugins:
-  - search
-copyright: Copyright &copy; since 2025 <a href="https://github.com/calliope-project/module_pv_wind/blob/main/AUTHORS">module_pv_wind contributors</a> (MIT licensed)
diff --git a/mypy.ini b/mypy.ini
index d787271..6769a42 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -1,2 +1,4 @@
 [mypy]
 disable_error_code = import-untyped
+exclude = (^|/)\.(snakemake|pixi)(/|$)
+exclude_gitignore = True
diff --git a/pixi.lock b/pixi.lock
new file mode 100644
index 0000000..6a94e00
--- /dev/null
+++ b/pixi.lock
@@ -0,0 +1,8133 @@
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+  - libzlib >=1.3.1,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 399979
+  timestamp: 1742433432699
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-hbeecb71_2.conda
+  sha256: bc64864377d809b904e877a98d0584f43836c9f2ef27d3d2a1421fa6eae7ca04
+  md5: 21f56217d6125fb30c3c3f10c786d751
+  depends:
+  - libzlib >=1.3.1,<2.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 354697
+  timestamp: 1742433568506
diff --git a/pixi.toml b/pixi.toml
index 9c6658f..40787cf 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -1,37 +1,26 @@
-[project]
+[workspace]
 name = "module_pv_wind"
 authors = ["See AUTHORS file"]
-description = "This data module produces area potentials and capacity factors for PV and wind at arbitrary spatial resolution."
-license = "MIT"
+description = "This data module produces capacity factors for PV and wind at arbitrary spatial resolution."
+license = "Apache-2.0"
 readme = "README.md"
 channels = ["conda-forge", "bioconda"]
 platforms = ["win-64", "linux-64", "osx-arm64"]
-homepage = "https://clio.readthedocs.io/"
+homepage = "https://www.modelblocks.org/"
 
 [dependencies]
-clio-tools = ">=2025.03.03"
+clio-tools = ">=2026.03.30"
 conda = ">=25.0.0"
 ipdb = ">=0.13.13"
 ipykernel = ">=6.29.5"
+jsonschema = ">=4.0.0"
 mypy = ">=1.15.0"
 pytest = ">=8.3.5"
 python = ">=3.12"
 ruff = ">=0.9.9"
 snakefmt = ">=0.10.2"
-snakemake-minimal = ">=8.29.0"
+snakemake-minimal = ">=9.19.0"
+pytz = ">=2026.1.post1"
 
 [tasks]
-test = {cmd = "pytest tests/"}
-
-[feature.docs.dependencies]
-mkdocs-material = ">=9.6.7"
-
-[feature.docs.pypi-dependencies]
-mkdocs-mermaid2-plugin = ">=1.2.1"
-
-[feature.docs.tasks]
-serve-docs = {cmd = "mkdocs serve"}
-build-docs = {cmd = "mkdocs build"}
-
-[environments]
-docs = ["docs"]
+test-integration = {cmd = "pytest tests/integration_test.py"}
diff --git a/tests/clio_test.py b/tests/clio_test.py
deleted file mode 100644
index 5fe141b..0000000
--- a/tests/clio_test.py
+++ /dev/null
@@ -1,55 +0,0 @@
-"""Set of standard clio tests.
-
-DO NOT MANUALLY MODIFY THIS FILE!
-It should be updated through our templating functions.
-"""
-
-import subprocess
-from pathlib import Path
-
-import pytest
-from clio_tools.data_module import ModuleInterface
-
-
-@pytest.fixture(scope="module")
-def module_path():
-    """Parent directory of the project."""
-    return Path(__file__).parent.parent
-
-
-def test_interface_file(module_path):
-    """The interfacing file should be correct."""
-    assert ModuleInterface.from_yaml(module_path / "INTERFACE.yaml")
-
-
-@pytest.mark.parametrize(
-    "file",
-    [
-        "CITATION.cff",
-        "AUTHORS",
-        "INTERFACE.yaml",
-        "LICENSE",
-        "tests/integration/Snakefile",
-    ],
-)
-def test_standard_file_existance(module_path, file):
-    """Check that a minimal set of files used for clio automatic docs are present."""
-    assert Path(module_path / file).exists()
-
-
-def test_snakemake_all_failure(module_path):
-    """The snakemake 'all' rule should return an error by default."""
-    process = subprocess.run(
-        "snakemake", shell=True, cwd=module_path, capture_output=True
-    )
-    assert "INVALID (missing locally)" in str(process.stderr)
-
-
-def test_snakemake_integration_testing(module_path):
-    """Run a light-weight test simulating someone using this module."""
-    assert subprocess.run(
-        "snakemake --use-conda",
-        shell=True,
-        check=True,
-        cwd=module_path / "tests/integration",
-    )
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..bb65060
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,28 @@
+"""Shared test fixtures."""
+
+import shutil
+import zipfile
+from pathlib import Path
+from urllib.request import urlretrieve
+
+import pytest
+
+TEST_FILES = (
+    "https://surfdrive.surf.nl/public.php/dav/files/fdJgBEaqz58KE3H/?accept=zip"
+)
+
+
+@pytest.fixture(scope="session")
+def user_path() -> Path:
+    """Download and unzip test files."""
+    user_dir = Path("resources/user/")
+    # If test suite has been downloaded, assume everything is OK.
+    # Otherwise, cleanup and re-download.
+    if not Path(user_dir / "module_pv_wind_files.zip").exists():
+        shutil.rmtree(user_dir, ignore_errors=True)
+        Path(user_dir).mkdir(parents=True, exist_ok=True)
+        test_zip = Path(user_dir / "module_pv_wind_files.zip")
+        urlretrieve(TEST_FILES, test_zip)
+        with zipfile.ZipFile(test_zip, "r") as zfile:
+            zfile.extractall(user_dir)
+    return user_dir
diff --git a/tests/integration/Snakefile b/tests/integration/Snakefile
index b1c1869..88d13be 100644
--- a/tests/integration/Snakefile
+++ b/tests/integration/Snakefile
@@ -1,36 +1,25 @@
 # Emulate a user configuring the module.
 configfile: workflow.source_path("./test_config.yaml")
 
-# Emulate how another workflow might create inputs for this module.
-rule create_external_input:
-    message: "Example of a rule external to your module."
-    output:
-        text_file = "results/module_pv_wind/resources/user/user_message.md"
-    run:
-        from pathlib import Path
-        from textwrap import dedent
-        text = dedent("""Modular workflows can be used by more than one project!
-            For example, this text comes from a file external to the module.
-            Try your best to make this workflow reusable so that others may benefit from your methods."""
-        )
-        file_path = Path(output.text_file)
-        with file_path.open("w") as f:
-            f.write(text)
 
-# Import the module and configure it.
+# Import the module and configure it to use a point layout.
 # `snakefile:` specifies the module. It can use file paths and special github(...) / gitlab(...) markers
 # `prefix:` re-routes all input/output paths of the module, helping to avoid file conflicts.
-module module_pv_wind:
-    snakefile: "../../workflow/Snakefile"
-    config: config["module_pv_wind"]
-    prefix: "results/module_pv_wind/"
+module module_pv_wind_point:
+    snakefile:
+        "../../workflow/Snakefile"
+    config:
+        config["module_pv_wind_point"]
+
 
 # rename all module rules with a prefix, to avoid naming conflicts.
-use rule * from module_pv_wind as module_pv_wind_*
+use rule * from module_pv_wind_point as module_pv_wind_point_*
+
 
 # Request something from the module
-rule all:
-    message: "A generic test case for your module."
+rule nld_point:
+    message:
+        "Create capacity factors for onshore wind based on a point layout."
     default_target: True
     input:
-        "results/module_pv_wind/results/combined_text.md"
+        "results/era5_2017/NLD_NUTS2_onshore/points_NLD/capacityfactors_wind_onshore_3MW.nc",
diff --git a/tests/integration/test_config.yaml b/tests/integration/test_config.yaml
index e8ff7ae..61b0588 100644
--- a/tests/integration/test_config.yaml
+++ b/tests/integration/test_config.yaml
@@ -1,4 +1,23 @@
-module_pv_wind:
-  dummy_text: >-
-    Configuration values (like this one) are also external to the module!
-    This gives users a lot of flexibility in how they apply your methodology to solve their particular needs.
+module_pv_wind_raster:
+  download_cutout: False
+  backend: atlite
+  layout: raster  # raster or point
+  aggregate: True
+  cutout_params:
+    module: era5
+    x: [3.4, 7.2]
+    y: [50.7, 53.5]
+    time: ["2017-01-01", "2017-01-03"]
+    features: ['height', 'wind', 'influx', 'temperature']
+
+module_pv_wind_point:
+  download_cutout: False
+  backend: atlite
+  layout: point  # raster or point
+  aggregate: True
+  cutout_params:
+    module: era5
+    x: [3.4, 7.2]
+    y: [50.7, 53.5]
+    time: ["2017-01-01", "2017-01-03"]
+    features: ['height', 'wind', 'influx', 'temperature']
diff --git a/tests/integration_test.py b/tests/integration_test.py
new file mode 100644
index 0000000..cb82f57
--- /dev/null
+++ b/tests/integration_test.py
@@ -0,0 +1,80 @@
+"""Set of standard Modelblocks tests.
+
+PLEASE ENSURE THIS SET OF MINIMAL TESTS WORKS BEFORE PUBLISHING YOUR MODULE.
+Contents may be updated in future template updates.
+"""
+
+import shutil
+import subprocess
+from pathlib import Path
+
+import pytest
+from clio_tools.data_module import ModuleInterface
+
+
+@pytest.fixture(scope="module")
+def module_path():
+    """Parent directory of the project."""
+    return Path(__file__).parent.parent
+
+
+@pytest.fixture(scope="module")
+def integration_path(user_path: Path, module_path: Path):
+    """Ensures the minimal integration test is ready."""
+    integration_dir = Path(module_path / "tests/integration")
+    if integration_dir.exists():
+        # clean everything
+        shutil.rmtree(integration_dir / "resources", ignore_errors=True)
+        shutil.rmtree(integration_dir / "results/", ignore_errors=True)
+    user_integ_dir = integration_dir / "resources/user"
+    files_to_copy = [
+        "cutouts_era5_2017.nc",
+        "shapes_Europe_NUTS2_onshore.parquet",
+        "shapes_NLD_NUTS2_onshore.parquet",
+        "layouts_raster_europe.tif",
+        "layouts_points_NLD.csv",
+        "tech_specs_wind_onshore_3MW.yaml",
+    ]
+    for file in files_to_copy:
+        destination_file = Path(user_integ_dir / file)
+        destination_file.parent.mkdir(parents=True, exist_ok=True)
+        shutil.copy(user_path / file, destination_file)
+    return integration_dir
+
+
+def test_interface_file(module_path):
+    """The interfacing file should be correct."""
+    assert ModuleInterface.from_yaml(module_path / "INTERFACE.yaml")
+
+
+@pytest.mark.parametrize(
+    "file",
+    [
+        "AUTHORS",
+        "CITATION.cff",
+        "INTERFACE.yaml",
+        "LICENSE",
+        "README.md",
+        "config/config.yaml",
+        "workflow/internal/config.schema.yaml",
+        "tests/integration/Snakefile",
+    ],
+)
+def test_standard_file_existance(module_path, file):
+    """Check that a minimal set of files used for documentation are present."""
+    assert Path(module_path / file).exists()
+
+
+def test_snakemake_all_failure(module_path):
+    """The snakemake 'all' rule should return an error by default."""
+    process = subprocess.run(
+        "snakemake --cores 1", shell=True, cwd=module_path, capture_output=True
+    )
+    assert "INVALID (missing locally)" in str(process.stderr)
+
+
+def test_snakemake_integration_testing(integration_path):
+    """Run a light-weight test simulating someone using this module."""
+    assert subprocess.run(
+        "snakemake --use-conda --cores 1", shell=True, check=True, cwd=integration_path
+    )
diff --git a/workflow/Snakefile b/workflow/Snakefile
index fe03d49..eca0f31 100644
--- a/workflow/Snakefile
+++ b/workflow/Snakefile
@@ -2,7 +2,23 @@ import yaml
 
 from snakemake.utils import min_version, validate
 
-min_version("8.10")
+min_version("9.19")
+
+
+# !!!!! IMPORTANT !!!!!
+# Define pathvars for all user resource files and result files
+# This allows users to re-wire how the module is used in their workflow with ease.
+pathvars:
+    # User resources
+    cutout="<resources>/user/cutouts_{cutout}.nc",
+    tech_specs="<resources>/user/tech_specs_{tech}.yaml",
+    layout_raster="<resources>/user/layouts_{layout}.tif",
+    layout_point="<resources>/user/layouts_{layout}.csv",
+    shapes="<resources>/user/shapes_{shape}.parquet",
+    # Module results
+    capacity_factors="<results>/{cutout}/{shape}/{layout}/capacityfactors_{tech}.nc",
+    plot_map="<results>/{cutout}/{shape}/{layout}/capacityfactors_map_{tech}.png",
+    plot_overview="<results>/{cutout}/{shape}/{layout}/capacityfactors_overview_{tech}.png",
 
 
 # Load the example configuration. This will be overridden by users.
@@ -16,10 +32,17 @@ validate(config, workflow.source_path("internal/config.schema.yaml"))
 with open(workflow.source_path("internal/settings.yaml"), "r") as f:
     internal = yaml.safe_load(f)
 
+# Load python files in scripts that are used in other scripts, but not run itself.
+# This is necessary for integrating the snakemake module via reference to GitHub.
+workflow.source_path("scripts/_backend_atlite.py")
+workflow.source_path("scripts/_plots.py")
+workflow.source_path("scripts/_schemas.py")
+
 
 # Add all your includes here.
 include: "rules/automatic.smk"
-include: "rules/dummy.smk"
+include: "rules/capacity_factors.smk"
+
 
 rule all:
     message:
diff --git a/workflow/envs/atlite.yaml b/workflow/envs/atlite.yaml
new file mode 100644
index 0000000..8b8e278
--- /dev/null
+++ b/workflow/envs/atlite.yaml
@@ -0,0 +1,12 @@
+name: atlite
+channels:
+  - conda-forge
+  - nodefaults
+dependencies:
+  - pyyaml
+  - atlite>=0.4.1  # Need at least 0.4.1 for the new cdsapi
+  - cfgrib  # Explicitly adding because of https://github.com/PyPSA/atlite/issues/459
+  - rioxarray
+  - rasterio
+  - geopandas
+  - pandera-geopandas=0.31.1
diff --git a/workflow/internal/config.schema.yaml b/workflow/internal/config.schema.yaml
index 2bf094d..f6cf7fd 100644
--- a/workflow/internal/config.schema.yaml
+++ b/workflow/internal/config.schema.yaml
@@ -1,41 +1,68 @@
 $schema: "https://json-schema.org/draft/2020-12/schema"
 description: "Schema for user-provided configuration files."
 type: object
+required:
+  - download_cutout
+  - backend
+  - layout
+  - aggregate
 additionalProperties: false
+
 properties:
-  dummy_text:
-    description: A template example. Should be deleted in real applications.
+  download_cutout:
+    type: boolean
+    default: false
+    description: "Whether to download the cutout automatically or use a user-provided one."
+  backend:
     type: string
-  build_cutout:
-    description: "Build cutout for the model."
-    type: object
-    properties:
-      cutout_params:
-        description: "Parameters for the cutout."
-        type: object
-        properties:
-          module:
-            description: "Module for the cutout."
-            type: string
-          x:
-            description: "x min and max."
-            type: array
-          y:
-            description: "y min and max."
-            type: array
-  snapshots:
-    description: "Snapshots for the model."
+    enum: ["atlite"]
+    description: "The backend to use for the module."
+  layout:
+    type: string
+    enum: ["raster", "point"]
+    description: "The layout type, either raster or point."
+  aggregate:
+    type: boolean
+    description: "Whether to aggregate the data to shapes or not."
+  # if download_cutout is True, need to provide these parameters, which are used to download the cutout
+  cutout_params:
     type: object
+    required:
+      - module
+      - x
+      - y
+      - time
+    additionalProperties: false
     properties:
-      start:
-        description: "Start and end of the snapshots."
-        type: string
-      end:
-        description: "Start and end of the snapshots."
-        type: string
-      inclusive:
-        description: "Start and end of the snapshots."
+      module:
         type: string
-        enum:
-          - left
-          - right
\ No newline at end of file
+        enum: ["era5"]
+        description: "The module to use for downloading the cutout."
+      x:
+        type: array
+        items:
+          type: number
+        description: "Longitude coordinates for the cutout."
+      y:
+        type: array
+        items:
+          type: number
+        description: "Latitude coordinates for the cutout."
+      time:
+        type: array
+        items:
+          type: string
+        description: "Time range for the cutout in ISO 8601 format."
+      features:
+        type: array
+        items:
+          type: string
+        description: "List of features to include in the cutout."
+      show_progress:
+        type: boolean
+        default: true
+        description: "Whether to show progress during the cutout download."
+      monthly_requests:
+        type: boolean
+        default: false
+        description: "Whether to request data monthly."
diff --git a/workflow/internal/settings.yaml b/workflow/internal/settings.yaml
index cbb8ff5..97d635d 100644
--- a/workflow/internal/settings.yaml
+++ b/workflow/internal/settings.yaml
@@ -1,5 +1 @@
 # Module settings that users cannot modify.
-resources:
-  automatic:
-    # Links for automatically downloaded files
-    dummy_readme: "https://raw.githubusercontent.com/calliope-project/clio/refs/heads/main/README.md"
diff --git a/workflow/rules/automatic.smk b/workflow/rules/automatic.smk
index 0ebb236..496c5e1 100644
--- a/workflow/rules/automatic.smk
+++ b/workflow/rules/automatic.smk
@@ -1,16 +1,14 @@
 """Rules to used to download automatic resource files."""
 
+if config["download_cutout"]:
 
-rule dummy_download:
-    message:
-        "Download the clio README file."
-    params:
-        url=internal["resources"]["automatic"]["dummy_readme"],
-    output:
-        readme="resources/automatic/dummy_readme.md",
-    log:
-        "logs/dummy_download.log",
-    conda:
-        "../envs/shell.yaml"
-    shell:
-        'curl -sSLo {output.readme} "{params.url}"'
+    rule download_cutout:
+        output:
+            "<cutout>",
+        conda:
+            "../envs/atlite.yaml"
+        script:
+            "../scripts/download_cutout.py"
+
+
+path_cutout = ancient("<cutout>")
diff --git a/workflow/rules/capacity_factors.smk b/workflow/rules/capacity_factors.smk
new file mode 100644
index 0000000..846206e
--- /dev/null
+++ b/workflow/rules/capacity_factors.smk
@@ -0,0 +1,33 @@
+if config["layout"] == "raster":
+
+    rule prepare_capacityfactors_raster_layout:
+        input:
+            cutout=path_cutout,
+            tech_specs="<tech_specs>",
+            layout="<layout_raster>",
+            shapes="<shapes>",
+        output:
+            data="<capacity_factors>",
+            plot_map="<plot_map>",
+            plot_overview="<plot_overview>",
+        conda:
+            "../envs/atlite.yaml"
+        script:
+            "../scripts/prepare_capacityfactors_raster_layout.py"
+
+elif config["layout"] == "point":
+
+    rule prepare_capacityfactors_point_layout:
+        input:
+            cutout=path_cutout,
+            tech_specs="<tech_specs>",
+            layout="<layout_point>",
+            shapes="<shapes>",
+        output:
+            data="<capacity_factors>",
+            plot_map="<plot_map>",
+            plot_overview="<plot_overview>",
+        conda:
+            "../envs/atlite.yaml"
+        script:
+            "../scripts/prepare_capacityfactors_point_layout.py"
diff --git a/workflow/rules/dummy.smk b/workflow/rules/dummy.smk
deleted file mode 100644
index af09f22..0000000
--- a/workflow/rules/dummy.smk
+++ /dev/null
@@ -1,16 +0,0 @@
-rule dummy_add_text:
-    message:
-        "Dummy rule combining user inputs and automatic downloads."
-    params:
-        config_text=config["dummy_text"],
-    input:
-        user_file="resources/user/user_message.md",
-        readme="resources/automatic/dummy_readme.md",
-    output:
-        combined="results/combined_text.md",
-    log:
-        "logs/dummy_add_text.log",
-    conda:
-        "../envs/shell.yaml"
-    script:
-        "../scripts/dummy_script.py"
diff --git a/workflow/scripts/_backend_atlite.py b/workflow/scripts/_backend_atlite.py
new file mode 100644
index 0000000..970c1af
--- /dev/null
+++ b/workflow/scripts/_backend_atlite.py
@@ -0,0 +1,89 @@
+"""Backend for capacity factor calculations using atlite."""
+
+from pathlib import Path
+
+import atlite
+import geopandas as gpd
+import rasterio as rio
+import xarray as xr
+
+
+def cf_aggregated_from_point_layout(
+    path_cutout: str | Path,
+    layout: xr.DataArray,
+    shapes: gpd.GeoDataFrame,
+    tech_specs: dict,
+) -> xr.DataArray:
+    """Aggregated capacity factors from a point layout."""
+    # load cutout
+    cutout = atlite.Cutout(path_cutout)
+
+    # prepare layout from list of points
+    layout = layout.rename(columns={"lon": "x", "lat": "y"})
+    layout = cutout.layout_from_capacity_list(layout, col="capacity")
+
+    # compute capacity factors
+    get_capacityfactors = getattr(cutout, tech_specs["tech"])
+
+    capacityfactors = get_capacityfactors(
+        shapes=shapes, layout=layout, **tech_specs["specs"]
+    )
+
+    return capacityfactors
+
+
+def cf_aggregated_from_raster_layout(
+    path_cutout: str | Path,
+    layout: xr.DataArray,
+    shapes: gpd.GeoDataFrame,
+    tech_specs: dict,
+) -> xr.DataArray:
+    """Aggregated capacity factors from a raster layout."""
+    # load cutout
+    cutout = atlite.Cutout(path_cutout)
+
+    # resample layout to the resolution of the cutout
+    match = (
+        cutout.uniform_layout()
+        .rio.write_crs(cutout.crs)
+        .rio.write_transform(cutout.transform)
+    )
+    layout_matched = layout.squeeze(drop=True)
+    layout_matched = layout_matched.rio.reproject_match(
+        match, resampling=rio.enums.Resampling.sum, nodata=0
+    )
+
+    # compute capacity factors
+    get_capacityfactors = getattr(cutout, tech_specs["tech"])
+
+    capacityfactors = get_capacityfactors(
+        shapes=shapes, layout=layout_matched, **tech_specs["specs"]
+    )
+
+    return capacityfactors
+
+
+def cf_from_point_layout(
+    cutout: atlite.Cutout,
+    layout: xr.DataArray,
+    shapes: gpd.GeoDataFrame,
+    tech_specs: dict,
+) -> xr.DataArray:
+    """Capacity factors from a point layout."""
+    raise NotImplementedError(
+        "We are planning to support capacity factors from point layout, "
+        "without aggregating to shapes, but it is not implemented yet."
+    )
+
+
+def cf_from_raster_layout(
+    cutout: atlite.Cutout,
+    layout: xr.DataArray,
+    shapes: gpd.GeoDataFrame,
+    tech_specs: dict,
+) -> xr.DataArray:
+    """Capacity factors from a raster layout."""
+    raise NotImplementedError(
+        "We are planning to support capacity factors from raster layout, "
+        "without aggregating to shapes, but it is not implemented yet."
+    )
diff --git a/workflow/scripts/_plots.py b/workflow/scripts/_plots.py
new file mode 100644
index 0000000..9160253
--- /dev/null
+++ b/workflow/scripts/_plots.py
@@ -0,0 +1,120 @@
+import geopandas as gpd
+import matplotlib.pyplot as plt
+import pandas as pd
+import xarray as xr
+from _schemas import Shapes
+from matplotlib.colors import LinearSegmentedColormap
+
+cmap_wind = LinearSegmentedColormap.from_list("cmap_wind", ["white", "blue"])
+cmap_pv = LinearSegmentedColormap.from_list("cmap_pv", ["white", "orange"])
+
+
+def create_plot_map(path_capacityfactors, path_shapes, path_map):
+    """Plot a map of the mean capacityfactors."""
+    cf = xr.open_dataarray(path_capacityfactors)
+    shapes = gpd.read_parquet(path_shapes)
+    shapes = Shapes.validate(shapes)
+    shapes = shapes.set_index("shape_id")
+
+    gdf_mean_cf = shapes.join(
+        cf.mean(dim="time").to_dataframe(name="mean_capacityfactor")
+    )
+
+    fig, ax = plt.subplots(tight_layout=True)
+    map_capacity_factor(gdf_mean_cf=gdf_mean_cf, column="mean_capacityfactor", ax=ax)
+    plt.savefig(path_map)
+
+
+def create_plot_overview(path_capacityfactors, path_shapes, path_plot):
+    """Plot an overview of the mean capacityfactors."""
+    cf = xr.open_dataarray(path_capacityfactors)
+    shapes = gpd.read_parquet(path_shapes)
+    shapes = Shapes.validate(shapes)
+
+    cf_mean = cf.mean(dim="time").to_dataframe(name="mean_capacityfactor").reset_index()
+
+    gdf_mean_cf = pd.merge(shapes[["shape_id", "country_id"]], cf_mean, on="shape_id")
+
+    fig, ax = plt.subplots(figsize=(8, 3), tight_layout=True)
+    plot_overview(cf=gdf_mean_cf, column="mean_capacityfactor", ax=ax)
+    plt.savefig(path_plot)
+
+
+def plot_overview(cf, column, ax=None, color="k"):
+    """Plots the summary statistics of the capacity factors."""
+    COLS = ["shape_id", "country_id", column]
+
+    missing_cols = [col for col in COLS if col not in cf.columns]
+    if missing_cols:
+        raise ValueError(f"Missing columns in cf: {missing_cols}")
+
+    if ax is None:
+        fig, ax = plt.subplots()
+
+    _cf = cf.sort_values(["country_id", column], ascending=[True, False]).reset_index(
+        drop=True
+    )
+    _cf.index.name = "index"
+
+    ax.scatter(
+        x=_cf.index,
+        y=_cf[column],
+        marker=".",
+        linestyle="",
+        linewidth=1,
+        color=color,
+        alpha=0.7,
+        label="Mean CF",
+    )
+    ax.grid(which="both", axis="y", linestyle="--", alpha=0.5)
+
+    # set a major xtick where a new country starts, and label it with the country code
+    major = _cf.reset_index().groupby("country_id", as_index=False).first()
+    ax.set_xticks(major["index"])
+
+    # set minor xticks and labels at the midpoinst between the major ticks
+    ticks = ax.get_xticks()
+    midpoints = (ticks[:-1] + ticks[1:]) / 2
+    midpoints = midpoints.tolist() + [ticks[-1]]  # add a final midpoint
+
+    ax.set_xticks(midpoints, minor=True)
+    ax.set_xticklabels(major["country_id"], rotation=90, fontsize=8, minor=True)
+
+    ax.tick_params(axis="x", which="minor", length=0)  # hide minor tick marks
+    ax.tick_params(axis="x", which="major", labelbottom=False)  # hide major tick labels
+    plt.xticks(fontsize=8)
+
+    # draw vertical lines for wind and pv at the major xticks
+    ax.vlines(
+        major["index"],
+        ymin=0,
+        ymax=major[column],
+        color=color,
+        linestyle="-",
+        alpha=0.5,
+    )
+
+    ax.set_title("Capacity Factors")
+    ax.set_ylabel("Mean CF")
+    ax.set_xlabel("Shapes")
+
+    return ax
+
+
+def map_capacity_factor(gdf_mean_cf, column, ax=None):
+    if not ax:
+        fig, ax = plt.subplots(tight_layout=True)
+
+    gdf_mean_cf.plot(ax=ax, column=column, cmap=cmap_wind, legend=True, aspect=None)
+    gdf_mean_cf.geometry.boundary.plot(ax=ax, color="black", linewidth=0.5)
+    ax.set_title("Average Capacity Factor\nOnshore Wind")
+    _blank_axis(ax)
+
+    return ax
+
+
+def _blank_axis(ax):
+    ax.set_xticks([])
+    ax.set_yticks([])
+    ax.set_xlabel("")
+    ax.set_ylabel("")
diff --git a/workflow/scripts/_schemas.py b/workflow/scripts/_schemas.py
new file mode 100644
index 0000000..68b295a
--- /dev/null
+++ b/workflow/scripts/_schemas.py
@@ -0,0 +1,43 @@
+"""Schemas for tabular data used in the workflow."""
+
+from pandera import Field, check
+from pandera.pandas import DataFrameModel
+from pandera.typing.geopandas import GeoSeries
+from pandera.typing.pandas import Index, Series
+from shapely.geometry import Point
+
+
+class PointLayout(DataFrameModel):
+    class Config:
+        coerce = True
+        strict = True
+
+    id: Index[int] = Field(unique=True)
+    "Unique ID for this layout point."
+    techs: Series[str] = Field()
+    "Technology type"
+    lat: Series[float] = Field()
+    "Latitude"
+    lon: Series[float] = Field()
+    "Longitude"
+    capacity: Series[float] = Field()
+    "Installed capacity"
+
+
+class Shapes(DataFrameModel):
+    class Config:
+        coerce = True
+        strict = False
+
+    shape_id: Series[str] = Field(unique=True)
+    "Unique ID for this shape."
+    country_id: Series[str] = Field()
+    "ISO alpha-3 code."
+    shape_class: Series[str] = Field(isin=["land", "maritime"])
+    "Shape classifier"
+    geometry: GeoSeries[Point] = Field()
+    "Shape polygon."
+
+    @check("geometry")
+    def geom_not_empty(cls, geom):
+        return geom.notna().all() & (~geom.is_empty).all() & geom.is_valid.all()
diff --git a/workflow/scripts/download_cutout.py b/workflow/scripts/download_cutout.py
index 6d3ebcd..302ba70 100644
--- a/workflow/scripts/download_cutout.py
+++ b/workflow/scripts/download_cutout.py
@@ -1,17 +1,31 @@
-import atlite
-import pandas as pd
+"""Download a cutout using atlite."""
 
+import logging
 
-if __name__ == "__main__":
-    cutout_params = snakemake.config["build_cutout"]["cutout_params"]
+import atlite
 
-    snapshots = pd.date_range(freq="h", **snakemake.config["snapshots"])
-    time = [snapshots[0], snapshots[-1]]
-    cutout_params["time"] = slice(*cutout_params.get("time", time))
+logger = logging.getLogger(__name__)
 
+
+def download_cutout(cutout_path, cutout_params):
+    """Downloads a cutout based on the provided parameters."""
     cutout_params["x"] = slice(*cutout_params["x"])
     cutout_params["y"] = slice(*cutout_params["y"])
+    cutout_params["time"] = slice(*cutout_params["time"])
 
     features = cutout_params.pop("features", None)
-    cutout = atlite.Cutout(snakemake.output[0], **cutout_params)
-    cutout.prepare(features=features)
+    monthly_requests = cutout_params.pop("monthly_requests", False)
+
+    logger.info(f"Preparing cutout with cutout_params: {cutout_params}")
+    logger.info(f"Preparing cutout with features: {features}")
+
+    cutout = atlite.Cutout(cutout_path, **cutout_params)
+    cutout.prepare(features=features, monthly_requests=monthly_requests)
+
+
+if __name__ == "__main__":
+    logger.info(f"Using atlite version: {atlite.__version__}")
+
+    download_cutout(
+        cutout_path=snakemake.output[0], cutout_params=snakemake.config["cutout_params"]
+    )
diff --git a/workflow/scripts/dummy_script.py b/workflow/scripts/dummy_script.py
deleted file mode 100644
index 2ae0049..0000000
--- a/workflow/scripts/dummy_script.py
+++ /dev/null
@@ -1,20 +0,0 @@
-"""A simple script to serve as an example.
-
-Should be deleted in real workflows.
-"""
-
-import sys
-from pathlib import Path
-from typing import TYPE_CHECKING, Any
-
-if TYPE_CHECKING:
-    snakemake: Any
-sys.stderr = open(snakemake.log[0], "w")
-
-config = snakemake.params.config_text
-readme = Path(snakemake.input.readme).read_text()
-user = Path(snakemake.input.user_file).read_text()
-
-output_text = "\n\n".join([readme, user, config])
-
-Path(snakemake.output.combined).write_text(output_text)
diff --git a/workflow/scripts/prepare_capacityfactors_point_layout.py b/workflow/scripts/prepare_capacityfactors_point_layout.py
new file mode 100644
index 0000000..bc9b4f6
--- /dev/null
+++ b/workflow/scripts/prepare_capacityfactors_point_layout.py
@@ -0,0 +1,57 @@
+"""Prepare PV capacityfactors, given a cutout, a layout, shapes to aggregate to and technology specifications."""
+
+import _backend_atlite as _backend_atlite
+import geopandas as gpd
+import pandas as pd
+import yaml
+from _plots import create_plot_map, create_plot_overview
+from _schemas import PointLayout, Shapes
+
+
+def read_yaml(filepath):
+    """Open a yaml file as python dictionary."""
+    with open(filepath) as file:
+        return yaml.safe_load(file)
+
+
+def prepare_capacityfactors_point_layout(
+    path_cutout, path_shapes, path_tech_specs, path_layout, path_output
+):
+    """Prepare capacityfactors aggregated to shapes weighted by a point layout."""
+    # load inputs
+    shapes = gpd.read_parquet(path_shapes)
+    shapes = Shapes.validate(shapes)
+    layout = pd.read_csv(path_layout, index_col=0)
+    layout = PointLayout.validate(layout)
+    tech_specs = read_yaml(path_tech_specs)
+
+    # prepare inputs
+    shapes = shapes.set_index("shape_id")
+
+    # compute capacityfactors
+    capacityfactors = _backend_atlite.cf_aggregated_from_point_layout(
+        path_cutout=path_cutout, layout=layout, shapes=shapes, tech_specs=tech_specs
+    )
+
+    # save output
+    capacityfactors.to_netcdf(path_output)
+
+
+if __name__ == "__main__":
+    prepare_capacityfactors_point_layout(
+        path_cutout=snakemake.input.cutout,
+        path_shapes=snakemake.input.shapes,
+        path_tech_specs=snakemake.input.tech_specs,
+        path_layout=snakemake.input.layout,
+        path_output=snakemake.output.data,
+    )
+    create_plot_map(
+        path_capacityfactors=snakemake.output.data,
+        path_shapes=snakemake.input.shapes,
+        path_map=snakemake.output.plot_map,
+    )
+    create_plot_overview(
+        path_capacityfactors=snakemake.output.data,
+        path_shapes=snakemake.input.shapes,
+        path_plot=snakemake.output.plot_overview,
+    )
diff --git a/workflow/scripts/prepare_capacityfactors_raster_layout.py b/workflow/scripts/prepare_capacityfactors_raster_layout.py
new file mode 100644
index 0000000..3b699f1
--- /dev/null
+++ b/workflow/scripts/prepare_capacityfactors_raster_layout.py
@@ -0,0 +1,57 @@
+"""Prepare PV capacityfactors, given a cutout, a layout, shapes to aggregate to and technology specifications."""
+
+import _backend_atlite as _backend_atlite
+import geopandas as gpd
+import rioxarray as rxr
+import yaml
+from _plots import create_plot_map, create_plot_overview
+from _schemas import Shapes
+
+
+def read_yaml(filepath):
+    """Open a yaml file as python dictionary."""
+    with open(filepath) as file:
+        return yaml.safe_load(file)
+
+
+def prepare_capacityfactors_raster_layout(
+    path_cutout, path_shapes, path_tech_specs, path_layout, path_output
+):
+    """Prepare capacityfactors aggregated to shapes weighted by a raster layout."""
+    # load inputs
+    shapes = gpd.read_parquet(path_shapes)
+    shapes = Shapes.validate(shapes)
+    tech_specs = read_yaml(path_tech_specs)
+    layout = rxr.open_rasterio(path_layout, masked=True)
+
+    # prepare inputs
+    shapes = shapes.set_index("shape_id")
+    layout = layout.fillna(0)
+
+    # compute capacityfactors
+    capacityfactors = _backend_atlite.cf_aggregated_from_raster_layout(
+        path_cutout=path_cutout, layout=layout, shapes=shapes, tech_specs=tech_specs
+    )
+
+    # save output
+    capacityfactors.to_netcdf(path_output)
+
+
+if __name__ == "__main__":
+    prepare_capacityfactors_raster_layout(
+        path_cutout=snakemake.input.cutout,
+        path_shapes=snakemake.input.shapes,
+        path_tech_specs=snakemake.input.tech_specs,
+        path_layout=snakemake.input.layout,
+        path_output=snakemake.output.data,
+    )
+    create_plot_map(
+        path_capacityfactors=snakemake.output.data,
+        path_shapes=snakemake.input.shapes,
+        path_map=snakemake.output.plot_map,
+    )
+    create_plot_overview(
+        path_capacityfactors=snakemake.output.data,
+        path_shapes=snakemake.input.shapes,
+        path_plot=snakemake.output.plot_overview,
+    )