diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index b247bff47..ec2074242 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -1,8 +1,16 @@
 Before asking for a review for this PR make sure to complete the following checklist:
 
-- [ ] Workflow with target rule `ariadne_all` completes without errors
-- [ ] The logic of `export_ariadne_variables` has been adapted to the changes
-- [ ] One or several figures that validate the changes in the PR have been posted as a comment
-- [ ] A brief description of the changes has been added to `Changelog.md`
-- [ ] The latest `main` has been merged into the PR
-- [ ] The config has a new prefix of the format `YYYYMMDDdescriptive_title`
+## Changes proposed in this Pull Request
+
+
+## Checklist
+
+**Required:**
+- [ ] Changes are tested locally and behave as expected.
+- [ ] Code and workflow changes are documented.
+- [ ] A brief description of the changes has been added to `Changelog.md`.
+
+**If applicable:**
+- [ ] Changes in configuration options are reflected in `scripts/lib/validation`.
+- [ ] For new data sources or versions, [these instructions](https://pypsa-eur.readthedocs.io/en/latest/data_sources.html) have been followed.
+- [ ] New rules are documented in the appropriate `doc/*.rst` files.
diff --git a/.github/pypsa-bot.yml b/.github/pypsa-bot.yml
new file mode 100644
index 000000000..a835ee0fc
--- /dev/null
+++ b/.github/pypsa-bot.yml
@@ -0,0 +1,30 @@
+tasks:
+  sync-locks:
+    triggers:
+    - "pixi.toml"
+    - "pixi.lock"
+    stage:
+    - "pixi.lock"
+    - "envs/"
+
+  generate-config:
+    triggers:
+    - "scripts/lib/validation/config/**"
+    stage:
+    - "config/"
+    - "doc/"
+    - "*.yaml"
+    - "*.yml"
+
+app:
+  trusted_users:
+  - daniel-rdt
+  runs:
+  - name: "config.validator.yaml"
+    configfile: "config/test/config.validator.yaml"
+    triggers: [main, pr]
+    cache:
+      key: "validator-{YYYY}-{MM}"
+      dirs: ["data"]
+    import_networks:
+    - "results/validation/networks/base_s_50___2050.nc"
diff --git a/.github/workflows/push-images.yaml b/.github/workflows/push-images.yaml
index 4a8782731..4e08fa08c 100644
--- a/.github/workflows/push-images.yaml
+++ b/.github/workflows/push-images.yaml
@@ -18,9 +18,9 @@ jobs:
       with:
         fetch-depth: 0
 
-    - name: 'Get last commit that changed pixi env'
+    - name: 'Get last commit that changed pixi env or Dockerfile'
       run: |
-        hash_last_changed=$(git log -1 --pretty=format:%H -- pixi.toml pixi.lock)
+        hash_last_changed=$(git log -1 --pretty=format:%H -- pixi.toml pixi.lock docker/dev-env/Dockerfile)
         echo "hash_last_changed=$hash_last_changed" >> $GITHUB_ENV
 
     - name: 'Login to GitHub Container Registry'
diff --git a/.github/workflows/update-lockfile.yaml b/.github/workflows/update-lockfile.yaml
index 5450e16ba..4afb362c6 100644
--- a/.github/workflows/update-lockfile.yaml
+++ b/.github/workflows/update-lockfile.yaml
@@ -1,14 +1,11 @@
 name: Update locked envs
 on:
-  push:
-    paths:
-    - pixi.toml
   schedule:
   - cron: "0 8 1,16 * *" # Bi-weekly
   workflow_dispatch:
 
 jobs:
-  update-locked-environment:
+  update-lockfiles:
     if: ${{ github.ref == 'refs/heads/master' }}
     name: Update lockfiles
     runs-on: ubuntu-latest
@@ -23,37 +20,19 @@ jobs:
       with:
         pixi-version: v0.59.0
 
-    - name: Update lockfile
+    - name: Full resolve (exclude packages newer than 7 days)
+      # Exclude recently published packages to avoid pulling in broken or
+      # yanked releases before upstream has had time to react
       run: |
+        EXCLUDE_DATE=$(date -u -d '7 days ago' +%Y-%m-%dT00:00:00Z)
+        sed -i "/^\[workspace\]/a exclude-newer = \"$EXCLUDE_DATE\"" pixi.toml
         rm pixi.lock
         pixi install --all
+        git checkout pixi.toml
 
-    - name: Create new conda lock files
-      run: |
-        pixi workspace export conda-explicit-spec -e default envs
-        for f in envs/*_conda_spec*; do mv "$f" "${f/_conda_spec/.pin}"; done
-
-    - name: Create new conda environment file
-      run: |
-        pixi workspace export conda-environment -e default envs/environment.yaml -n pypsa-eur
-
-    - name: Upload artifacts
-      uses: actions/upload-artifact@v7
-      with:
-        name: lockfiles
-        path: |
-          pixi.lock
-          envs/
-
-  create-pull-request:
-    needs: update-locked-environment
-    runs-on: ubuntu-latest
-    steps:
-    - uses: actions/checkout@v6
-    - name: Download all artifacts
-      uses: actions/download-artifact@v8
-      with:
-        name: lockfiles
+    - name: Export conda environment files
+      if: ${{ !vars.PYPSA_BOT_ID }}
+      run: pixi run sync-locks
 
     - name: Create Pull Request
       uses: peter-evans/create-pull-request@v8
@@ -64,5 +43,5 @@ jobs:
         body: |
           Automatically generated PR to update the pixi lockfile.
 
-          **Note: Do not merge without manual test execution. Either update the branch to trigger tests, or use `workflow_dispatch` to run tests manually. Unlike standard PRs, tests will not run automatically.**
+          **Note: Do not merge without manual test execution, unless pypsa-bot has already exported the environment files and triggered tests.**
         commit-message: "Update locked environment files for all platforms"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 761daa77a..f6232dd80 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 # SPDX-FileCopyrightText: Contributors to PyPSA-Eur <https://github.com/pypsa/pypsa-eur>
 #
 # SPDX-License-Identifier: CC0-1.0
-exclude: "^LICENSES|^config/schema\\.json$|^config/config\\.default\\.yaml$"
+exclude: "^LICENSES|^config/schema\\.default[\\.]*.*\\.json$|^config/config\\.default[\\.]*.*\\.yaml$"
 
 ci:
   autoupdate_schedule: quarterly
diff --git a/README.md b/README.md
index bc8970a54..619b372e7 100644
--- a/README.md
+++ b/README.md
@@ -114,9 +114,9 @@ SPDX-FileCopyrightText: Contributors to PyPSA-Eur <https://github.com/pypsa/pyps
 SPDX-License-Identifier: CC-BY-4.0
 -->
 
-![GitHub release (latest by date including pre-releases)](https://img.shields.io/github/v/release/pypsa/pypsa-eur?include_prereleases)
-[![Test workflows](https://github.com/pypsa/pypsa-eur/actions/workflows/test.yaml/badge.svg)](https://github.com/pypsa/pypsa-eur/actions/workflows/test.yaml)
+[![GitHub release (latest by date including pre-releases)](https://img.shields.io/github/v/release/pypsa/pypsa-eur?include_prereleases)](https://github.com/PyPSA/pypsa-eur/releases)
 [![Documentation](https://readthedocs.org/projects/pypsa-eur/badge/?version=latest)](https://pypsa-eur.readthedocs.io/en/latest/?badge=latest)
+[![Test workflows](https://github.com/pypsa/pypsa-eur/actions/workflows/test.yaml/badge.svg)](https://github.com/pypsa/pypsa-eur/actions/workflows/test.yaml)
 ![Size](https://img.shields.io/github/repo-size/pypsa/pypsa-eur)
 [![Zenodo PyPSA-Eur](https://zenodo.org/badge/DOI/10.5281/zenodo.3520874.svg)](https://doi.org/10.5281/zenodo.3520874)
 [![Zenodo PyPSA-Eur-Sec](https://zenodo.org/badge/DOI/10.5281/zenodo.3938042.svg)](https://doi.org/10.5281/zenodo.3938042)
diff --git a/Snakefile b/Snakefile
index 706a480c1..1499943b1 100644
--- a/Snakefile
+++ b/Snakefile
@@ -2,13 +2,14 @@
 #
 # SPDX-License-Identifier: MIT
 
+import copy
 from pathlib import Path
 import yaml
 import sys
 from os.path import normpath, exists, join
 from shutil import copyfile, move, rmtree, unpack_archive
 from dotenv import load_dotenv
-from snakemake.utils import min_version
+from snakemake.utils import min_version, update_config
 
 load_dotenv()
 
@@ -33,6 +34,17 @@ validate_config(config)
 
 run = config["run"]
 scenarios = get_scenarios(run)
+
+for scenario_name, scenario_overrides in scenarios.items():
+    merged = copy.deepcopy(config)
+    update_config(merged, scenario_overrides)
+    try:
+        validate_config(merged)
+    except Exception as e:
+        raise ValueError(
+            f"Scenario '{scenario_name}' failed config validation: {e}"
+        ) from e
+
 RDIR = get_rdir(run)
 shadow_config = get_shadow(run)
 
diff --git a/config/config.de.yaml b/config/config.de.yaml
index 882475e62..21f8d2248 100644
--- a/config/config.de.yaml
+++ b/config/config.de.yaml
@@ -425,7 +425,6 @@ solving:
     transmission_losses: true
     custom_extra_functionality: "../scripts/pypsa-de/additional_functionality.py"
     assign_all_duals: true
-    load_shedding: false
     skip_iterations: true # settings for post-discretization: false
     min_iterations: 1 # settings for post-discretization: 1
     max_iterations: 1 # settings for post-discretization: 1
diff --git a/config/config.default.yaml b/config/config.default.yaml
index a7443e130..4af1f5aa4 100644
--- a/config/config.default.yaml
+++ b/config/config.default.yaml
@@ -187,7 +187,7 @@ electricity:
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#atlite
 atlite:
   default_cutout: "europe-2013-sarah3-era5"
-  nprocesses: 16
+  nprocesses: 1
   show_progress: false
   plot_availability_matrix: false
   cutouts:
@@ -582,7 +582,7 @@ solar_thermal:
 # docs in https://pypsa-eur.readthedocs.io/en/latest/configuration.html#existing_capacities
 existing_capacities:
   grouping_years_power:
-  - 1920
+  - 1900
   - 1950
   - 1955
   - 1960
@@ -1147,7 +1147,16 @@ adjustments:
 solving:
   options:
     clip_p_max_pu: 0.01
-    load_shedding: false
+    load_shedding:
+      enable: false
+      default_cost: 100000
+      all_carriers: true
+      carriers: {}
+    load_sinks:
+      enable: false
+      default_cost: 100000
+      all_carriers: false
+      carriers: {}
     curtailment_mode: false
     noisy_costs: true
     skip_iterations: true
diff --git a/config/examples/config.validation.yaml b/config/examples/config.validation.yaml
index b43455ae2..d48b5295b 100644
--- a/config/examples/config.validation.yaml
+++ b/config/examples/config.validation.yaml
@@ -81,7 +81,8 @@ clustering:
 
 solving:
   options:
-    load_shedding: true
+    load_shedding:
+      enable: true
     rolling_horizon: false
     horizon: 1000
     overlap: 48
diff --git a/config/schema.default.json b/config/schema.default.json
index 220d3874e..91152b3c9 100644
--- a/config/schema.default.json
+++ b/config/schema.default.json
@@ -175,7 +175,7 @@
           "description": "Defines a default cutout. Can refer to a single cutout or a list of cutouts."
         },
         "nprocesses": {
-          "default": 16,
+          "default": 1,
           "description": "Number of parallel processes in cutout preparation.",
           "type": "integer"
         },
@@ -2403,6 +2403,11 @@
           "description": "Default lifetime for heating technologies (years).",
           "type": "integer"
         },
+        "solar_rooftop_ratio": {
+          "default": 0.5,
+          "description": "Ratio of existing solar capacity to assign to rooftop vs utility-scale (between 0 and 1).",
+          "type": "number"
+        },
         "conventional_carriers": {
           "description": "List of conventional power plants to include in the sectoral network.",
           "items": {
@@ -5206,16 +5211,64 @@
               "type": "number"
             },
             "load_shedding": {
-              "anyOf": [
-                {
+              "description": "Configuration for `solving.options.load_shedding` settings.",
+              "properties": {
+                "enable": {
+                  "default": false,
+                  "description": "Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
                   "type": "boolean"
                 },
-                {
+                "default_cost": {
+                  "default": 100000,
+                  "description": "The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+                  "exclusiveMinimum": 0,
                   "type": "number"
+                },
+                "all_carriers": {
+                  "default": true,
+                  "description": "Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+                  "type": "boolean"
+                },
+                "carriers": {
+                  "additionalProperties": {
+                    "exclusiveMinimum": 0,
+                    "type": "number"
+                  },
+                  "default": {},
+                  "description": "Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+                  "type": "object"
                 }
-              ],
-              "default": false,
-              "description": "Add generators with very high marginal cost to simulate load shedding and avoid problem infeasibilities. If load shedding is a float, it denotes the marginal cost in EUR/kWh."
+              }
+            },
+            "load_sinks": {
+              "description": "Configuration for `solving.options.load_sinks` settings.",
+              "properties": {
+                "enable": {
+                  "default": false,
+                  "description": "Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+                  "type": "boolean"
+                },
+                "default_cost": {
+                  "default": 100000,
+                  "description": "The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+                  "exclusiveMinimum": 0,
+                  "type": "number"
+                },
+                "all_carriers": {
+                  "default": false,
+                  "description": "Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+                  "type": "boolean"
+                },
+                "carriers": {
+                  "additionalProperties": {
+                    "exclusiveMinimum": 0,
+                    "type": "number"
+                  },
+                  "default": {},
+                  "description": "Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+                  "type": "object"
+                }
+              }
             },
             "curtailment_mode": {
               "default": false,
@@ -6722,6 +6775,66 @@
         }
       }
     },
+    "_LoadSheddingConfig": {
+      "description": "Configuration for `solving.options.load_shedding` settings.",
+      "properties": {
+        "enable": {
+          "default": false,
+          "description": "Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
+          "type": "boolean"
+        },
+        "default_cost": {
+          "default": 100000,
+          "description": "The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+          "exclusiveMinimum": 0,
+          "type": "number"
+        },
+        "all_carriers": {
+          "default": true,
+          "description": "Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+          "type": "boolean"
+        },
+        "carriers": {
+          "additionalProperties": {
+            "exclusiveMinimum": 0,
+            "type": "number"
+          },
+          "default": {},
+          "description": "Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+          "type": "object"
+        }
+      }
+    },
+    "_LoadSinksConfig": {
+      "description": "Configuration for `solving.options.load_sinks` settings.",
+      "properties": {
+        "enable": {
+          "default": false,
+          "description": "Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+          "type": "boolean"
+        },
+        "default_cost": {
+          "default": 100000,
+          "description": "The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+          "exclusiveMinimum": 0,
+          "type": "number"
+        },
+        "all_carriers": {
+          "default": false,
+          "description": "Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+          "type": "boolean"
+        },
+        "carriers": {
+          "additionalProperties": {
+            "exclusiveMinimum": 0,
+            "type": "number"
+          },
+          "default": {},
+          "description": "Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+          "type": "object"
+        }
+      }
+    },
     "_MaxHoursConfig": {
       "description": "Configuration for `electricity.max_hours` settings.",
       "properties": {
@@ -7705,16 +7818,64 @@
           "type": "number"
         },
         "load_shedding": {
-          "anyOf": [
-            {
+          "description": "Configuration for `solving.options.load_shedding` settings.",
+          "properties": {
+            "enable": {
+              "default": false,
+              "description": "Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
               "type": "boolean"
             },
-            {
+            "default_cost": {
+              "default": 100000,
+              "description": "The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+              "exclusiveMinimum": 0,
               "type": "number"
+            },
+            "all_carriers": {
+              "default": true,
+              "description": "Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+              "type": "boolean"
+            },
+            "carriers": {
+              "additionalProperties": {
+                "exclusiveMinimum": 0,
+                "type": "number"
+              },
+              "default": {},
+              "description": "Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+              "type": "object"
             }
-          ],
-          "default": false,
-          "description": "Add generators with very high marginal cost to simulate load shedding and avoid problem infeasibilities. If load shedding is a float, it denotes the marginal cost in EUR/kWh."
+          }
+        },
+        "load_sinks": {
+          "description": "Configuration for `solving.options.load_sinks` settings.",
+          "properties": {
+            "enable": {
+              "default": false,
+              "description": "Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+              "type": "boolean"
+            },
+            "default_cost": {
+              "default": 100000,
+              "description": "The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+              "exclusiveMinimum": 0,
+              "type": "number"
+            },
+            "all_carriers": {
+              "default": false,
+              "description": "Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+              "type": "boolean"
+            },
+            "carriers": {
+              "additionalProperties": {
+                "exclusiveMinimum": 0,
+                "type": "number"
+              },
+              "default": {},
+              "description": "Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+              "type": "object"
+            }
+          }
         },
         "curtailment_mode": {
           "default": false,
@@ -8631,7 +8792,7 @@
           "description": "Defines a default cutout. Can refer to a single cutout or a list of cutouts."
         },
         "nprocesses": {
-          "default": 16,
+          "default": 1,
           "description": "Number of parallel processes in cutout preparation.",
           "type": "integer"
         },
@@ -10393,6 +10554,11 @@
           "description": "Default lifetime for heating technologies (years).",
           "type": "integer"
         },
+        "solar_rooftop_ratio": {
+          "default": 0.5,
+          "description": "Ratio of existing solar capacity to assign to rooftop vs utility-scale (between 0 and 1).",
+          "type": "number"
+        },
         "conventional_carriers": {
           "description": "List of conventional power plants to include in the sectoral network.",
           "items": {
@@ -12095,16 +12261,64 @@
               "type": "number"
             },
             "load_shedding": {
-              "anyOf": [
-                {
+              "description": "Configuration for `solving.options.load_shedding` settings.",
+              "properties": {
+                "enable": {
+                  "default": false,
+                  "description": "Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
                   "type": "boolean"
                 },
-                {
+                "default_cost": {
+                  "default": 100000,
+                  "description": "The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+                  "exclusiveMinimum": 0,
                   "type": "number"
+                },
+                "all_carriers": {
+                  "default": true,
+                  "description": "Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+                  "type": "boolean"
+                },
+                "carriers": {
+                  "additionalProperties": {
+                    "exclusiveMinimum": 0,
+                    "type": "number"
+                  },
+                  "default": {},
+                  "description": "Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+                  "type": "object"
                 }
-              ],
-              "default": false,
-              "description": "Add generators with very high marginal cost to simulate load shedding and avoid problem infeasibilities. If load shedding is a float, it denotes the marginal cost in EUR/kWh."
+              }
+            },
+            "load_sinks": {
+              "description": "Configuration for `solving.options.load_sinks` settings.",
+              "properties": {
+                "enable": {
+                  "default": false,
+                  "description": "Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+                  "type": "boolean"
+                },
+                "default_cost": {
+                  "default": 100000,
+                  "description": "The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+                  "exclusiveMinimum": 0,
+                  "type": "number"
+                },
+                "all_carriers": {
+                  "default": false,
+                  "description": "Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+                  "type": "boolean"
+                },
+                "carriers": {
+                  "additionalProperties": {
+                    "exclusiveMinimum": 0,
+                    "type": "number"
+                  },
+                  "default": {},
+                  "description": "Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+                  "type": "object"
+                }
+              }
             },
             "curtailment_mode": {
               "default": false,
diff --git a/config/test/config.myopic.yaml b/config/test/config.myopic.yaml
index 86887bec6..e76df5a39 100644
--- a/config/test/config.myopic.yaml
+++ b/config/test/config.myopic.yaml
@@ -68,7 +68,7 @@ sector:
 
 electricity:
   extendable_carriers:
-    Generator: [OCGT, solar, onwind, OCGT, CCGT, nuclear]
+    Generator: [solar, onwind, OCGT, CCGT, nuclear]
     StorageUnit: [battery]
     Store: [H2]
     Link: [H2 pipeline]
diff --git a/config/test/config.overnight.yaml b/config/test/config.overnight.yaml
index af763f070..f2ba5209e 100644
--- a/config/test/config.overnight.yaml
+++ b/config/test/config.overnight.yaml
@@ -29,7 +29,7 @@ snapshots:
 electricity:
 
   extendable_carriers:
-    Generator: [OCGT, solar, onwind, OCGT, CCGT, nuclear]
+    Generator: [solar, onwind, OCGT, CCGT, nuclear]
     StorageUnit: [battery]
     Store: [H2]
     Link: [H2 pipeline]
diff --git a/config/test/config.validator.yaml b/config/test/config.validator.yaml
index 87dfe6377..48c1fc88c 100644
--- a/config/test/config.validator.yaml
+++ b/config/test/config.validator.yaml
@@ -12,5 +12,4 @@ run:
 
 clustering:
   temporal:
-    resolution_elec: 365H
     resolution_sector: 365H
diff --git a/doc/validation_dev.rst b/doc/validation_dev.rst
index 81a871beb..ee246d3f3 100644
--- a/doc/validation_dev.rst
+++ b/doc/validation_dev.rst
@@ -195,6 +195,7 @@ In the below example, two updates are made to the default config.
 
     class ClusteringConfigUpdater(ConfigUpdater):
         name: str = "update_clustering"
+        docs_url: str | None = None # no attempt will be made at updating the URL.
 
         def update(self) -> type[ConfigSchema]:
             # To update and existing config item, we need it's most recent state, as defined in `self.base_config`
@@ -222,6 +223,7 @@ In the below example, two updates are made to the default config.
 
     class NewConfigItem(ConfigUpdater):
         name: str = "new_section"
+        docs_url: str | None = "https://my-own-docs.readthedocs.org/config.html#{field_name}"
 
         def update(self) -> type[ConfigSchema]:
             new_schema = self._apply_updates(
@@ -243,6 +245,13 @@ This is sufficient for both updates to be imported.
     you would now generate ``config/config.default.update_clustering.new_section.yaml``.
     To override the base ``config/config.default.yaml``, you can set the ``name`` property of your updater classes to empty strings: ``""``.
 
+.. admonition:: Docs URL
+
+    The generated default config file will reference a documentation URL above every top-level key.
+    When using updating with your own config schema, you may well want to also refer to your own documentation.
+    You can set the ``docs_url`` property to refer to a different URL to the default (which is the PyPSA-Eur documentation).
+    Any reference to ``{field_name}`` in the string will be formatted to the top-level key above which the URL comment is being placed in the config, to allow for fine-grained references.
+
 .. admonition:: Chaining updates
 
     Several separate update scripts can exist and be used to create chained updates of the schema.
diff --git a/docker/dev-env/Dockerfile b/docker/dev-env/Dockerfile
index 0f0419943..0dabfd715 100644
--- a/docker/dev-env/Dockerfile
+++ b/docker/dev-env/Dockerfile
@@ -2,7 +2,7 @@
 #
 # SPDX-License-Identifier: CC0-1.0
 
-FROM ghcr.io/prefix-dev/pixi:0.63.2 AS build
+FROM ghcr.io/prefix-dev/pixi:0.63.2
 
 LABEL org.opencontainers.image.source=https://github.com/PyPSA/pypsa-eur
 
@@ -12,17 +12,16 @@ RUN apt-get update && \
     apt-get install -y --no-install-recommends bash git && \
     rm -rf /var/lib/apt/lists/*
 
-WORKDIR /pypsa-eur
+# Install pixi env at /opt/pixi-env (allow for bind mounts)
+COPY pixi.toml pixi.lock /opt/pixi-env/
+RUN cd /opt/pixi-env && pixi install -e default && pixi clean cache --yes
 
-COPY pixi.toml pixi.lock ./
+WORKDIR /workspace
 
-RUN pixi install -e default && pixi clean cache --yes
-RUN pixi shell-hook -e default > /shell-hook.sh
+# Link pre-installed pixi env into workspace, activate environment and run command
+RUN echo '[ ! -e /workspace/.pixi ] && ln -s /opt/pixi-env/.pixi /workspace/.pixi' > /entrypoint.sh && \
+    pixi shell-hook -e default --manifest-path /opt/pixi-env/pixi.toml >> /entrypoint.sh && \
+    echo 'exec "$@"' >> /entrypoint.sh
 
-# extend the shell-hook script to run the command passed to the container
-RUN echo 'exec "$@"' >> /shell-hook.sh
-
-# set the entrypoint to the shell-hook script (activate the environment and run the command)
-# no more pixi needed in the prod container
-ENTRYPOINT ["/bin/bash", "/shell-hook.sh"]
+ENTRYPOINT ["/bin/bash", "/entrypoint.sh"]
 CMD ["bash"]
diff --git a/envs/default_linux-64.pin.txt b/envs/default_linux-64.pin.txt
index 83837e016..d0eaa9ec3 100644
--- a/envs/default_linux-64.pin.txt
+++ b/envs/default_linux-64.pin.txt
@@ -10,12 +10,12 @@ https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.con
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda#47e340acb35de30501a76c7c799c41d7
 https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda#d7d95fc8287ea7bf33e0e7116d2b95ec
 https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda#94305520c52a4aa3f6c2b1ff6008d9f8
-https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.1.4-hbd8a1cb_0.conda#bddacf101bb4dd0e51811cb69c7790e2
+https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.2.25-hbd8a1cb_0.conda#4492fd26db29495f0ba23f146cd5638d
 https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.1-h35e630c_1.conda#f61eb8cd60ff9057122a3d338b99c00f
 https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.3-h5347b49_0.conda#db409b7c1720428638e7c0d509d3e1b5
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h934c35e_18.conda#1b08cd684f34175e4514474793d44bcb
 https://conda.anaconda.org/conda-forge/linux-64/icu-78.2-h33c6efd_0.conda#186a18e3ba246eccfc7cff00cd19a870
-https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.51.2-hf4e2dac_0.conda#da5be73701eecd0e8454423fd6ffcf30
+https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.52.0-hf4e2dac_0.conda#fd893f6a3002a635b5e50ceb9dd2c0f4
 https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_1.conda#2c21e66f50753a083cbe6b80f38268fa
 https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.2-hb03c661_0.conda#c7c83eecbb72d88b940c249af56c8b17
 https://conda.anaconda.org/conda-forge/linux-64/libffi-3.5.2-h3435931_0.conda#a360c33a5abe61c07959e449fa1453eb
@@ -33,12 +33,14 @@ https://conda.anaconda.org/conda-forge/linux-64/libblas-3.11.0-5_h4a7cf45_openbl
 https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.11.0-5_h47877c9_openblas.conda#b38076eb5c8e40d0106beda6f95d7609
 https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.11.0-5_h0358290_openblas.conda#6636a2b6f1a87572df2970d3ebc87cc0
 https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.2-py313hf6604e3_1.conda#ca9c6ba4beac38cb3d0a85afde27f94c
-https://conda.anaconda.org/conda-forge/linux-64/scipy-1.17.0-py313h4b8bb8b_1.conda#2b18fe5b4b2d1611ddf8c2f080a46563
-https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda#1d00d46c634177fc8ede8b99d6089239
+https://conda.anaconda.org/conda-forge/linux-64/scipy-1.17.1-py313h4b8bb8b_0.conda#ec81bc03787968decae6765c7f61b7cf
+https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda#8e194e7b992f99a5015edbd4ebd38efd
 https://conda.anaconda.org/conda-forge/noarch/joblib-1.5.3-pyhd8ed1ab_0.conda#615de2a4d97af50c350e5cf160149e77
 https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.8.0-np2py313h16d504d_1.conda#d43a148434f123b3e060780d84a05ddc
-https://conda.anaconda.org/conda-forge/noarch/ply-3.11-pyhd8ed1ab_3.conda#fd5062942bfa1b0bd5e0d2a4397b099e
-https://conda.anaconda.org/conda-forge/linux-64/pyomo-6.9.5-py313h7033f15_0.conda#920a5ce9078a275fc0313ee3717fd268
+https://conda.anaconda.org/conda-forge/linux-64/pyomo-6.10.0-py313h7033f15_0.conda#26fe2bb1244021a8fa4d0ba0f612eb6c
+https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda#58335b26c38bf4a20f399384c33cbcf9
+https://conda.anaconda.org/conda-forge/noarch/narwhals-2.18.0-pyhcf101f3_0.conda#bc317f07dd82e410012684d2e3a9c06d
+https://conda.anaconda.org/conda-forge/noarch/plotly-6.6.0-pyhd8ed1ab_0.conda#3e9427ee186846052e81fadde8ebe96a
 https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda#bc8e3267d44011051f2eb14d22fb0960
 https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda#7ead57407430ba33f681738905278d03
 https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda#3339e3b65d58accf4ca4fb8748ab16b3
@@ -46,7 +48,7 @@ https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01
 https://conda.anaconda.org/conda-forge/linux-64/pandas-2.3.3-py313h08cd8bf_2.conda#8a69ea71fdd37bfe42a28f0967dbb75a
 https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda#a2c1eeadae7a309daed9d62c96012a2b
 https://conda.anaconda.org/conda-forge/linux-64/highspy-1.13.1-np2py313h73dcb5b_0.conda#df8affd8e4be7451214b4e5e8c7071a8
-https://conda.anaconda.org/conda-forge/noarch/tsam-2.3.1-pyhd8ed1ab_0.conda#ed5f5e0cbc50f05631813b0d48021de1
+https://conda.anaconda.org/conda-forge/noarch/tsam-3.1.2-pyhc364b38_0.conda#9a6d1f8625abaadb56bcab6b01be3eb3
 https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda#12c566707c80111f9799308d9e265aef
 https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py313hf46b229_1.conda#d0616e7935acab407d1543b28c446f6f
 https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py313h54dd161_1.conda#710d4663806d0f72b2fb414e936223b5
@@ -54,12 +56,12 @@ https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f
 https://conda.anaconda.org/conda-forge/noarch/tqdm-loggable-0.3-pyhd8ed1ab_0.conda#c97b99b1f4f76708edbe7b5811d95da9
 https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.17.3-py313h07c4f96_1.conda#c2662497e9a9ff2153753682f53989c9
 https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda#6fc48bef3b400c82abaee323a9d4e290
-https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda#58335b26c38bf4a20f399384c33cbcf9
-https://conda.anaconda.org/conda-forge/noarch/configargparse-1.7.1-pyhe01879c_0.conda#18dfeef40f049992f4b46b06e6f3b497
+https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhcf101f3_3.conda#d0fc809fa4c4d85e959ce4ab6e1de800
+https://conda.anaconda.org/conda-forge/noarch/configargparse-1.7.5-pyhcf101f3_0.conda#12389a21e7f69704b0ae77f44355e30b
 https://conda.anaconda.org/conda-forge/noarch/argparse-dataclass-2.0.0-pyhd8ed1ab_1.conda#3c0e753fd317fa10d34020a2bc8add8e
-https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.22.0-pyhd4c3c12_0.conda#e9bb00d8c7d26a5cd220d3d73bee45fb
+https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.23.0-pyh84498cf_0.conda#9e6c1430992f6fe49bc25030426f5969
 https://conda.anaconda.org/conda-forge/noarch/reretry-0.11.8-pyhd8ed1ab_1.conda#b965b0dfdb3c89966a6a25060f73aa67
-https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.2-pyhd4c3c12_0.conda#b894c6a2d0612da952c9989ac7a22d16
+https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.3-pyh84498cf_0.conda#c4ef3a38917ff6cccf1697a3608d3a23
 https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda#461219d1a5bd61342293efa2c0c90eac
 https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda#8e6923fc12f1fe8f8c4e5c9f343256ac
 https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda#0a802cb9888dd14eeefc611f05c40b6e
@@ -68,16 +70,16 @@ https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py313hf15971
 https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.3.0-py313h18e8e13_0.conda#d9e90792551a527200637e23a915dd79
 https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda#9272daa869e03efe68833e3dc7a02130
 https://conda.anaconda.org/conda-forge/noarch/idna-3.11-pyhd8ed1ab_0.conda#53abe63df7e10a6ba605dc5f9f961d36
-https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.4-pyhd8ed1ab_0.conda#a22d1fd9bf98827e280a02875d9a007a
-https://conda.anaconda.org/conda-forge/noarch/certifi-2026.1.4-pyhd8ed1ab_0.conda#eacc711330cd46939f66cd401ff9c44b
+https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda#beb628209b2b354b98203066f90b3287
+https://conda.anaconda.org/conda-forge/noarch/certifi-2026.2.25-pyhd8ed1ab_0.conda#765c4d97e877cdbbb88ff33152b86125
 https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhcf101f3_1.conda#c65df89a0b2e321045a9e01d1337b182
-https://conda.anaconda.org/conda-forge/noarch/pyjwt-2.11.0-pyhd8ed1ab_0.conda#f9517d2fe1501919d7a236aba73409bb
+https://conda.anaconda.org/conda-forge/noarch/pyjwt-2.12.1-pyhcf101f3_0.conda#b27a9f4eca2925036e43542488d3a804
 https://conda.anaconda.org/conda-forge/linux-64/cryptography-46.0.5-py313heb322e3_0.conda#964f25e322b16cae073da8f5b7adf123
 https://conda.anaconda.org/conda-forge/noarch/blinker-1.9.0-pyhff2d567_0.conda#42834439227a4551b939beeeb8a4b085
 https://conda.anaconda.org/conda-forge/noarch/oauthlib-3.3.1-pyhd8ed1ab_0.conda#d4f3f31ee39db3efecb96c0728d4bdbf
 https://conda.anaconda.org/conda-forge/noarch/requests-oauthlib-1.4.0-pyhd8ed1ab_0.conda#a55b220de8970208f583e38639cfbecc
 https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-http-0.3.0-pyhdfd78af_0.tar.bz2#269943ac6637718947763b4f989710fc
-https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.9.2-pyhcf101f3_0.conda#4fefefb892ce9cc1539405bec2f1a6cd
+https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.9.4-pyhcf101f3_0.conda#82c1787f2a65c0155ef9652466ee98d6
 https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_2.conda#03fe290994c5e4ec17293cfb6bdce520
 https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhcf101f3_1.conda#b8993c19b0c32a2f7b66cbb58ca27069
 https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.1-pyhd8ed1ab_0.conda#8e662bd460bda79b1ea39194e3c4c9ab
@@ -89,18 +91,27 @@ https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda#a77f
 https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.3-py313h3dea7bd_1.conda#f256753e840c3cd3766488c9437a8f8b
 https://conda.anaconda.org/conda-forge/noarch/dpath-2.2.0-pyha770c72_1.conda#7b2af124684a994217e62c641bca2e48
 https://conda.anaconda.org/conda-forge/noarch/yte-1.9.4-pyhd8ed1ab_0.conda#89d5edf5d52d3bc1ed4d7d3feef508ba
-https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda#de98449f11d48d4b52eefb354e2bfe35
+https://conda.anaconda.org/conda-forge/noarch/tenacity-9.1.4-pyhcf101f3_0.conda#043f0599dc8aa023369deacdb5ac24eb
+https://conda.anaconda.org/conda-forge/noarch/tabulate-0.10.0-pyhcf101f3_0.conda#3b887b7b3468b0f494b4fad40178b043
+https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda#edd329d7d3a4ab45dcf905899a7a6115
+https://conda.anaconda.org/conda-forge/linux-64/greenlet-3.3.2-py313h5d5ffb9_0.conda#0199b03b39892320265af92b5e3e9093
+https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.48-py313h54dd161_0.conda#51a6cb32144ac68479a96d75e3e72bfc
+https://conda.anaconda.org/conda-forge/noarch/typing-inspection-0.4.2-pyhd8ed1ab_1.conda#a0a4a3035667fc34f29bfbd5c190baa6
+https://conda.anaconda.org/conda-forge/linux-64/pydantic-core-2.41.5-py313h843e2db_1.conda#f27c39a1906771bbe56cd26a76bf0b8b
+https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_1.conda#2934f256a8acfe48f6ebb4fce6cde29c
+https://conda.anaconda.org/conda-forge/noarch/pydantic-2.12.5-pyhcf101f3_1.conda#c3946ed24acdb28db1b5d63321dbca7d
+https://conda.anaconda.org/conda-forge/noarch/sqlmodel-0.0.37-pyhcf101f3_0.conda#00e6147bef9a85139099c9861c3b976b
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda#1500fccf5e46c7f91d14925449ff3632
 https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda#e6fd8cfb23b294da699e395dbc968d11
-https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2#cbb15afc697a71cc9a0e9bfd75ae59cc
-https://conda.anaconda.org/bioconda/noarch/snakemake-interface-executor-plugins-9.3.9-pyhdfd78af_0.tar.bz2#e75b9c422bcc3c9b52679dedb84f3b71
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diff --git a/envs/default_osx-64.pin.txt b/envs/default_osx-64.pin.txt
index 04c5afde5..4267359c1 100644
--- a/envs/default_osx-64.pin.txt
+++ b/envs/default_osx-64.pin.txt
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diff --git a/envs/default_osx-arm64.pin.txt b/envs/default_osx-arm64.pin.txt
index 93e5ba836..5718dc8df 100644
--- a/envs/default_osx-arm64.pin.txt
+++ b/envs/default_osx-arm64.pin.txt
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diff --git a/envs/default_win-64.pin.txt b/envs/default_win-64.pin.txt
index 07800879b..c8ec509af 100644
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+https://conda.anaconda.org/conda-forge/win-64/cytoolz-1.1.0-py313h5ea7bf4_2.conda#40263096906457fbffe51f7dc2265728
+https://conda.anaconda.org/conda-forge/noarch/distributed-2026.1.2-pyhcf101f3_1.conda#3c155e2914169b807ebb4027a8c0999c
+https://conda.anaconda.org/conda-forge/noarch/bokeh-3.9.0-pyhd8ed1ab_0.conda#b9a6da57e94cd12bd71e7ab0713ef052
+https://conda.anaconda.org/conda-forge/noarch/dask-2026.1.2-pyhcf101f3_1.conda#8826c749da19cdeff0a987411ba6dcd2
 https://conda.anaconda.org/conda-forge/noarch/findlibs-0.1.2-pyhd8ed1ab_0.conda#fa9e9ec7bf26619a8edd3e11155f15d6
 https://conda.anaconda.org/conda-forge/win-64/freeglut-3.2.2-he0c23c2_3.conda#5872031ef7cba8435ff24af056777473
-https://conda.anaconda.org/conda-forge/win-64/jasper-4.2.8-h8ad263b_0.conda#f25a27d9c58ef3a63173f372edef0639
-https://conda.anaconda.org/conda-forge/win-64/eccodes-2.45.0-h2bffdaa_0.conda#d2813976958e0066e083e5e7f8e3480e
-https://conda.anaconda.org/conda-forge/win-64/python-eccodes-2.45.0-np2py313haacffc7_1.conda#82fe43e13ca2ca5efc8251da86362acf
+https://conda.anaconda.org/conda-forge/win-64/jasper-4.2.9-h8ad263b_0.conda#639b25d49a9b147fbb193af0053eca96
+https://conda.anaconda.org/conda-forge/win-64/eccodes-2.46.0-h2bffdaa_0.conda#b67461a22f04b331bffd046bcfa4c7ac
+https://conda.anaconda.org/conda-forge/win-64/python-eccodes-2.46.0-np2py313haacffc7_0.conda#98ea8d4f4f79f3fafdbc48de466561ef
 https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda#0f12f8436a2a238e255d49ea3f8aefe2
 https://conda.anaconda.org/conda-forge/noarch/multiurl-0.3.7-pyhd8ed1ab_0.conda#e585c71c2ed48e4eee1663d627ddcd47
 https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda#d957f10f516dcdeb9e382c91d771df12
diff --git a/envs/environment.yaml b/envs/environment.yaml
index 1d6e781fa..80ca5abd0 100644
--- a/envs/environment.yaml
+++ b/envs/environment.yaml
@@ -14,7 +14,7 @@ dependencies:
 - ruamel.yaml
 - jpype1
 # common packages 
-- atlite >=0.3
+- atlite >=0.3,!=0.5.0
 - bokeh >=3.8.0
 - cartopy >=0.25.0
 - copernicusmarine >=2.2.4
@@ -81,4 +81,5 @@ dependencies:
 - snakemake-logger-plugin-pypsa >=0.1.0
 - pydeflate >=2.3.4
 - grpcio <1.78
+- snakemake-logger-plugin-snkmt ==0.1.6
 - snakemake-executor-plugin-slurm >=1.9.2
diff --git a/pixi.lock b/pixi.lock
index c3f35f087..803a7e308 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -16,6 +16,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.13.3-py312h5d8c7f2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/aiosqlite-0.21.0-pyhaa4b35c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/alembic-1.18.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.15.3-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ampl-asl-1.0.0-h5888daf_2.conda
@@ -59,6 +60,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.18.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.3.0-py312h90b7ffd_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bcrypt-5.0.0-py312h868fb18_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/beaupy-3.11.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.3.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.3.0-hbca2aae_1.conda
@@ -134,6 +136,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/emoji-2.15.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/entsoe-py-0.7.10-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/epoxy-1.5.10-hb03c661_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/et_xmlfile-2.0.0-pyhd8ed1ab_1.conda
@@ -371,6 +374,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxslt-1.1.43-h711ed8c_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzip-1.11.2-h6991a6a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/linkify-it-py-2.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/linopy-0.6.4-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/locket-1.0.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/loguru-0.7.3-pyh707e725_0.conda
@@ -387,6 +391,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.10.8-py312he3d6523_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.2.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mdit-py-plugins-0.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/memory_profiler-0.61.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/metis-5.1.0-hd0bcaf9_1007.conda
@@ -514,6 +519,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-slugify-8.0.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-utils-3.9.1-pyhff2d567_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-yakh-0.4.1-pyhff2d567_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyu2f-0.1.5-pyhd8ed1ab_1.conda
@@ -522,6 +528,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py312hda471dd_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/qhull-2020.2-h434a139_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/qt6-main-6.10.2-hb82b983_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/questo-0.4.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/rapidfuzz-3.14.3-py312h1289d80_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.5.0-py312hcedc861_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/rasterstats-0.20.0-pyhd8ed1ab_2.conda
@@ -568,16 +575,18 @@ environments:
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-slurm-jobstep-0.4.0-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.22.0-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-executor-plugins-9.3.9-pyhdfd78af_0.tar.bz2
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-2.0.1-pyh84498cf_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.2-pyhd4c3c12_0.conda
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.1.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.2.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-snkmt-0.1.6-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.16.3-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-cached-http-0.3-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-http-0.3.0-pyhdfd78af_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/snappy-1.2.2-h03e3b7b_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snkmt-0.4.0-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/snuggs-1.4.7-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/sortedcontainers-2.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8.3-pyhd8ed1ab_0.conda
@@ -608,6 +617,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/tenacity-9.1.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyhc90fa1f_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/text-unidecode-1.3-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/textual-8.2.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/time-machine-2.19.0-py312h5253ce2_2.conda
@@ -630,6 +640,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_inspect-0.9.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/uc-micro-py-2.0.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ujson-5.11.0-py312h8285ef7_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ukkonen-1.1.0-py312hd9148b4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/unicodedata2-17.0.1-py312h4c3975b_0.conda
@@ -707,6 +718,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/aiohttp-3.13.3-py312h80cd6c1_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/aiosqlite-0.21.0-pyhaa4b35c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/alembic-1.18.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ampl-asl-1.0.0-h240833e_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/amply-0.1.6-pyhd8ed1ab_1.conda
@@ -747,6 +759,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.18.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/backports.zstd-1.3.0-py312h6917036_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/bcrypt-5.0.0-py312h8a6388b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/beaupy-3.11.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.3.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.3.0-hbca2aae_1.conda
@@ -820,6 +833,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/email_validator-2.3.0-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/emoji-2.15.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/entsoe-py-0.7.10-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/epoxy-1.5.10-h8616949_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/et_xmlfile-2.0.0-pyhd8ed1ab_1.conda
@@ -1029,6 +1043,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libxslt-1.1.43-h486b42e_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzip-1.11.2-h31df5bb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.3.1-hd23fc13_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/linkify-it-py-2.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/linopy-0.6.4-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-21.1.8-h472b3d1_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/locket-1.0.0-pyhd8ed1ab_0.tar.bz2
@@ -1046,6 +1061,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/matplotlib-base-3.10.8-py312h7894933_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.2.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mdit-py-plugins-0.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/memory_profiler-0.61.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/metis-5.1.0-h3023b02_1007.conda
@@ -1173,6 +1189,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-slugify-8.0.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-utils-3.9.1-pyhff2d567_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-yakh-0.4.1-pyhff2d567_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyu2f-0.1.5-pyhd8ed1ab_1.conda
@@ -1180,6 +1197,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pyyaml-6.0.3-py312h51361c1_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pyzmq-27.1.0-py312h2ac7433_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/qhull-2020.2-h3c5361c_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/questo-0.4.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/rapidfuzz-3.14.3-py312h69bf00f_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/rasterio-1.5.0-py312h6f80297_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/rasterstats-0.20.0-pyhd8ed1ab_2.conda
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@@ -6372,6 +6453,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/matplotlib-base-3.10.8-py312h0ebf65c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.2.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mdit-py-plugins-0.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/memory_profiler-0.61.0-pyhcf101f3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/minizip-4.0.10-h9fa1bad_0.conda
@@ -6494,6 +6576,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-slugify-8.0.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-utils-3.9.1-pyhff2d567_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-yakh-0.4.1-pyhff2d567_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyu2f-0.1.5-pyhd8ed1ab_1.conda
@@ -6504,6 +6587,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/pyzmq-27.1.0-py312h343a6d4_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/qhull-2020.2-hc790b64_5.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/qt6-main-6.10.2-h68b6638_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/questo-0.4.2-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/rapidfuzz-3.14.3-py312hbb81ca0_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/rasterio-1.5.0-py312h064b072_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/rasterstats-0.20.0-pyhd8ed1ab_2.conda
@@ -6546,16 +6630,18 @@ environments:
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-executor-plugin-cluster-generic-1.0.9-pyhdfd78af_0.tar.bz2
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.22.0-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-executor-plugins-9.3.9-pyhdfd78af_0.tar.bz2
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-2.0.1-pyh84498cf_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.2-pyhd4c3c12_0.conda
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.1.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.2.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-snkmt-0.1.6-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.16.3-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-cached-http-0.3-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-http-0.3.0-pyhdfd78af_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/win-64/snappy-1.2.2-h7fa0ca8_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snkmt-0.4.0-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/snuggs-1.4.7-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/sortedcontainers-2.4.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8.3-pyhd8ed1ab_0.conda
@@ -6586,6 +6672,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/tenacity-9.1.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh6dadd2b_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/text-unidecode-1.3-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/textual-8.2.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/time-machine-2.19.0-py312he5662c2_2.conda
@@ -6608,6 +6695,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_inspect-0.9.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/uc-micro-py-2.0.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ujson-5.11.0-py312ha1a9051_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ukkonen-1.1.0-py312hf90b1b7_0.conda
@@ -6848,6 +6936,17 @@ packages:
   license_family: APACHE
   size: 13688
   timestamp: 1751626573984
+- conda: https://conda.anaconda.org/conda-forge/noarch/aiosqlite-0.21.0-pyhaa4b35c_0.conda
+  sha256: be1beccd6a6f8e1101894ed2dcdfcaef7f943d7ea26aaf4712e8080fe655212e
+  md5: f3549a4607ecf6f0bdbb4afe9b05f2d2
+  depends:
+  - python >=3.9
+  - typing-extensions >=4.0
+  - typing_extensions >=4.0
+  license: MIT
+  license_family: MIT
+  size: 19715
+  timestamp: 1754034676396
 - conda: https://conda.anaconda.org/conda-forge/noarch/alabaster-1.0.0-pyhd8ed1ab_1.conda
   sha256: 6c4456a138919dae9edd3ac1a74b6fbe5fd66c05675f54df2f8ab8c8d0cc6cea
   md5: 1fd9696649f65fd6611fcdb4ffec738a
@@ -9164,6 +9263,20 @@ packages:
   license_family: APACHE
   size: 170798
   timestamp: 1762497732315
+- conda: https://conda.anaconda.org/conda-forge/noarch/beaupy-3.11.0-pyhcf101f3_0.conda
+  sha256: d94eeda2ca7367947a04a2905990cab1bceb87e57d9629e353bd68836267552f
+  md5: 60a4eb57076a995a71832528342ecd9d
+  depends:
+  - python >=3.10
+  - rich >=12.2.0
+  - emoji >=2.0.0,<3.0.0
+  - questo >=0.4.1,<0.5.0
+  - python-yakh >=0.4.1,<0.5.0
+  - python
+  license: MIT
+  license_family: MIT
+  size: 21514
+  timestamp: 1767903507637
 - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
   sha256: bf1e71c3c0a5b024e44ff928225a0874fc3c3356ec1a0b6fe719108e6d1288f6
   md5: 5267bef8efea4127aacd1f4e1f149b6e
@@ -11600,6 +11713,16 @@ packages:
   license: Unlicense
   size: 7077
   timestamp: 1756221480651
+- conda: https://conda.anaconda.org/conda-forge/noarch/emoji-2.15.0-pyhd8ed1ab_0.conda
+  sha256: 0fd62f7d9f8538b7969b37fbb2907dac8b8ef37d90720edae763d19edd5cc2bd
+  md5: 31db8c55a8dda3abd4625a2880ea3d34
+  depends:
+  - python >=3.10
+  - typing_extensions >=4.7.0
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 470154
+  timestamp: 1758471752878
 - conda: https://conda.anaconda.org/conda-forge/noarch/entsoe-py-0.7.10-pyhd8ed1ab_0.conda
   sha256: 654ce37abd0bcbeef0dde13cccc07954b82baa5ca93e892f56f3d28594032756
   md5: 1ada850380c9857f4e9f670775ec550a
@@ -21622,6 +21745,16 @@ packages:
   license_family: Other
   size: 55476
   timestamp: 1727963768015
+- conda: https://conda.anaconda.org/conda-forge/noarch/linkify-it-py-2.1.0-pyhcf101f3_0.conda
+  sha256: 991a82fbb64aba6d10719a017ce354e28df02ea5df1d9c7b0221da573c168d27
+  md5: 1005e1f39083adad2384772e8e384e43
+  depends:
+  - python >=3.10
+  - uc-micro-py
+  license: MIT
+  license_family: MIT
+  size: 26062
+  timestamp: 1772476821244
 - conda: https://conda.anaconda.org/conda-forge/noarch/linopy-0.5.7-pyhd8ed1ab_0.conda
   sha256: 7f72acdc54cf9558bccfea6f72adc851e983e4b75b012665b746bba2b2705344
   md5: 1a3c574f48195d3f9cf069d87c4f28fc
@@ -27327,6 +27460,15 @@ packages:
   license_family: BSD
   size: 32423
   timestamp: 1734115316868
+- conda: https://conda.anaconda.org/conda-forge/noarch/python-yakh-0.4.1-pyhff2d567_0.conda
+  sha256: b1ac44a1b43e55e7760388e8f6ba3c1d724c4f84f41720cb752573ce42e7fc7f
+  md5: 7d2e90221b5da6f0577d150cfe6b87ed
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  size: 10987
+  timestamp: 1736892932725
 - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
   build_number: 8
   sha256: 80677180dd3c22deb7426ca89d6203f1c7f1f256f2d5a94dc210f6e758229809
@@ -27724,6 +27866,18 @@ packages:
   license_family: LGPL
   size: 94567291
   timestamp: 1756296858553
+- conda: https://conda.anaconda.org/conda-forge/noarch/questo-0.4.2-pyhcf101f3_0.conda
+  sha256: 9a103f0215e7b32646cdeb91429d60e374060d7d2cb58bb8a7eb54a05dc4d6d0
+  md5: d408fa8ff9f17887378715dcf024d359
+  depends:
+  - python >=3.10
+  - rich >=12.2.0
+  - python-yakh <0.5.0,>=0.4.1
+  - python
+  license: MIT
+  license_family: MIT
+  size: 17079
+  timestamp: 1764617780410
 - conda: https://conda.anaconda.org/conda-forge/linux-64/rapidfuzz-3.14.3-py312h1289d80_1.conda
   sha256: fa7c42b56294b600c1023279ce685a70aacef27a6b3d56e8fbe5a43f90cc3d18
   md5: bce14345fd01c051c51884878cfd053d
@@ -29126,15 +29280,15 @@ packages:
   license_family: MIT
   size: 22946
   timestamp: 1753822168221
-- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2
-  sha256: e582e4e11ced71185992240b07e8bc55aee667c55bc9107529183cebb167476e
-  md5: cbb15afc697a71cc9a0e9bfd75ae59cc
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-2.0.1-pyh84498cf_0.conda
+  sha256: 8fc6baff11a4d2868d274217977fde5210b481eecd6918c77710da78d36b9ae4
+  md5: dd3d76adc511d9ce9820c33a09bf5705
   depends:
   - python >=3.11.0,<4.0.0
   - snakemake-interface-common >=1.17.4,<2.0.0
   license: MIT
-  size: 16076
-  timestamp: 1753366768027
+  size: 20041
+  timestamp: 1773934363928
 - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
   sha256: 7b7be41b59f2d904acb014ee182561610c930bef5f607742011ee23befe73831
   md5: e6fd8cfb23b294da699e395dbc968d11
@@ -29166,15 +29320,27 @@ packages:
   license_family: MIT
   size: 21574
   timestamp: 1764856126551
-- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.1.0-pyhdfd78af_0.conda
-  sha256: 03571ed180ee205fbf74e3c5607f1f88cd161016d9ad86eb2036212bc5db7bdd
-  md5: 1a318ca1376d0cd58aa85e3857b08520
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-pypsa-0.2.0-pyhdfd78af_0.conda
+  sha256: 966d9d97e4595e8a6428a5d0527aeda7757b797b3640e74a30601aaad3955621
+  md5: 99b9953692a58a31aa94c0d127e71c32
   depends:
   - python >=3.11
-  - snakemake-interface-logger-plugins >=1.2.0,<2
+  - snakemake-interface-logger-plugins >=2,<3
+  license: MIT
+  size: 21702
+  timestamp: 1773888550966
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-logger-plugin-snkmt-0.1.6-pyhdfd78af_0.conda
+  sha256: a14f31c9c3b839e5d13638a596c240801ae38205c49f6dadcfd36ab23ffe65c7
+  md5: 8fbd31325e6fbb325e15625471b44dfc
+  depends:
+  - python
+  - snakemake-interface-logger-plugins >=2.0.0,<3.0.0
+  - snkmt >=0.2.3,<1.0.0
+  - sqlalchemy >=2.0.38,<3.0.0
   license: MIT
-  size: 21016
-  timestamp: 1767973148161
+  license_family: MIT
+  size: 17232
+  timestamp: 1767824224092
 - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.16.3-pyhdfd78af_0.conda
   sha256: b5f4e1d2c6e5916fa6a5d8e8615123207b2bffc66c7370ca81990224712ffcaa
   md5: d5ff394122607ae4b0ee8362f6225959
@@ -29297,6 +29463,23 @@ packages:
   license_family: Apache
   size: 15698
   timestamp: 1762941572482
+- conda: https://conda.anaconda.org/bioconda/noarch/snkmt-0.4.0-pyhdfd78af_0.conda
+  sha256: cd84964378bdd54219463d924b84553a127644b0abcca52f45b99b7bc50a66e7
+  md5: 38ba1f1279491d848303cd050dfe56cc
+  depends:
+  - aiosqlite >=0.21.0,<0.22.0
+  - alembic >=1.16.1,<2.0.0
+  - beaupy >=3.0.0,<4.0.0
+  - loguru >=0.7.3,<0.8.0
+  - platformdirs >=4.3.8,<5.0.0
+  - python
+  - sqlalchemy >=2.0.38
+  - textual >=3.1.1
+  - typer >=0.15.3
+  license: MIT
+  license_family: MIT
+  size: 44250
+  timestamp: 1773415752189
 - conda: https://conda.anaconda.org/conda-forge/noarch/snowballstemmer-3.0.1-pyhd8ed1ab_0.conda
   sha256: 17007a4cfbc564dc3e7310dcbe4932c6ecb21593d4fec3c68610720f19e73fb2
   md5: 755cf22df8693aa0d1aec1c123fa5863
@@ -30070,6 +30253,26 @@ packages:
   license_family: OTHER
   size: 65532
   timestamp: 1733750024391
+- conda: https://conda.anaconda.org/conda-forge/noarch/textual-8.2.4-pyhcf101f3_0.conda
+  sha256: e26661dbf95609aa2a64d8549f592b167e4619fbcd918b7f0216d3b828e899e9
+  md5: 518c2636b693b3cbcf0654c9172f21d5
+  depends:
+  - pygments >=2.19.2,<3.0.0
+  - typing_extensions >=4.4.0,<5.0.0
+  - platformdirs >=3.6.0,<5
+  - python >=3.10,<4.0.0
+  - markdown-it-py >=2.1.0
+  - linkify-it-py >=1,<3
+  - mdit-py-plugins
+  - rich >=14.2.0
+  - python
+  constrains:
+  - tree_sitter >=0.25.0
+  - tree_sitter_languages 1.10.2.*
+  license: MIT
+  license_family: MIT
+  size: 532803
+  timestamp: 1776586843720
 - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda
   sha256: 6016672e0e72c4cf23c0cf7b1986283bd86a9c17e8d319212d78d8e9ae42fdfd
   md5: 9d64911b31d57ca443e9f1e36b04385f
@@ -30422,6 +30625,15 @@ packages:
   license: LicenseRef-Public-Domain
   size: 119135
   timestamp: 1767016325805
+- conda: https://conda.anaconda.org/conda-forge/noarch/uc-micro-py-2.0.0-pyhcf101f3_0.conda
+  sha256: 9e5a0e70e876fca50de075b1cc6641cdc009a16c18f4d52ab03edb777729a1bc
+  md5: 4fdd327852ffefc83173a7c029690d0c
+  depends:
+  - python >=3.10
+  license: MIT
+  license_family: MIT
+  size: 13378
+  timestamp: 1772479008776
 - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
   sha256: 3005729dce6f3d3f5ec91dfc49fc75a0095f9cd23bab49efb899657297ac91a5
   md5: 71b24316859acd00bdb8b38f5e2ce328
diff --git a/pixi.toml b/pixi.toml
index 80ae30beb..38d62fa17 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -35,6 +35,13 @@ update-dags = """
 
 generate-config = "python -c 'from scripts.lib.validation.config import generate_config_defaults, generate_config_schema; generate_config_defaults(); generate_config_schema()'"
 
+sync-locks = """
+    pixi install -e default && \
+    pixi workspace export conda-explicit-spec -e default envs && \
+    bash -c 'for f in envs/*_conda_spec*; do mv "$f" "${f/_conda_spec/.pin}"; done' && \
+    pixi workspace export conda-environment -e default envs/environment.yaml -n pypsa-eur
+"""
+
 [dependencies]
 # Add additional packages only to pypsa-de specific section
 # All other packages should be identical to pypsa-eur (in best case the same, otherwise
@@ -44,7 +51,7 @@ pycountry = ">=24.6.1"
 pyam = ">=2.0"
 "ruamel.yaml" = ">=0.18.10"
 # common packages 
-atlite = ">=0.3"
+atlite = ">=0.3,!=0.5.0"
 bokeh = ">=3.8.0"
 cartopy = ">=0.25.0"
 copernicusmarine = ">=2.2.4"
@@ -110,6 +117,7 @@ natsort = ">=8.4.0"
 snakemake-logger-plugin-pypsa = ">=0.1.0"
 pydeflate = ">=2.3.4"
 grpcio = "<1.78"
+snakemake-logger-plugin-snkmt = "==0.1.6" # For better pypsa-app integration
 
 [target.unix.dependencies]
 snakemake-executor-plugin-slurm = ">=1.9.2"
diff --git a/rules/build_electricity.smk b/rules/build_electricity.smk
index d8d1fe5c8..57b133614 100755
--- a/rules/build_electricity.smk
+++ b/rules/build_electricity.smk
@@ -402,7 +402,7 @@ rule build_co2_prices:
     message:
         "Building CO2 price time series"
     script:
-        "../scripts/build_co2_prices.py"
+        scripts("build_co2_prices.py")
 
 
 rule build_fossil_fuel_prices:
@@ -922,7 +922,7 @@ rule clean_osm_data:
     message:
         "Cleaning raw OSM data for countries: " + ", ".join(config["countries"])
     script:
-        "../scripts/clean_osm_data.py"
+        scripts("clean_osm_data.py")
 
 
 rule build_osm_network:
@@ -964,7 +964,7 @@ rule build_osm_network:
     message:
         "Building OSM network"
     script:
-        "../scripts/build_osm_network.py"
+        scripts("build_osm_network.py")
 
 
 rule build_tyndp_network:
@@ -997,4 +997,4 @@ rule build_tyndp_network:
     message:
         "Building TYNDP network"
     script:
-        "../scripts/build_tyndp_network.py"
+        scripts("build_tyndp_network.py")
diff --git a/rules/build_sector.smk b/rules/build_sector.smk
index db5db9aac..f68b5af47 100755
--- a/rules/build_sector.smk
+++ b/rules/build_sector.smk
@@ -811,7 +811,7 @@ rule build_eurostat_balances:
     message:
         "Building Eurostat energy balances"
     script:
-        "../scripts/build_eurostat_balances.py"
+        scripts("build_eurostat_balances.py")
 
 
 rule build_swiss_energy_balances:
diff --git a/rules/collect.smk b/rules/collect.smk
index f6f14c1c8..66ae5fc05 100644
--- a/rules/collect.smk
+++ b/rules/collect.smk
@@ -136,22 +136,10 @@ rule plot_balance_maps_interactive:
 
 rule plot_power_networks_clustered:
     input:
-        [
-            expand(
-                RESULTS
-                + "statistics/figures/comparison/country_{country}/.statistics_{carrier}_plots",
-                country=config["plotting"].get("countries", "all"),
-                carrier=config["plotting"].get("carriers", ["all"]),
-                run=config["run"]["name"],
-            ),
-            expand(
-                RESULTS
-                + "statistics/figures/single/base_s_{clusters}_{opts}_{sector_opts}_{planning_horizons}/country_{country}/.statistics_{carrier}_plots",
-                **config["scenario"],
-                country=config["plotting"].get("countries", "all"),
-                carrier=config["plotting"].get("carriers", ["all"]),
-                run=config["run"]["name"],
-            ),
-        ],
+        expand(
+            resources("maps/power-network-s-{clusters}.pdf"),
+            **config["scenario"],
+            run=config["run"]["name"],
+        ),
     message:
         "Plotting clustered power network topology"
diff --git a/rules/development.smk b/rules/development.smk
index 82ed4ce5e..88bad702a 100644
--- a/rules/development.smk
+++ b/rules/development.smk
@@ -34,7 +34,7 @@ rule base_network_incumbent:
     message:
         "Building base network to which to compare against."
     script:
-        "../scripts/base_network.py"
+        scripts("base_network.py")
 
 
 rule make_network_comparison:
@@ -62,7 +62,7 @@ rule make_network_comparison:
     message:
         "Create network comparison between two PyPSA networks."
     script:
-        "../scripts/make_network_comparison.py"
+        scripts("make_network_comparison.py")
 
 
 rule prepare_osm_network_release:
@@ -92,7 +92,7 @@ rule prepare_osm_network_release:
     message:
         "Preparing OSM network release files and map."
     script:
-        "../scripts/prepare_osm_network_release.py"
+        scripts("prepare_osm_network_release.py")
 
 
 rule map_incumbent:
@@ -115,7 +115,7 @@ rule map_incumbent:
     message:
         "Preparing map of incumbent network for comparison with OSM release."
     script:
-        "../scripts/prepare_osm_network_release.py"
+        scripts("prepare_osm_network_release.py")
 
 
 rule osm_release:
diff --git a/scripts/_helpers.py b/scripts/_helpers.py
index 7988c3386..d3beff63c 100644
--- a/scripts/_helpers.py
+++ b/scripts/_helpers.py
@@ -2,6 +2,7 @@
 #
 # SPDX-License-Identifier: MIT
 
+import atexit
 import contextlib
 import copy
 import logging
@@ -12,6 +13,7 @@
 from functools import partial, wraps
 from pathlib import Path
 from tempfile import NamedTemporaryFile
+from typing import Literal
 
 import atlite
 import fiona
@@ -21,6 +23,7 @@
 import requests
 import xarray as xr
 import yaml
+from dask.distributed import Client, LocalCluster
 from snakemake.utils import update_config
 from tqdm import tqdm
 
@@ -1033,7 +1036,9 @@ def rename_techs(label: str) -> str:
 
 
 def load_cutout(
-    cutout_files: str | list[str], time: None | pd.DatetimeIndex = None
+    cutout_files: str | list[str],
+    time: None | pd.DatetimeIndex = None,
+    chunks: Literal["auto"] | dict | None = "auto",
 ) -> atlite.Cutout:
     """
     Load and optionally combine multiple cutout files.
@@ -1052,9 +1057,9 @@ def load_cutout(
         Merged cutout with optional time selection applied.
     """
     if isinstance(cutout_files, str):
-        cutout = atlite.Cutout(cutout_files)
+        cutout = atlite.Cutout(cutout_files, chunks=chunks)
     elif isinstance(cutout_files, list):
-        cutout_da = [atlite.Cutout(c).data for c in cutout_files]
+        cutout_da = [atlite.Cutout(c, chunks=chunks).data for c in cutout_files]
         combined_data = xr.concat(cutout_da, dim="time", data_vars="minimal")
         cutout = atlite.Cutout(NamedTemporaryFile().name, data=combined_data)
 
@@ -1064,6 +1069,17 @@ def load_cutout(
     return cutout
 
 
+def setup_dask(nprocesses: int) -> dict:
+    if nprocesses > 1:
+        cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
+        client = Client(cluster)
+        atexit.register(client.shutdown)
+    else:
+        client = None
+
+    return dict(scheduler=client)
+
+
 def load_costs(cost_file: str) -> pd.DataFrame:
     """
     Load prepared cost data from CSV.
diff --git a/scripts/add_brownfield.py b/scripts/add_brownfield.py
index 800d00a85..5eb6979b3 100644
--- a/scripts/add_brownfield.py
+++ b/scripts/add_brownfield.py
@@ -57,8 +57,14 @@ def add_brownfield(
     # electric transmission grid set optimised capacities of previous as minimum
     n.lines.s_nom_min = n_p.lines.s_nom_opt
     n.lines.s_nom = n_p.lines.s_nom_opt
+    # Clamp s_nom_max to be at least s_nom_min to prevent solver infeasibility
+    # from floating-point differences between s_nom_opt and s_nom_max
+    n.lines.s_nom_max = n.lines.s_nom_max.clip(lower=n.lines.s_nom_min)
     dc_i = n.links[n.links.carrier == "DC"].index
     n.links.loc[dc_i, "p_nom_min"] = n_p.links.loc[dc_i, "p_nom_opt"]
+    n.links.loc[dc_i, "p_nom_max"] = n.links.loc[dc_i, "p_nom_max"].clip(
+        lower=n.links.loc[dc_i, "p_nom_min"]
+    )
 
     for c in n_p.components[["Link", "Generator", "Store"]]:
         if c.static.empty:
@@ -143,9 +149,10 @@ def add_brownfield(
             .groupby(level=0)
             .sum()
         )
-        remaining_capacity = pipe_capacity - already_retrofitted.reindex(
-            index=pipe_capacity.index
-        ).fillna(0)
+        remaining_capacity = (
+            pipe_capacity
+            - already_retrofitted.reindex(index=pipe_capacity.index).fillna(0)
+        ).clip(lower=0)
         n.links.loc[h2_retrofitted, "p_nom_max"] = remaining_capacity
 
         # reduce gas network capacity
@@ -161,7 +168,7 @@ def add_brownfield(
                 pipe_capacity
                 - CH4_per_H2
                 * already_retrofitted.reindex(index=pipe_capacity.index).fillna(0)
-            )
+            ).clip(lower=0)
             n.links.loc[gas_pipes_i, "p_nom"] = remaining_capacity
             n.links.loc[gas_pipes_i, "p_nom_max"] = remaining_capacity
 
diff --git a/scripts/add_existing_baseyear.py b/scripts/add_existing_baseyear.py
index 35c289006..2db1cb141 100644
--- a/scripts/add_existing_baseyear.py
+++ b/scripts/add_existing_baseyear.py
@@ -373,6 +373,13 @@ def add_power_capacities_installed_before_baseyear(
         "offwind-ac": "offwind",
     }
 
+    cost_key_dict = {
+        "solar": "solar",
+        "solar rooftop": "solar-rooftop",
+        "onwind": "onwind",
+        "offwind-ac": "offwind",
+    }
+
     for grouping_year, generator, resource_class in df.index:
         # capacity is the capacity in MW at each node for this
         capacity = df.loc[grouping_year, generator, resource_class]
diff --git a/scripts/build_daily_heat_demand.py b/scripts/build_daily_heat_demand.py
index ed8065f1f..270e2d0a8 100644
--- a/scripts/build_daily_heat_demand.py
+++ b/scripts/build_daily_heat_demand.py
@@ -19,13 +19,13 @@
 import geopandas as gpd
 import numpy as np
 import xarray as xr
-from dask.distributed import Client, LocalCluster
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -44,8 +44,7 @@
     set_scenario_config(snakemake)
 
     nprocesses = int(snakemake.threads)
-    cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
-    client = Client(cluster, asynchronous=True)
+    dask_kwargs = setup_dask(nprocesses)
 
     cutout_name = snakemake.input.cutout
 
@@ -72,7 +71,7 @@
     heat_demand = cutout.heat_demand(
         matrix=M.T,
         index=clustered_regions.index,
-        dask_kwargs=dict(scheduler=client),
+        dask_kwargs=dask_kwargs,
         show_progress=False,
     ).sel(time=daily)
 
diff --git a/scripts/build_hac_features.py b/scripts/build_hac_features.py
index 82c4d4e57..9d936cfae 100644
--- a/scripts/build_hac_features.py
+++ b/scripts/build_hac_features.py
@@ -9,13 +9,13 @@
 
 import geopandas as gpd
 from atlite.aggregate import aggregate_matrix
-from dask.distributed import Client
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -31,10 +31,7 @@
     params = snakemake.params
     nprocesses = int(snakemake.threads)
 
-    if nprocesses > 1:
-        client = Client(n_workers=nprocesses, threads_per_worker=1)
-    else:
-        client = None
+    dask_kwargs = setup_dask(nprocesses)
 
     time = get_snapshots(params.snapshots, params.drop_leap_day)
 
@@ -47,6 +44,6 @@
         aggregate_matrix, matrix=I, index=regions.index
     )
 
-    ds = ds.load(scheduler=client)
+    ds = ds.load(**dask_kwargs)
 
     ds.to_netcdf(snakemake.output[0])
diff --git a/scripts/build_line_rating.py b/scripts/build_line_rating.py
index 2d15f7113..82b7b1c03 100755
--- a/scripts/build_line_rating.py
+++ b/scripts/build_line_rating.py
@@ -33,7 +33,6 @@
 import numpy as np
 import pypsa
 import xarray as xr
-from dask.distributed import Client
 from shapely.geometry import LineString as Line
 from shapely.geometry import Point
 
@@ -42,6 +41,7 @@
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -144,11 +144,7 @@ def calculate_line_rating(
     nprocesses = int(snakemake.threads)
     show_progress = not snakemake.config["run"].get("disable_progressbar", True)
     show_progress = show_progress and snakemake.config["atlite"]["show_progress"]
-    if nprocesses > 1:
-        client = Client(n_workers=nprocesses, threads_per_worker=1)
-    else:
-        client = None
-    dask_kwargs = {"scheduler": client}
+    dask_kwargs = setup_dask(nprocesses)
 
     n = pypsa.Network(snakemake.input.base_network)
     time = get_snapshots(snakemake.params.snapshots, snakemake.params.drop_leap_day)
diff --git a/scripts/build_renewable_profiles.py b/scripts/build_renewable_profiles.py
index 724d002e1..0ea3119dc 100644
--- a/scripts/build_renewable_profiles.py
+++ b/scripts/build_renewable_profiles.py
@@ -97,13 +97,13 @@
 import pandas as pd
 import xarray as xr
 from atlite.gis import ExclusionContainer
-from dask.distributed import Client
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 from scripts.build_shapes import _simplify_polys
 
@@ -140,10 +140,7 @@
     if correction_factor != 1.0:
         logger.info(f"correction_factor is set as {correction_factor}")
 
-    if nprocesses > 1:
-        client = Client(n_workers=nprocesses, threads_per_worker=1)
-    else:
-        client = None
+    dask_kwargs = setup_dask(nprocesses)
 
     sns = get_snapshots(snakemake.params.snapshots, snakemake.params.drop_leap_day)
 
@@ -173,15 +170,17 @@
     )
 
     func = getattr(cutout, resource.pop("method"))
-    if client is not None:
-        resource["dask_kwargs"] = {"scheduler": client}
 
     logger.info(
         f"Calculate average capacity factor per grid cell for technology {technology}..."
     )
     start = time.time()
 
-    capacity_factor = correction_factor * func(capacity_factor=True, **resource)
+    capacity_factor = correction_factor * func(
+        capacity_factor=True,
+        dask_kwargs=dask_kwargs,
+        **resource,
+    )
 
     duration = time.time() - start
     logger.info(
@@ -265,6 +264,7 @@
             index=matrix.indexes["bus_bin"],
             per_unit=True,
             return_capacity=False,
+            dask_kwargs=dask_kwargs,
             **resource,
         )
         profile = profile.unstack("bus_bin")
@@ -326,6 +326,3 @@
         ds["profile"] = ds["profile"].where(ds["profile"] >= min_p_max_pu, 0)
 
     ds.to_netcdf(snakemake.output.profile)
-
-    if client is not None:
-        client.shutdown()
diff --git a/scripts/build_solar_thermal_profiles.py b/scripts/build_solar_thermal_profiles.py
index 8e0b845ce..5d4fef2b5 100644
--- a/scripts/build_solar_thermal_profiles.py
+++ b/scripts/build_solar_thermal_profiles.py
@@ -16,13 +16,13 @@
 import geopandas as gpd
 import numpy as np
 import xarray as xr
-from dask.distributed import Client, LocalCluster
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -36,8 +36,7 @@
     set_scenario_config(snakemake)
 
     nprocesses = int(snakemake.threads)
-    cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
-    client = Client(cluster, asynchronous=True)
+    dask_kwargs = setup_dask(nprocesses)
 
     config = snakemake.params.solar_thermal
     config.pop("cutout", None)
@@ -65,7 +64,7 @@
         **config,
         matrix=M_tilde.T,
         index=clustered_regions.index,
-        dask_kwargs=dict(scheduler=client),
+        dask_kwargs=dask_kwargs,
         show_progress=False,
     )
 
diff --git a/scripts/build_temperature_profiles.py b/scripts/build_temperature_profiles.py
index f642578e2..4e351f0e0 100644
--- a/scripts/build_temperature_profiles.py
+++ b/scripts/build_temperature_profiles.py
@@ -18,13 +18,13 @@
 import geopandas as gpd
 import numpy as np
 import xarray as xr
-from dask.distributed import Client, LocalCluster
 
 from scripts._helpers import (
     configure_logging,
     get_snapshots,
     load_cutout,
     set_scenario_config,
+    setup_dask,
 )
 
 logger = logging.getLogger(__name__)
@@ -41,8 +41,7 @@
     set_scenario_config(snakemake)
 
     nprocesses = int(snakemake.threads)
-    cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
-    client = Client(cluster, asynchronous=True)
+    dask_kwargs = setup_dask(nprocesses)
 
     time = get_snapshots(snakemake.params.snapshots, snakemake.params.drop_leap_day)
 
@@ -66,7 +65,7 @@
     temp_air = cutout.temperature(
         matrix=M_tilde.T,
         index=clustered_regions.index,
-        dask_kwargs=dict(scheduler=client),
+        dask_kwargs=dask_kwargs,
         show_progress=False,
     )
 
@@ -75,7 +74,7 @@
     temp_soil = cutout.soil_temperature(
         matrix=M_tilde.T,
         index=clustered_regions.index,
-        dask_kwargs=dict(scheduler=client),
+        dask_kwargs=dask_kwargs,
         show_progress=False,
     )
 
diff --git a/scripts/lib/validation/config/__init__.py b/scripts/lib/validation/config/__init__.py
index 4257752a9..39cbde81d 100644
--- a/scripts/lib/validation/config/__init__.py
+++ b/scripts/lib/validation/config/__init__.py
@@ -23,13 +23,17 @@ def validate_config(config: dict) -> ConfigSchema:
     """Validate config dict against schema."""
     config_schema = ConfigSchema
     name = config_schema._name.default
+    docs_url = config_schema._docs_url.default
     for item in _registry:
         updater_config = item(config_schema)
         config_schema = updater_config.update()
+        if updater_config.docs_url is not None:
+            docs_url = updater_config.docs_url
         if updater_config.name:
             name += f".{updater_config.name}"
     validated_config = config_schema(**config)
     validated_config._name = name
+    validated_config._docs_url = docs_url
     return validated_config
 
 
@@ -77,7 +81,7 @@ def str_representer(dumper, data):
         data[key] = value
 
         field_name = convert_to_field_name(key)
-        docs_url = f"https://pypsa-eur.readthedocs.io/en/latest/configuration.html#{field_name}"
+        docs_url = config._docs_url.format(field_name=field_name)
         data.yaml_set_comment_before_after_key(key, before=f"\ndocs in {docs_url}")
 
     # Write to file
diff --git a/scripts/lib/validation/config/_base.py b/scripts/lib/validation/config/_base.py
index fcdad1520..20b3bff94 100644
--- a/scripts/lib/validation/config/_base.py
+++ b/scripts/lib/validation/config/_base.py
@@ -66,6 +66,18 @@ def name(self) -> str:
         `config.default.<prior-update-names>.{self.name}.<post-update-names>.yaml`
         """
 
+    @property
+    @abstractmethod
+    def docs_url(self) -> str | None:
+        """
+        Docs URL for custom config.
+        If not None, this URL will be used in the generated config file to link to documentation for each top-level key in the custom config.
+
+        You can use `{field_name}` as a formatting placeholder in the URL, which will be replaced with the actual field name for each key, e.g.:
+
+        `https://pypsa-eur.readthedocs.io/en/latest/configuration.html#{field_name}`
+        """
+
     @abstractmethod
     def update(self) -> type["ConfigSchema"]:
         """Function in which the custom config schema is created and returned."""
diff --git a/scripts/lib/validation/config/_schema.py b/scripts/lib/validation/config/_schema.py
index 15e354342..5adb8665f 100644
--- a/scripts/lib/validation/config/_schema.py
+++ b/scripts/lib/validation/config/_schema.py
@@ -79,6 +79,9 @@ class ConfigSchema(BaseModel):
 
     _name: str = "default"
     """internal attribute to track the config filename following the application of config updates"""
+    _docs_url: str = (
+        "https://pypsa-eur.readthedocs.io/en/latest/configuration.html#{field_name}"
+    )
 
     # Top-level fields (from TopLevelConfig)
     version: str = Field(
diff --git a/scripts/lib/validation/config/atlite.py b/scripts/lib/validation/config/atlite.py
index 61b101e12..0ced91c91 100644
--- a/scripts/lib/validation/config/atlite.py
+++ b/scripts/lib/validation/config/atlite.py
@@ -114,7 +114,7 @@ class AtliteConfig(BaseModel):
         description="Defines a default cutout. Can refer to a single cutout or a list of cutouts.",
     )
     nprocesses: int = Field(
-        16,
+        1,
         description="Number of parallel processes in cutout preparation.",
     )
     show_progress: bool = Field(
diff --git a/scripts/lib/validation/config/existing_capacities.py b/scripts/lib/validation/config/existing_capacities.py
index b98419ff3..a2ddbe93c 100644
--- a/scripts/lib/validation/config/existing_capacities.py
+++ b/scripts/lib/validation/config/existing_capacities.py
@@ -18,7 +18,7 @@ class ExistingCapacitiesConfig(ConfigModel):
 
     grouping_years_power: list[int] = Field(
         default_factory=lambda: [
-            1920,
+            1900,
             1950,
             1955,
             1960,
@@ -61,6 +61,10 @@ class ExistingCapacitiesConfig(ConfigModel):
         20,
         description="Default lifetime for heating technologies (years).",
     )
+    solar_rooftop_ratio: float = Field(
+        0.5,
+        description="Ratio of existing solar capacity to assign to rooftop vs utility-scale (between 0 and 1).",
+    )
     conventional_carriers: list[str] = Field(
         default_factory=lambda: ["lignite", "coal", "oil", "uranium"],
         description="List of conventional power plants to include in the sectoral network.",
diff --git a/scripts/lib/validation/config/sector.py b/scripts/lib/validation/config/sector.py
index fcc86b147..9259615e1 100644
--- a/scripts/lib/validation/config/sector.py
+++ b/scripts/lib/validation/config/sector.py
@@ -579,7 +579,7 @@ class SectorConfig(BaseModel):
         description="The efficiency of oil-powered ships in the conversion of oil to meet shipping needs (propulsion). Base value derived from 2011.",
     )
 
-    aviation_demand_factor: float = Field(
+    aviation_demand_factor: dict[int, float] | float = Field(
         1.0,
         description="The proportion of demand for aviation compared to today's consumption.",
     )
diff --git a/scripts/lib/validation/config/solving.py b/scripts/lib/validation/config/solving.py
index 442cb253e..b359063bd 100644
--- a/scripts/lib/validation/config/solving.py
+++ b/scripts/lib/validation/config/solving.py
@@ -10,7 +10,7 @@
 
 from typing import Any
 
-from pydantic import BaseModel, Field, field_validator, model_validator
+from pydantic import BaseModel, Field, PositiveFloat, field_validator, model_validator
 
 from scripts.lib.validation.config._base import ConfigModel
 
@@ -51,6 +51,68 @@ class _ModelKwargsConfig(BaseModel):
     )
 
 
+class _LoadSheddingConfig(ConfigModel):
+    """Configuration for `solving.options.load_shedding` settings."""
+
+    enable: bool = Field(
+        False,
+        description="Enable load shedding by adding high-cost generators to avoid infeasibilities. Requires either all_carriers: true or at least one entry in carriers.",
+    )
+    default_cost: PositiveFloat = Field(
+        100000,
+        description="The default cost for load-shedding in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+    )
+    all_carriers: bool = Field(
+        True,
+        description="Switch to apply load shedding to all carriers. Otherwise, load shedding will be applied to listed carriers only.",
+    )
+    carriers: dict[str, PositiveFloat] = Field(
+        {},
+        description="Dictionary of carriers and their specific load shedding cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load shedding is enabled for all carriers, the default cost is assumed for non-listed carriers.",
+    )
+
+    @model_validator(mode="after")
+    def check_enabled_has_targets(self):
+        if self.enable and not self.carriers and not self.all_carriers:
+            raise ValueError(
+                "Load shedding is enabled but no carriers are specified and "
+                "'all_carriers' is False. Either specify carriers or "
+                "set 'all_carriers' to True."
+            )
+        return self
+
+
+class _LoadSinksConfig(ConfigModel):
+    """Configuration for `solving.options.load_sinks` settings."""
+
+    enable: bool = Field(
+        False,
+        description="Add load sinks by adding negative-cost, energy consuming generators to avoid infeasibilities by absorbing excess energy. Requires either all_carriers: true or at least one entry in carriers.",
+    )
+    default_cost: PositiveFloat = Field(
+        100000,
+        description="The default cost for load sinks in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). Must be positive.",
+    )
+    all_carriers: bool = Field(
+        False,
+        description="Switch to add load sinks for all carriers. Otherwise, load sinks will be added for listed carriers only.",
+    )
+    carriers: dict[str, PositiveFloat] = Field(
+        {},
+        description="Dictionary of carriers and their specific load sink cost in the unit of the bus carrier (e.g. EUR/MWh for electricity, EUR/t_CO2 for CO2). If load sinks are added for all carriers, the default cost is assumed for non-listed carriers.",
+    )
+
+    @model_validator(mode="after")
+    def check_enabled_has_targets(self):
+        if self.enable and not self.carriers and not self.all_carriers:
+            raise ValueError(
+                "Load sinks are enabled but no carriers are specified and "
+                "'all_carriers' is False. Either specify carriers or "
+                "set 'all_carriers' to True."
+            )
+        return self
+
+
 class _SolvingOptionsConfig(BaseModel):
     """Configuration for `solving.options` settings."""
 
@@ -58,9 +120,13 @@ class _SolvingOptionsConfig(BaseModel):
         0.01,
         description="To avoid too small values in the renewables` per-unit availability time series values below this threshold are set to zero.",
     )
-    load_shedding: bool | float = Field(
-        False,
-        description="Add generators with very high marginal cost to simulate load shedding and avoid problem infeasibilities. If load shedding is a float, it denotes the marginal cost in EUR/kWh.",
+    load_shedding: _LoadSheddingConfig = Field(
+        default_factory=_LoadSheddingConfig,
+        description="Load shedding settings.",
+    )
+    load_sinks: _LoadSinksConfig = Field(
+        default_factory=_LoadSinksConfig,
+        description="Load sinks settings.",
     )
     curtailment_mode: bool = Field(
         False,
diff --git a/scripts/solve_network.py b/scripts/solve_network.py
index 10e92d6c4..f6bfbaa3b 100644
--- a/scripts/solve_network.py
+++ b/scripts/solve_network.py
@@ -423,6 +423,62 @@ def add_retrofit_gas_boiler_constraint(
     n.model.add_constraints(lhs == rhs, name="gas_retrofit")
 
 
+def add_load_balance_components(n, config, sign=1):
+    """
+    Add load shedding or load sinks to the network with carrier 'load'.
+
+    Parameters
+    ----------
+    n : pypsa.Network
+        The PyPSA network to be modified.
+    config : dict
+        The load shedding or load sinks settings.
+    sign : float
+        Direction of the added generators. Positive for load shedding, negative for load sinks.
+
+    Returns
+    -------
+    None
+        Modifies PyPSA network in place.
+    """
+    if "load" not in n.carriers.index:
+        n.add("Carrier", "load")
+
+    carriers = config.get("carriers", {})
+    default_cost = config.get("default_cost")
+    balance_comp = "shedding" if sign > 0 else "sink"
+
+    logger.info(
+        f"Add load {balance_comp} for {'all carriers' if config.get('all_carriers') else ', '.join(carriers)}."
+    )
+
+    for bus_carrier, price in carriers.items():
+        buses_i = n.buses[n.buses.carrier == bus_carrier].index
+        n.add(
+            "Generator",
+            buses_i,
+            f" load {balance_comp}",
+            bus=buses_i,
+            carrier="load",
+            marginal_cost=price,
+            p_nom=np.inf,
+            sign=sign,
+        )
+
+    if config.get("all_carriers", False):
+        buses_rest_i = n.buses[~n.buses.carrier.isin(carriers)].index
+        n.add(
+            "Generator",
+            buses_rest_i,
+            f" load {balance_comp}",
+            bus=buses_rest_i,
+            carrier="load",
+            marginal_cost=default_cost,
+            p_nom=np.inf,
+            sign=sign,
+        )
+
+
 def prepare_network(
     n: pypsa.Network,
     solve_opts: dict,
@@ -463,23 +519,13 @@ def prepare_network(
         ):
             df.where(df.abs() > solve_opts["clip_p_max_pu"], other=0.0, inplace=True)
 
-    if load_shedding := solve_opts.get("load_shedding"):
+    if (load_shedding := solve_opts.get("load_shedding", {})).get("enable", False):
         # intersect between macroeconomic and surveybased willingness to pay
         # http://journal.frontiersin.org/article/10.3389/fenrg.2015.00055/full
-        n.add("Carrier", "load")
-        buses_i = n.buses.index
-        if isinstance(load_shedding, bool):
-            load_shedding = 1e5  # Eur/MWh
+        add_load_balance_components(n, load_shedding)
 
-        n.add(
-            "Generator",
-            buses_i,
-            " load",
-            bus=buses_i,
-            carrier="load",
-            marginal_cost=load_shedding,  # Eur/MWh
-            p_nom=np.inf,
-        )
+    if (load_sinks := solve_opts.get("load_sinks", {})).get("enable", False):
+        add_load_balance_components(n, load_sinks, sign=-1)
 
     if solve_opts.get("curtailment_mode"):
         n.add("Carrier", "curtailment", color="#fedfed", nice_name="Curtailment")
@@ -1370,6 +1416,7 @@ def collect_kwargs(
 
         if cf_solving["post_discretization"].get("enable", False):
             logger.info("Add post-discretization parameters.")
+            cf_solving["post_discretization"].pop("enable", None)
             all_kwargs.update(cf_solving["post_discretization"])
 
         return all_kwargs, {}
diff --git a/test/test_config_schema.py b/test/test_config_schema.py
index 534a0a345..e02cd4632 100644
--- a/test/test_config_schema.py
+++ b/test/test_config_schema.py
@@ -13,9 +13,24 @@
 from scripts.lib.validation.config import (
     generate_config_defaults,
     generate_config_schema,
+    validate_config,
 )
 
 
+@pytest.fixture(scope="module")
+def config_file():
+    config = validate_config({})
+    config_filename = Path(f"config/config.{config._name}.yaml")
+    return config_filename
+
+
+@pytest.fixture(scope="module")
+def schema_file():
+    config = validate_config({})
+    schema_filename = Path(f"config/schema.{config._name}.json")
+    return schema_filename
+
+
 def _check_file_in_sync(existing_path: Path, generate_func, file_type: str):
     """Check if a file is in sync with the generated content."""
     assert existing_path.exists(), f"{existing_path} does not exist"
@@ -57,7 +72,7 @@ def test_config_default_yaml_in_sync():
     """Test that config/config.default.yaml is in sync with Pydantic schema."""
 
     _check_file_in_sync(
-        Path("config/config.default.yaml"),
+        config_file,
         generate_config_defaults,
         "yaml",
     )
@@ -68,7 +83,7 @@ def test_config_schema_json_in_sync():
     """Test that config/schema.default.json is in sync with Pydantic schema."""
 
     _check_file_in_sync(
-        Path("config/schema.default.json"),
+        schema_file,
         generate_config_schema,
         "json",
     )