diff --git a/.editorconfig b/.editorconfig
index dd9ffa5..72dda28 100644
--- a/.editorconfig
+++ b/.editorconfig
@@ -28,10 +28,6 @@ indent_style = unset
 [/assets/email*]
 indent_size = unset
 
-# ignore Readme
-[README.md]
-indent_style = unset
-
-# ignore python
+# ignore python and markdown
 [*.{py,md}]
 indent_style = unset
diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
index 560b815..111b958 100644
--- a/.github/PULL_REQUEST_TEMPLATE.md
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -18,7 +18,7 @@ Learn more about contributing: [CONTRIBUTING.md](https://github.com/nf-core/spat
 - [ ] If you've added a new tool - have you followed the pipeline conventions in the [contribution docs](https://github.com/nf-core/spatialvi/tree/master/.github/CONTRIBUTING.md)
 - [ ] If necessary, also make a PR on the nf-core/spatialvi _branch_ on the [nf-core/test-datasets](https://github.com/nf-core/test-datasets) repository.
 - [ ] Make sure your code lints (`nf-core lint`).
-- [ ] Ensure the test suite passes (`nf-test test main.nf.test -profile test,docker`).
+- [ ] Ensure the test suite passes (`nextflow run . -profile test,docker --outdir <OUTDIR>`).
 - [ ] Check for unexpected warnings in debug mode (`nextflow run . -profile debug,test,docker --outdir <OUTDIR>`).
 - [ ] Usage Documentation in `docs/usage.md` is updated.
 - [ ] Output Documentation in `docs/output.md` is updated.
diff --git a/.github/workflows/awsfulltest.yml b/.github/workflows/awsfulltest.yml
index 5906667..652e2f3 100644
--- a/.github/workflows/awsfulltest.yml
+++ b/.github/workflows/awsfulltest.yml
@@ -8,12 +8,12 @@ on:
     types: [published]
   workflow_dispatch:
 jobs:
-  run-tower:
+  run-platform:
     name: Run AWS full tests
-    if: github.repository == 'nf-core/spatialtranscriptomics'
+    if: github.repository == 'nf-core/spatialvi'
     runs-on: ubuntu-latest
     steps:
-      - name: Launch workflow via tower
+      - name: Launch workflow via Seqera Platform
         uses: seqeralabs/action-tower-launch@v2
         # TODO nf-core: You can customise AWS full pipeline tests as required
         # Add full size test data (but still relatively small datasets for few samples)
@@ -23,17 +23,17 @@ jobs:
           access_token: ${{ secrets.TOWER_ACCESS_TOKEN }}
           compute_env: ${{ secrets.TOWER_COMPUTE_ENV }}
           revision: ${{ github.sha }}
-          workdir: s3://${{ secrets.AWS_S3_BUCKET }}/work/spatialtranscriptomics/work-${{ github.sha }}
+          workdir: s3://${{ secrets.AWS_S3_BUCKET }}/work/spatialvi/work-${{ github.sha }}
           parameters: |
             {
               "hook_url": "${{ secrets.MEGATESTS_ALERTS_SLACK_HOOK_URL }}",
-              "outdir": "s3://${{ secrets.AWS_S3_BUCKET }}/spatialtranscriptomics/results-${{ github.sha }}"
+              "outdir": "s3://${{ secrets.AWS_S3_BUCKET }}/spatialvi/results-${{ github.sha }}"
             }
           profiles: test_full
 
       - uses: actions/upload-artifact@v4
         with:
-          name: Tower debug log file
+          name: Seqera Platform debug log file
           path: |
-            tower_action_*.log
-            tower_action_*.json
+            seqera_platform_action_*.log
+            seqera_platform_action_*.json
diff --git a/.github/workflows/awstest.yml b/.github/workflows/awstest.yml
index a3d63eb..bfd1ef2 100644
--- a/.github/workflows/awstest.yml
+++ b/.github/workflows/awstest.yml
@@ -5,29 +5,29 @@ name: nf-core AWS test
 on:
   workflow_dispatch:
 jobs:
-  run-tower:
+  run-platform:
     name: Run AWS tests
-    if: github.repository == 'nf-core/spatialtranscriptomics'
+    if: github.repository == 'nf-core/spatialvi'
     runs-on: ubuntu-latest
     steps:
-      # Launch workflow using Tower CLI tool action
-      - name: Launch workflow via tower
+      # Launch workflow using Seqera Platform CLI tool action
+      - name: Launch workflow via Seqera Platform
         uses: seqeralabs/action-tower-launch@v2
         with:
           workspace_id: ${{ secrets.TOWER_WORKSPACE_ID }}
           access_token: ${{ secrets.TOWER_ACCESS_TOKEN }}
           compute_env: ${{ secrets.TOWER_COMPUTE_ENV }}
           revision: ${{ github.sha }}
-          workdir: s3://${{ secrets.AWS_S3_BUCKET }}/work/spatialtranscriptomics/work-${{ github.sha }}
+          workdir: s3://${{ secrets.AWS_S3_BUCKET }}/work/spatialvi/work-${{ github.sha }}
           parameters: |
             {
-              "outdir": "s3://${{ secrets.AWS_S3_BUCKET }}/spatialtranscriptomics/results-test-${{ github.sha }}"
+              "outdir": "s3://${{ secrets.AWS_S3_BUCKET }}/spatialvi/results-test-${{ github.sha }}"
             }
           profiles: test
 
       - uses: actions/upload-artifact@v4
         with:
-          name: Tower debug log file
+          name: Seqera Platform debug log file
           path: |
-            tower_action_*.log
-            tower_action_*.json
+            seqera_platform_action_*.log
+            seqera_platform_action_*.json
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index c696b85..0802e2b 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -37,7 +37,8 @@ jobs:
 
   test:
     name: Run pipeline with test data
-    needs: define_nxf_versions
+    # Only run on push if this is the nf-core dev branch (merged PRs)
+    if: "${{ github.event_name != 'push' || (github.event_name == 'push' && github.repository == 'nf-core/spatialvi') }}"
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
@@ -49,11 +50,11 @@ jobs:
           - tests/pipeline/test_downstream.nf.test
     steps:
       - name: Check out pipeline code
-        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
+        uses: actions/checkout@0ad4b8fadaa221de15dcec353f45205ec38ea70b # v4
 
       # Install Nextflow
       - name: Install Nextflow
-        uses: nf-core/setup-nextflow@v1
+        uses: nf-core/setup-nextflow@v2
         with:
           version: "${{ matrix.NXF_VER }}"
 
diff --git a/.github/workflows/download_pipeline.yml b/.github/workflows/download_pipeline.yml
index 08622fd..2d20d64 100644
--- a/.github/workflows/download_pipeline.yml
+++ b/.github/workflows/download_pipeline.yml
@@ -14,6 +14,8 @@ on:
   pull_request:
     types:
       - opened
+      - edited
+      - synchronize
     branches:
       - master
   pull_request_target:
@@ -28,11 +30,14 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Install Nextflow
-        uses: nf-core/setup-nextflow@v1
+        uses: nf-core/setup-nextflow@v2
 
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5
+      - name: Disk space cleanup
+        uses: jlumbroso/free-disk-space@54081f138730dfa15788a46383842cd2f914a1be # v1.3.1
+
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5
         with:
-          python-version: "3.11"
+          python-version: "3.12"
           architecture: "x64"
       - uses: eWaterCycle/setup-singularity@931d4e31109e875b13309ae1d07c70ca8fbc8537 # v7
         with:
@@ -65,8 +70,17 @@ jobs:
       - name: Inspect download
         run: tree ./${{ env.REPOTITLE_LOWERCASE }}
 
-      - name: Run the downloaded pipeline
+      - name: Run the downloaded pipeline (stub)
+        id: stub_run_pipeline
+        continue-on-error: true
         env:
           NXF_SINGULARITY_CACHEDIR: ./
           NXF_SINGULARITY_HOME_MOUNT: true
         run: nextflow run ./${{ env.REPOTITLE_LOWERCASE }}/$( sed 's/\W/_/g' <<< ${{ env.REPO_BRANCH }}) -stub -profile test,singularity --outdir ./results
+      - name: Run the downloaded pipeline (stub run not supported)
+        id: run_pipeline
+        if: ${{ job.steps.stub_run_pipeline.status == failure() }}
+        env:
+          NXF_SINGULARITY_CACHEDIR: ./
+          NXF_SINGULARITY_HOME_MOUNT: true
+        run: nextflow run ./${{ env.REPOTITLE_LOWERCASE }}/$( sed 's/\W/_/g' <<< ${{ env.REPO_BRANCH }}) -profile test,singularity --outdir ./results
diff --git a/.github/workflows/fix-linting.yml b/.github/workflows/fix-linting.yml
index 633ac28..148f7c4 100644
--- a/.github/workflows/fix-linting.yml
+++ b/.github/workflows/fix-linting.yml
@@ -9,11 +9,11 @@ jobs:
     if: >
       contains(github.event.comment.html_url, '/pull/') &&
       contains(github.event.comment.body, '@nf-core-bot fix linting') &&
-      github.repository == 'nf-core/spatialtranscriptomics'
+      github.repository == 'nf-core/spatialvi'
     runs-on: ubuntu-latest
     steps:
       # Use the @nf-core-bot token to check out so we can push later
-      - uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
+      - uses: actions/checkout@0ad4b8fadaa221de15dcec353f45205ec38ea70b # v4
         with:
           token: ${{ secrets.nf_core_bot_auth_token }}
 
@@ -32,9 +32,9 @@ jobs:
           GITHUB_TOKEN: ${{ secrets.nf_core_bot_auth_token }}
 
       # Install and run pre-commit
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5
         with:
-          python-version: 3.11
+          python-version: "3.12"
 
       - name: Install pre-commit
         run: pip install pre-commit
@@ -86,4 +86,4 @@ jobs:
           issue-number: ${{ github.event.issue.number }}
           body: |
             @${{ github.actor }} I tried to fix the linting errors, but it didn't work. Please fix them manually.
-            See [CI log](https://github.com/nf-core/spatialtranscriptomics/actions/runs/${{ github.run_id }}) for more details.
+            See [CI log](https://github.com/nf-core/spatialvi/actions/runs/${{ github.run_id }}) for more details.
diff --git a/.github/workflows/linting.yml b/.github/workflows/linting.yml
index 073e187..1fcafe8 100644
--- a/.github/workflows/linting.yml
+++ b/.github/workflows/linting.yml
@@ -14,13 +14,12 @@ jobs:
   pre-commit:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
+      - uses: actions/checkout@0ad4b8fadaa221de15dcec353f45205ec38ea70b # v4
 
-      - name: Set up Python 3.11
-        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5
+      - name: Set up Python 3.12
+        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5
         with:
-          python-version: 3.11
-          cache: "pip"
+          python-version: "3.12"
 
       - name: Install pre-commit
         run: pip install pre-commit
@@ -32,14 +31,14 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Check out pipeline code
-        uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4
+        uses: actions/checkout@0ad4b8fadaa221de15dcec353f45205ec38ea70b # v4
 
       - name: Install Nextflow
-        uses: nf-core/setup-nextflow@v1
+        uses: nf-core/setup-nextflow@v2
 
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5
         with:
-          python-version: "3.11"
+          python-version: "3.12"
           architecture: "x64"
 
       - name: Install dependencies
@@ -60,7 +59,7 @@ jobs:
 
       - name: Upload linting log file artifact
         if: ${{ always() }}
-        uses: actions/upload-artifact@5d5d22a31266ced268874388b861e4b58bb5c2f3 # v4
+        uses: actions/upload-artifact@65462800fd760344b1a7b4382951275a0abb4808 # v4
         with:
           name: linting-logs
           path: |
diff --git a/.github/workflows/linting_comment.yml b/.github/workflows/linting_comment.yml
index b706875..40acc23 100644
--- a/.github/workflows/linting_comment.yml
+++ b/.github/workflows/linting_comment.yml
@@ -11,7 +11,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Download lint results
-        uses: dawidd6/action-download-artifact@f6b0bace624032e30a85a8fd9c1a7f8f611f5737 # v3
+        uses: dawidd6/action-download-artifact@09f2f74827fd3a8607589e5ad7f9398816f540fe # v3
         with:
           workflow: linting.yml
           workflow_conclusion: completed
diff --git a/.github/workflows/release-announcements.yml b/.github/workflows/release-announcements.yml
index d468aea..03ecfcf 100644
--- a/.github/workflows/release-announcements.yml
+++ b/.github/workflows/release-announcements.yml
@@ -12,7 +12,7 @@ jobs:
       - name: get topics and convert to hashtags
         id: get_topics
         run: |
-          curl -s https://nf-co.re/pipelines.json | jq -r '.remote_workflows[] | select(.full_name == "${{ github.repository }}") | .topics[]' | awk '{print "#"$0}' | tr '\n' ' ' >> $GITHUB_OUTPUT
+          echo "topics=$(curl -s https://nf-co.re/pipelines.json | jq -r '.remote_workflows[] | select(.full_name == "${{ github.repository }}") | .topics[]' | awk '{print "#"$0}' | tr '\n' ' ')"  >> $GITHUB_OUTPUT
 
       - uses: rzr/fediverse-action@master
         with:
@@ -25,13 +25,13 @@ jobs:
 
             Please see the changelog: ${{ github.event.release.html_url }}
 
-            ${{ steps.get_topics.outputs.GITHUB_OUTPUT }} #nfcore #openscience #nextflow #bioinformatics
+            ${{ steps.get_topics.outputs.topics }} #nfcore #openscience #nextflow #bioinformatics
 
   send-tweet:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5
+      - uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5
         with:
           python-version: "3.10"
       - name: Install dependencies
diff --git a/.nf-core.yml b/.nf-core.yml
index da5010a..f9c783a 100644
--- a/.nf-core.yml
+++ b/.nf-core.yml
@@ -1,4 +1,5 @@
 repository_type: pipeline
+nf_core_version: "2.14.1"
 lint:
   actions_ci: False
   files_exist:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index af57081..4dc0f1d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -3,6 +3,9 @@ repos:
     rev: "v3.1.0"
     hooks:
       - id: prettier
+        additional_dependencies:
+          - prettier@3.2.5
+
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
     rev: "2.7.3"
     hooks:
diff --git a/README.md b/README.md
index 6d164bc..637d261 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,7 @@
 [![run with conda](http://img.shields.io/badge/run%20with-conda-3EB049?labelColor=000000&logo=anaconda)](https://docs.conda.io/en/latest/)
 [![run with docker](https://img.shields.io/badge/run%20with-docker-0db7ed?labelColor=000000&logo=docker)](https://www.docker.com/)
 [![run with singularity](https://img.shields.io/badge/run%20with-singularity-1d355c.svg?labelColor=000000)](https://sylabs.io/docs/)
-[![Launch on Seqera Platform](https://img.shields.io/badge/Launch%20%F0%9F%9A%80-Seqera%20Platform-%234256e7)](https://tower.nf/launch?pipeline=https://github.com/nf-core/spatialvi)
+[![Launch on Seqera Platform](https://img.shields.io/badge/Launch%20%F0%9F%9A%80-Seqera%20Platform-%234256e7)](https://cloud.seqera.io/launch?pipeline=https://github.com/nf-core/spatialvi)
 
 [![Get help on Slack](http://img.shields.io/badge/slack-nf--core%20%23spatialvi-4A154B?labelColor=000000&logo=slack)](https://nfcore.slack.com/channels/spatialvi)[![Follow on Twitter](http://img.shields.io/badge/twitter-%40nf__core-1DA1F2?labelColor=000000&logo=twitter)](https://twitter.com/nf_core)[![Follow on Mastodon](https://img.shields.io/badge/mastodon-nf__core-6364ff?labelColor=FFFFFF&logo=mastodon)](https://mstdn.science/@nf_core)[![Watch on YouTube](http://img.shields.io/badge/youtube-nf--core-FF0000?labelColor=000000&logo=youtube)](https://www.youtube.com/c/nf-core)
 
diff --git a/conf/base.config b/conf/base.config
index a0a554a..804d57a 100644
--- a/conf/base.config
+++ b/conf/base.config
@@ -58,7 +58,4 @@ process {
         errorStrategy = 'retry'
         maxRetries    = 2
     }
-    withName:CUSTOM_DUMPSOFTWAREVERSIONS {
-        cache = false
-    }
 }
diff --git a/conf/modules.config b/conf/modules.config
index 274e825..6740b30 100644
--- a/conf/modules.config
+++ b/conf/modules.config
@@ -18,14 +18,6 @@ process {
         saveAs: { filename -> filename.equals('versions.yml') ? null : filename }
     ]
 
-    withName: CUSTOM_DUMPSOFTWAREVERSIONS {
-        publishDir = [
-            path: { "${params.outdir}/pipeline_info" },
-            mode: params.publish_dir_mode,
-            pattern: '*_versions.yml'
-        ]
-    }
-
     // Optionally save extracted Space Ranger reference archive
     withName: 'SPACERANGER_UNTAR_REFERENCE' {
         publishDir = [
diff --git a/docs/usage.md b/docs/usage.md
index 5afa5c9..af86b41 100644
--- a/docs/usage.md
+++ b/docs/usage.md
@@ -240,6 +240,8 @@ If `-profile` is not specified, the pipeline will run locally and expect all sof
   - A generic configuration profile to be used with [Charliecloud](https://hpc.github.io/charliecloud/)
 - `apptainer`
   - A generic configuration profile to be used with [Apptainer](https://apptainer.org/)
+- `wave`
+  - A generic configuration profile to enable [Wave](https://seqera.io/wave/) containers. Use together with one of the above (requires Nextflow ` 24.03.0-edge` or later).
 - `conda`
   - A generic configuration profile to be used with [Conda](https://conda.io/docs/). Please only use Conda as a last resort i.e. when it's not possible to run the pipeline with Docker, Singularity, Podman, Shifter, Charliecloud, or Apptainer.
 
diff --git a/nextflow.config b/nextflow.config
index d605bfd..d18fe47 100644
--- a/nextflow.config
+++ b/nextflow.config
@@ -53,6 +53,7 @@ params {
     hook_url                     = null
     help                         = false
     version                      = false
+    pipelines_testdata_base_path = 'https://raw.githubusercontent.com/nf-core/test-datasets/'
 
     // Config options
     config_profile_name        = null
@@ -88,103 +89,109 @@ try {
 }
 
 // Load nf-core/spatialvi custom profiles from different institutions.
-// Warning: Uncomment only if a pipeline-specific institutional config already exists on nf-core/configs!
-// try {
-//   includeConfig "${params.custom_config_base}/pipeline/spatialvi.config"
-// } catch (Exception e) {
-//   System.err.println("WARNING: Could not load nf-core/config/spatialvi profiles: ${params.custom_config_base}/pipeline/spatialvi.config")
-// }
+try {
+    includeConfig "${params.custom_config_base}/pipeline/spatialvi.config"
+} catch (Exception e) {
+    System.err.println("WARNING: Could not load nf-core/config/spatialvi profiles: ${params.custom_config_base}/pipeline/spatialvi.config")
+}
 profiles {
     debug {
-        dumpHashes             = true
-        process.beforeScript   = 'echo $HOSTNAME'
-        cleanup                = false
+        dumpHashes              = true
+        process.beforeScript    = 'echo $HOSTNAME'
+        cleanup                 = false
         nextflow.enable.configProcessNamesValidation = true
     }
     conda {
-        conda.enabled          = true
-        docker.enabled         = false
-        singularity.enabled    = false
-        podman.enabled         = false
-        shifter.enabled        = false
-        charliecloud.enabled   = false
-        channels               = ['conda-forge', 'bioconda', 'defaults']
-        apptainer.enabled      = false
+        conda.enabled           = true
+        docker.enabled          = false
+        singularity.enabled     = false
+        podman.enabled          = false
+        shifter.enabled         = false
+        charliecloud.enabled    = false
+        conda.channels          = ['conda-forge', 'bioconda', 'defaults']
+        apptainer.enabled       = false
     }
     mamba {
-        conda.enabled          = true
-        conda.useMamba         = true
-        docker.enabled         = false
-        singularity.enabled    = false
-        podman.enabled         = false
-        shifter.enabled        = false
-        charliecloud.enabled   = false
-        apptainer.enabled      = false
+        conda.enabled           = true
+        conda.useMamba          = true
+        docker.enabled          = false
+        singularity.enabled     = false
+        podman.enabled          = false
+        shifter.enabled         = false
+        charliecloud.enabled    = false
+        apptainer.enabled       = false
     }
     docker {
-        docker.enabled         = true
-        conda.enabled          = false
-        singularity.enabled    = false
-        podman.enabled         = false
-        shifter.enabled        = false
-        charliecloud.enabled   = false
-        apptainer.enabled      = false
-        docker.runOptions      = '-u $(id -u):$(id -g)'
+        docker.enabled          = true
+        conda.enabled           = false
+        singularity.enabled     = false
+        podman.enabled          = false
+        shifter.enabled         = false
+        charliecloud.enabled    = false
+        apptainer.enabled       = false
+        docker.runOptions       = '-u $(id -u):$(id -g)'
     }
     arm {
-        docker.runOptions      = '-u $(id -u):$(id -g) --platform=linux/amd64'
+        docker.runOptions       = '-u $(id -u):$(id -g) --platform=linux/amd64'
     }
     singularity {
-        singularity.enabled    = true
-        singularity.autoMounts = true
-        conda.enabled          = false
-        docker.enabled         = false
-        podman.enabled         = false
-        shifter.enabled        = false
-        charliecloud.enabled   = false
-        apptainer.enabled      = false
+        singularity.enabled     = true
+        singularity.autoMounts  = true
+        conda.enabled           = false
+        docker.enabled          = false
+        podman.enabled          = false
+        shifter.enabled         = false
+        charliecloud.enabled    = false
+        apptainer.enabled       = false
     }
     podman {
-        podman.enabled         = true
-        conda.enabled          = false
-        docker.enabled         = false
-        singularity.enabled    = false
-        shifter.enabled        = false
-        charliecloud.enabled   = false
-        apptainer.enabled      = false
+        podman.enabled          = true
+        conda.enabled           = false
+        docker.enabled          = false
+        singularity.enabled     = false
+        shifter.enabled         = false
+        charliecloud.enabled    = false
+        apptainer.enabled       = false
     }
     shifter {
-        shifter.enabled        = true
-        conda.enabled          = false
-        docker.enabled         = false
-        singularity.enabled    = false
-        podman.enabled         = false
-        charliecloud.enabled   = false
-        apptainer.enabled      = false
+        shifter.enabled         = true
+        conda.enabled           = false
+        docker.enabled          = false
+        singularity.enabled     = false
+        podman.enabled          = false
+        charliecloud.enabled    = false
+        apptainer.enabled       = false
     }
     charliecloud {
-        charliecloud.enabled   = true
-        conda.enabled          = false
-        docker.enabled         = false
-        singularity.enabled    = false
-        podman.enabled         = false
-        shifter.enabled        = false
-        apptainer.enabled      = false
+        charliecloud.enabled    = true
+        conda.enabled           = false
+        docker.enabled          = false
+        singularity.enabled     = false
+        podman.enabled          = false
+        shifter.enabled         = false
+        apptainer.enabled       = false
     }
     apptainer {
-        apptainer.enabled      = true
-        apptainer.autoMounts   = true
-        conda.enabled          = false
-        docker.enabled         = false
-        singularity.enabled    = false
-        podman.enabled         = false
-        shifter.enabled        = false
-        charliecloud.enabled   = false
+        apptainer.enabled       = true
+        apptainer.autoMounts    = true
+        conda.enabled           = false
+        docker.enabled          = false
+        singularity.enabled     = false
+        podman.enabled          = false
+        shifter.enabled         = false
+        charliecloud.enabled    = false
+    }
+    wave {
+        apptainer.ociAutoPull   = true
+        singularity.ociAutoPull = true
+        wave.enabled            = true
+        wave.freeze             = true
+        wave.strategy           = 'conda,container'
     }
     gitpod {
-        executor.name          = 'local'
-        executor.cpus          = 4
-        executor.memory        = 8.GB
+        executor.name           = 'local'
+        executor.cpus           = 4
+        executor.memory         = 8.GB
     }
     test                { includeConfig 'conf/test.config'      }
     test_spaceranger_v1 { includeConfig 'conf/test_spaceranger_v1.config' }
diff --git a/nextflow_schema.json b/nextflow_schema.json
index 648809a..84ce88c 100644
--- a/nextflow_schema.json
+++ b/nextflow_schema.json
@@ -357,6 +357,13 @@
                     "description": "Validation of parameters in lenient more.",
                     "hidden": true,
                     "help_text": "Allows string values that are parseable as numbers or booleans. For further information see [JSONSchema docs](https://github.com/everit-org/json-schema#lenient-mode)."
+                },
+                "pipelines_testdata_base_path": {
+                    "type": "string",
+                    "fa_icon": "far fa-check-circle",
+                    "description": "Base URL or local path to location of pipeline test dataset files",
+                    "default": "https://raw.githubusercontent.com/nf-core/test-datasets/",
+                    "hidden": true
                 }
             }
         }
diff --git a/pyproject.toml b/pyproject.toml
deleted file mode 100644
index 5611062..0000000
--- a/pyproject.toml
+++ /dev/null
@@ -1,15 +0,0 @@
-# Config file for Python. Mostly used to configure linting of bin/*.py with Ruff.
-# Should be kept the same as nf-core/tools to avoid fighting with template synchronisation.
-[tool.ruff]
-line-length = 120
-target-version = "py38"
-cache-dir = "~/.cache/ruff"
-
-[tool.ruff.lint]
-select = ["I", "E1", "E4", "E7", "E9", "F", "UP", "N"]
-
-[tool.ruff.lint.isort]
-known-first-party = ["nf_core"]
-
-[tool.ruff.lint.per-file-ignores]
-"__init__.py" = ["E402", "F401"]
diff --git a/subworkflows/local/utils_nfcore_spatialvi_pipeline/main.nf b/subworkflows/local/utils_nfcore_spatialvi_pipeline/main.nf
index 5f5695a..03bf27f 100644
--- a/subworkflows/local/utils_nfcore_spatialvi_pipeline/main.nf
+++ b/subworkflows/local/utils_nfcore_spatialvi_pipeline/main.nf
@@ -112,6 +112,10 @@ workflow PIPELINE_COMPLETION {
             imNotification(summary_params, hook_url)
         }
     }
+
+    workflow.onError {
+        log.error "Pipeline failed. Please refer to troubleshooting docs: https://nf-co.re/docs/usage/troubleshooting"
+    }
 }
 
 /*
@@ -167,8 +171,16 @@ def methodsDescriptionText(mqc_methods_yaml) {
     meta["manifest_map"] = workflow.manifest.toMap()
 
     // Pipeline DOI
-    meta["doi_text"] = meta.manifest_map.doi ? "(doi: <a href=\'https://doi.org/${meta.manifest_map.doi}\'>${meta.manifest_map.doi}</a>)" : ""
-    meta["nodoi_text"] = meta.manifest_map.doi ? "": "<li>If available, make sure to update the text to include the Zenodo DOI of version of the pipeline used. </li>"
+    if (meta.manifest_map.doi) {
+        // Using a loop to handle multiple DOIs
+        // Removing `https://doi.org/` to handle pipelines using DOIs vs DOI resolvers
+        // Removing ` ` since the manifest.doi is a string and not a proper list
+        def temp_doi_ref = ""
+        String[] manifest_doi = meta.manifest_map.doi.tokenize(",")
+        for (String doi_ref: manifest_doi) temp_doi_ref += "(doi: <a href=\'https://doi.org/${doi_ref.replace("https://doi.org/", "").replace(" ", "")}\'>${doi_ref.replace("https://doi.org/", "").replace(" ", "")}</a>), "
+        meta["doi_text"] = temp_doi_ref.substring(0, temp_doi_ref.length() - 2)
+    } else meta["doi_text"] = ""
+    meta["nodoi_text"] = meta.manifest_map.doi ? "" : "<li>If available, make sure to update the text to include the Zenodo DOI of version of the pipeline used. </li>"
 
     // Tool references
     meta["tool_citations"] = toolCitationText().replaceAll(", \\.", ".").replaceAll("\\. \\.", ".").replaceAll(", \\.", ".")
diff --git a/workflows/spatialvi.nf b/workflows/spatialvi.nf
index 1bad7a6..cc2c4cd 100644
--- a/workflows/spatialvi.nf
+++ b/workflows/spatialvi.nf
@@ -87,22 +87,44 @@ workflow SPATIALVI {
     // Collate and save software versions
     //
     softwareVersionsToYAML(ch_versions)
-        .collectFile(storeDir: "${params.outdir}/pipeline_info", name: 'nf_core_pipeline_software_mqc_versions.yml', sort: true, newLine: true)
-        .set { ch_collated_versions }
+        .collectFile(
+            storeDir: "${params.outdir}/pipeline_info",
+            name: 'nf_core_pipeline_software_mqc_versions.yml',
+            sort: true,
+            newLine: true
+        ).set { ch_collated_versions }
 
     //
     // MODULE: MultiQC
     //
-    ch_multiqc_config                     = Channel.fromPath("$projectDir/assets/multiqc_config.yml", checkIfExists: true)
-    ch_multiqc_custom_config              = params.multiqc_config ? Channel.fromPath(params.multiqc_config, checkIfExists: true) : Channel.empty()
-    ch_multiqc_logo                       = params.multiqc_logo ? Channel.fromPath(params.multiqc_logo, checkIfExists: true) : Channel.empty()
-    summary_params                        = paramsSummaryMap(workflow, parameters_schema: "nextflow_schema.json")
-    ch_workflow_summary                   = Channel.value(paramsSummaryMultiqc(summary_params))
-    ch_multiqc_custom_methods_description = params.multiqc_methods_description ? file(params.multiqc_methods_description, checkIfExists: true) : file("$projectDir/assets/methods_description_template.yml", checkIfExists: true)
-    ch_methods_description                = Channel.value(methodsDescriptionText(ch_multiqc_custom_methods_description))
-    ch_multiqc_files                      = ch_multiqc_files.mix(ch_workflow_summary.collectFile(name: 'workflow_summary_mqc.yaml'))
-    ch_multiqc_files                      = ch_multiqc_files.mix(ch_collated_versions)
-    ch_multiqc_files                      = ch_multiqc_files.mix(ch_methods_description.collectFile(name: 'methods_description_mqc.yaml', sort: false))
+    ch_multiqc_config        = Channel.fromPath(
+        "$projectDir/assets/multiqc_config.yml", checkIfExists: true)
+    ch_multiqc_custom_config = params.multiqc_config ?
+        Channel.fromPath(params.multiqc_config, checkIfExists: true) :
+        Channel.empty()
+    ch_multiqc_logo          = params.multiqc_logo ?
+        Channel.fromPath(params.multiqc_logo, checkIfExists: true) :
+        Channel.empty()
+
+    summary_params      = paramsSummaryMap(
+        workflow, parameters_schema: "nextflow_schema.json")
+    ch_workflow_summary = Channel.value(paramsSummaryMultiqc(summary_params))
+
+    ch_multiqc_custom_methods_description = params.multiqc_methods_description ?
+        file(params.multiqc_methods_description, checkIfExists: true) :
+        file("$projectDir/assets/methods_description_template.yml", checkIfExists: true)
+    ch_methods_description                = Channel.value(
+        methodsDescriptionText(ch_multiqc_custom_methods_description))
+
+    ch_multiqc_files = ch_multiqc_files.mix(
+        ch_workflow_summary.collectFile(name: 'workflow_summary_mqc.yaml'))
+    ch_multiqc_files = ch_multiqc_files.mix(ch_collated_versions)
+    ch_multiqc_files = ch_multiqc_files.mix(
+        ch_methods_description.collectFile(
+            name: 'methods_description_mqc.yaml',
+            sort: true
+        )
+    )
 
     MULTIQC (
         ch_multiqc_files.collect(),