diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
new file mode 100644
index 000000000..2c4ae081d
--- /dev/null
+++ b/.devcontainer/Dockerfile
@@ -0,0 +1,3 @@
+FROM mcr.microsoft.com/vscode/devcontainers/python:3.11
+
+RUN pip install dbt-duckdb==1.5.0 duckdb==0.7.1 recce
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index 7d1fc17ad..768246065 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -1,25 +1,14 @@
 {
     "name": "Recce Cloud",
-    "image": "infuseai/dev-container-base-image:latest",
-    "containerEnv": {
-        "RECCE_CI_WORKFLOW_NAME": ".github/workflows/recce_ci.yml", // Path to the Recce CI workflow file
-        "DEPENDENCIES_FILE": "requirements.txt", // Path to the python dependencies file
-        "POST_INSTALL_DEPENDENCIES_COMMAND": "pip install gradio", // Command to install python dependencies
-        "PRE_LAUNCH_RECCE_SERVER_COMMAND": "cp .recce/recce-state-file/jaffle_shop.duckdb ."
+    "build": {
+        "dockerfile": "Dockerfile"
     },
-    "customizations": {
-        "vscode": {
-            "settings": {
-                "terminal.integrated.shell.linux": "/bin/bash"
-            }
-        }
+    "features": {
+        "ghcr.io/devcontainers/features/github-cli:1": {}
     },
-    "forwardPorts": [ 8000 ],
-    "portsAttributes": {
-        "8000": {
-            "label": "Recce Server",
-            "onAutoForward": "openBrowser"
-        }
+    "postCreateCommand": {
+        "dbt": "dbt deps",
+        "artifact": "gh repo set-default DataRecce/jaffle_shop_duckdb && run_id=$(gh run list --workflow \"Jaffle Shop Recce CI\" --status success --limit 1 --json databaseId --jq '.[0].databaseId') && gh run download $run_id -n duckdb"
     },
-    "postStartCommand": "post_start_command"
-}
\ No newline at end of file
+    "postStartCommand": "recce server --cloud --review"
+}
diff --git a/.github/workflows/recce_ci.yml b/.github/workflows/recce_ci.yml
index 0b8fd21bf..adce7d66a 100644
--- a/.github/workflows/recce_ci.yml
+++ b/.github/workflows/recce_ci.yml
@@ -44,7 +44,7 @@ jobs:
 
       - name: Run Recce CI
         run: |
-          recce run --github-pull-request-url ${{ github.event.pull_request.html_url }}
+          recce run --cloud --cloud-token ${{ secrets.RECCE_CLOUD_TOKEN }}
 
       - name: Upload DBT Artifacts
         uses: actions/upload-artifact@v4
@@ -56,15 +56,14 @@ jobs:
         uses: actions/upload-artifact@v4
         id: recce-artifact-uploader
         with:
-          name: recce-state-file
+          name: duckdb
           path: |
-            recce_state.json
             jaffle_shop.duckdb
 
       - name: Prepare Recce Summary
         id: recce-summary
         run: |
-          recce summary recce_state.json > recce_summary.md
+          recce summary --cloud --cloud-token ${{ secrets.RECCE_CLOUD_TOKEN }} > recce_summary.md
           cat recce_summary.md >> $GITHUB_STEP_SUMMARY
           echo '${{ env.NEXT_STEP_MESSAGE }}' >> recce_summary.md
 
@@ -79,16 +78,10 @@ jobs:
         env:
           ARTIFACT_URL: ${{ steps.recce-artifact-uploader.outputs.artifact-url }}
           NEXT_STEP_MESSAGE: |
-            ## Next Steps
-            If you want to check more detail inforamtion about the recce result, please download the [artifact](${{ steps.recce-artifact-uploader.outputs.artifact-url }}) file and open it by [Recce](https://pypi.org/project/recce/) CLI.
-
             ### How to check the recce result
             ```bash
-            # Unzip the downloaded artifact file
-            tar -xf recce-state-file.zip
-
             # Launch the recce server based on the state file
-            recce server --review recce_state.json
+            recce server --review --cloud
 
             # Open the recce server http://localhost:8000 by your browser
             ```
diff --git a/packages.yml b/packages.yml
index 054b39468..1de1e1133 100644
--- a/packages.yml
+++ b/packages.yml
@@ -1,8 +1,7 @@
 packages:
   - package: data-mie/dbt_profiler
     version: 0.8.1
-  - package: dbt-labs/dbt_project_evaluator
-    version: 0.6.2
+  - package: dbt-labs/dbt_utils
+    version: 0.9.6
   - package: dbt-labs/audit_helper
     version: 0.11.0
-