diff --git a/docs/scripts/generate_docs.sh b/docs/scripts/generate_docs.sh
new file mode 100755
index 00000000000..9f3ae888b92
--- /dev/null
+++ b/docs/scripts/generate_docs.sh
@@ -0,0 +1,102 @@
+#!/bin/bash
+
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# Unified documentation generation script
+# This script generates all dynamic documentation artifacts needed for the docs build
+
+set -e
+
+echo "🚀 Generating documentation artifacts..."
+
+# Navigate to the docs directory
+cd "$(dirname "$0")/.."
+
+# Track any failures
+FAILED_TASKS=()
+
+# 1. Export configuration metadata
+echo "📊 Exporting configuration metadata..."
+if python scripts/export_config_metadata.py; then
+    echo "✅ Configuration metadata exported successfully"
+else
+    echo "⚠️  Warning: Failed to export configuration metadata"
+    echo "   The documentation build will continue with existing metadata"
+    FAILED_TASKS+=("config_metadata")
+fi
+
+# 2. Generate OpenAPI documentation
+echo "🔌 Generating OpenAPI documentation..."
+if python -c "
+import sys
+sys.path.insert(0, '..')
+from superset.app import create_app
+from superset.cli.update import update_api_docs
+from flask.cli import with_appcontext
+import os
+
+# Set required environment variables
+os.environ['SUPERSET_SECRET_KEY'] = 'not-a-secret'
+
+app = create_app()
+with app.app_context():
+    update_api_docs()
+"; then
+    echo "✅ OpenAPI documentation generated successfully"
+else
+    echo "⚠️  Warning: Failed to generate OpenAPI documentation"
+    echo "   The documentation build will continue with existing OpenAPI spec"
+    FAILED_TASKS+=("openapi")
+fi
+
+# 3. Generate ERD (Entity Relationship Diagram) if in CI environment
+if [ -n "$CI" ] && [ -f "../scripts/erd/erd.py" ]; then
+    echo "🗂️  Generating Entity Relationship Diagram..."
+    if python ../scripts/erd/erd.py; then
+        echo "✅ ERD generated successfully"
+    else
+        echo "⚠️  Warning: Failed to generate ERD"
+        echo "   The documentation build will continue without updated ERD"
+        FAILED_TASKS+=("erd")
+    fi
+fi
+
+# Summary
+echo ""
+echo "📝 Documentation generation summary:"
+echo "   - Configuration metadata: ${FAILED_TASKS[*]}" | grep -q "config_metadata" && echo "   - Configuration metadata: ❌ Failed" || echo "   - Configuration metadata: ✅ Success"
+echo "   - OpenAPI documentation: ${FAILED_TASKS[*]}" | grep -q "openapi" && echo "   - OpenAPI documentation: ❌ Failed" || echo "   - OpenAPI documentation: ✅ Success"
+if [ -n "$CI" ]; then
+    echo "   - ERD generation: ${FAILED_TASKS[*]}" | grep -q "erd" && echo "   - ERD generation: ❌ Failed" || echo "   - ERD generation: ✅ Success"
+fi
+
+if [ ${#FAILED_TASKS[@]} -eq 0 ]; then
+    echo ""
+    echo "🎉 All documentation artifacts generated successfully!"
+else
+    echo ""
+    echo "⚠️  Some tasks failed but documentation build can continue"
+    echo "   Failed tasks: ${FAILED_TASKS[*]}"
+    echo "   To fix missing dependencies, run: pip install -e ."
+fi
+
+echo ""
+echo "📁 Generated files:"
+[ -f "src/resources/config_metadata.json" ] && echo "   - src/resources/config_metadata.json"
+[ -f "static/resources/openapi.json" ] && echo "   - static/resources/openapi.json"
+[ -f "static/img/erd.svg" ] && echo "   - static/img/erd.svg"