diff --git a/docs/roadmap.md b/docs/roadmap.md
index 3c7966f..0751c87 100644
--- a/docs/roadmap.md
+++ b/docs/roadmap.md
@@ -20,17 +20,24 @@ Comprehensive progression of Kubernetes examples designed to teach MyceliumCloud
 - **Template**: Same efficient pattern with `nginx-static.md` + `nginx-static-deployment.yaml` + `nginx-static-service.yaml` + `default-index.html`
 - **Key Concepts**: Static files, nginx deployment, custom configuration, ConfigMaps, HTML serving
 
+#### 3. Python Flask API ✅
+- **Difficulty**: ⭐ Easy-Medium
+- **Status**: ✅ **COMPLETED**
+- **Learning Focus**: Application containerization, Python web services
+- **Template**: Same efficient pattern with `python-flask.md` + `python-flask-deployment.yaml` + `python-flask-service.yaml` + `app.py`
+- **Key Concepts**: Python containers, API development, HTTP services, JSON responses, RESTful design
+
 ### Planned Examples (In Progress)
 
 ### Planned Examples (Future)
 
-#### 3. Python Flask API 🔄
-- **Difficulty**: ⭐ Easy-Medium
+#### 4. Redis Cache 🔄
+- **Difficulty**: ⭐⭐ Medium
 - **Status**: 🔄 **NEXT UP**
-- **Learning Focus**: Application containerization, Python web services
+- **Learning Focus**: Data storage, caching patterns, stateful services
 - **Template**: Same efficient pattern
-- **Key Concepts**: Python containers, API development, HTTP services
-- **Next Step**: Create python-flask directory using nginx-static template
+- **Key Concepts**: Redis deployment, data persistence, cache strategies
+- **Next Step**: Create redis-cache directory using python-flask template
 
 #### 4. Redis Cache
 - **Difficulty**: ⭐⭐ Medium
diff --git a/examples/python-flask/app.py b/examples/python-flask/app.py
new file mode 100644
index 0000000..390e101
--- /dev/null
+++ b/examples/python-flask/app.py
@@ -0,0 +1,126 @@
+from flask import Flask, jsonify, request
+import random
+import datetime
+import platform
+import os
+import math
+
+app = Flask(__name__)
+
+@app.route('/')
+def home():
+    return jsonify({
+        'api': 'Python Flask Tools API',
+        'version': '1.0.0',
+        'description': 'A practical API with useful endpoints for testing and development',
+        'endpoints': {
+            '/': 'API information',
+            '/time': 'Current timestamp',
+            '/random': 'Random data and quotes',
+            '/health': 'Health check',
+            '/calc': 'Mathematical calculations',
+            '/info': 'System information'
+        },
+        'examples': {
+            'time': '/time',
+            'random': '/random',
+            'calc': '/calc?operation=add&a=5&b=3',
+            'health': '/health'
+        }
+    })
+
+@app.route('/time')
+def get_time():
+    return jsonify({
+        'current_time': datetime.datetime.now().isoformat(),
+        'timestamp': datetime.datetime.now().timestamp(),
+        'timezone': 'UTC',
+        'date': datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S')
+    })
+
+@app.route('/random')
+def get_random():
+    quotes = [
+        'The only way to do great work is to love what you do. - Steve Jobs',
+        'Life is what happens to you while you are busy making other plans. - John Lennon',
+        'The future belongs to those who believe in the beauty of their dreams. - Eleanor Roosevelt',
+        'It is during our darkest moments that we must focus to see the light. - Aristotle',
+        'The only impossible journey is the one you never begin. - Tony Robbins',
+        'In the middle of difficulty lies opportunity. - Albert Einstein',
+        'Success is not final, failure is not fatal: it is the courage to continue that counts. - Winston Churchill',
+        'The way to get started is to quit talking and begin doing. - Walt Disney'
+    ]
+    
+    return jsonify({
+        'quote': random.choice(quotes),
+        'number': random.randint(1, 100),
+        'boolean': random.choice([True, False]),
+        'list_item': random.choice(['apple', 'banana', 'cherry', 'date', 'elderberry']),
+        'uuid': str(random.randint(1000, 9999)) + '-' + str(random.randint(100, 999)),
+        'color': random.choice(['#FF6B6B', '#4ECDC4', '#45B7D1', '#96CEB4', '#FFEAA7'])
+    })
+
+@app.route('/health')
+def health_check():
+    return jsonify({
+        'status': 'healthy',
+        'uptime': 'running',
+        'service': 'Python Flask Tools API',
+        'timestamp': datetime.datetime.now().isoformat()
+    }), 200
+
+@app.route('/calc')
+def calculate():
+    try:
+        operation = request.args.get('operation', 'add')
+        a = float(request.args.get('a', 0))
+        b = float(request.args.get('b', 0)) if request.args.get('b') is not None else None
+        
+        operations = {
+            'add': lambda x, y: x + y,
+            'subtract': lambda x, y: x - y,
+            'multiply': lambda x, y: x * y,
+            'divide': lambda x, y: x / y if y != 0 else 'Cannot divide by zero',
+            'power': lambda x, y: x ** y,
+            'sqrt': lambda x, y: math.sqrt(x) if b is None else 'Only one parameter needed for sqrt',
+            'modulo': lambda x, y: x % y
+        }
+        
+        if operation not in operations:
+            return jsonify({
+                'error': f'Operation {operation} not supported',
+                'available_operations': list(operations.keys())
+            }), 400
+        
+        result = operations[operation](a, b)
+        
+        return jsonify({
+            'operation': operation,
+            'a': a,
+            'b': b,
+            'result': result,
+            'calculation': f"{a} {operation} {b} = {result}"
+        })
+        
+    except ValueError:
+        return jsonify({'error': 'Invalid numbers provided. Use /calc?operation=add&a=5&b=3'}), 400
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+@app.route('/info')
+def system_info():
+    return jsonify({
+        'python_version': platform.python_version(),
+        'platform': platform.platform(),
+        'processor': platform.processor(),
+        'hostname': platform.node(),
+        'machine': platform.machine(),
+        'current_directory': os.getcwd(),
+        'environment': {
+            'HOSTNAME': os.getenv('HOSTNAME', 'N/A'),
+            'POD_NAME': os.getenv('POD_NAME', 'N/A')
+        }
+    })
+
+if __name__ == '__main__':
+    app.run(host='0.0.0.0', port=5000, debug=False)
\ No newline at end of file
diff --git a/examples/python-flask/python-flask-deployment.yaml b/examples/python-flask/python-flask-deployment.yaml
new file mode 100644
index 0000000..9f73a38
--- /dev/null
+++ b/examples/python-flask/python-flask-deployment.yaml
@@ -0,0 +1,31 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: python-flask
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: python-flask
+  template:
+    metadata:
+      labels:
+        app: python-flask
+    spec:
+      containers:
+      - name: python-flask
+        image: python:3.11-alpine
+        ports:
+        - containerPort: 5000
+        command: ["/bin/sh", "-c"]
+        args:
+        - |
+          pip install flask &&
+          python /app/app.py
+        volumeMounts:
+        - name: app-code
+          mountPath: /app
+      volumes:
+      - name: app-code
+        configMap:
+          name: python-flask-app
\ No newline at end of file
diff --git a/examples/python-flask/python-flask-service.yaml b/examples/python-flask/python-flask-service.yaml
new file mode 100644
index 0000000..67d0aec
--- /dev/null
+++ b/examples/python-flask/python-flask-service.yaml
@@ -0,0 +1,11 @@
+apiVersion: v1
+kind: Service
+metadata:
+  name: python-flask-service
+spec:
+  selector:
+    app: python-flask
+  ports:
+  - port: 5000
+    targetPort: 5000
+  type: LoadBalancer
\ No newline at end of file
diff --git a/examples/python-flask/python-flask.md b/examples/python-flask/python-flask.md
new file mode 100644
index 0000000..a9bc3a1
--- /dev/null
+++ b/examples/python-flask/python-flask.md
@@ -0,0 +1,533 @@
+# Mycelium Cloud - Python Flask API Example
+
+A complete, production-ready Python Flask API for deploying dynamic web services on Mycelium Cloud Kubernetes cluster.
+
+## 📁 What This Contains
+
+This directory contains everything you need to deploy a practical Flask API:
+
+- **python-flask.md** - This comprehensive guide
+- **python-flask-deployment.yaml** - Flask application deployment
+- **python-flask-service.yaml** - Service configuration
+- **app.py** - The Flask application source code
+
+## 🚀 Quick Start (2 minutes)
+
+```bash
+# 1. Deploy the application
+kubectl apply -f python-flask-deployment.yaml
+
+# 2. Create ConfigMap with the Flask app
+kubectl create configmap python-flask-app --from-file=app.py
+
+# 3. Create the service
+kubectl apply -f python-flask-service.yaml
+
+# 4. Access your API via port-forward
+
+**Option 1: Simple (Recommended)**
+```bash
+# Keep terminal open, see connection logs (Ctrl+C to stop)
+kubectl port-forward service/python-flask-service 5000:5000
+```
+
+**Option 2: Advanced (Background)**
+```bash
+# Start in background
+nohup kubectl port-forward service/python-flask-service 5000:5000 > /dev/null 2>&1 &
+
+# Kill when done
+lsof -ti:5000 | xargs kill -9
+```
+
+# 5. Test the API
+curl http://localhost:5000
+curl http://localhost:5000/time
+curl http://localhost:5000/health
+curl http://localhost:5000/random
+curl "http://localhost:5000/calc?operation=add&a=5&b=3"
+```
+
+**Expected Result:** You'll see a complete API with multiple useful endpoints.
+
+## 📋 What You'll Learn
+
+- ✅ Flask web framework deployment
+- ✅ Python application containerization
+- ✅ API development and JSON responses
+- ✅ RESTful endpoints with parameters
+- ✅ Error handling and status codes
+- ✅ Container management with ConfigMaps
+- ✅ Service creation and networking
+- ✅ Port-forwarding for external access (Mycelium Cloud method)
+- ✅ Advanced Flask patterns and best practices
+
+## 🏗️ Architecture
+
+This example demonstrates:
+
+```
+┌─────────────────┐    ┌─────────────────┐    ┌─────────────────┐    ┌─────────────────┐
+│   User          │    │  Port-Forward   │    │  Flask API      │    │   Python        │
+│   (cURL/HTTP)   │────│  localhost:5000 │────│  Service        │────│   Container     │
+│                 │    │                 │    │  :5000          │    │   (Python 3.11) │
+└─────────────────┘    └─────────────────┘    └─────────────────┘    └─────────────────┘
+                                                                       │
+                                                               ┌───────────────┐
+                                                               │  ConfigMap    │
+                                                               │  (app.py)     │
+                                                               └───────────────┘
+```
+
+**Components:**
+- **Flask Pod**: Python web application serving multiple endpoints
+- **ConfigMap**: Stores the Flask application code (app.py)
+- **Service**: LoadBalancer exposing the Flask API
+- **Port-Forward**: Mycelium Cloud method for external access
+- **Endpoints**: 6 useful API endpoints for testing and development
+
+## 🔥 API Endpoints
+
+### 1. Root Information
+```bash
+GET /
+```
+**Response:**
+```json
+{
+  "api": "Python Flask Tools API",
+  "version": "1.0.0",
+  "description": "A practical API with useful endpoints for testing and development",
+  "endpoints": {
+    "/": "API information",
+    "/time": "Current timestamp",
+    "/random": "Random data and quotes",
+    "/health": "Health check",
+    "/calc": "Mathematical calculations",
+    "/info": "System information"
+  },
+  "examples": {
+    "time": "/time",
+    "random": "/random",
+    "calc": "/calc?operation=add&a=5&b=3",
+    "health": "/health"
+  }
+}
+```
+
+### 2. Current Time
+```bash
+GET /time
+```
+**Response:**
+```json
+{
+  "current_time": "2025-11-04T17:31:40.387484",
+  "date": "2025-11-04 17:31:40",
+  "timestamp": 1762277500.387502,
+  "timezone": "UTC"
+}
+```
+
+### 3. Random Data
+```bash
+GET /random
+```
+**Response:**
+```json
+{
+  "boolean": false,
+  "color": "#FF6B6B",
+  "list_item": "banana",
+  "number": 91,
+  "quote": "The way to get started is to quit talking and begin doing. - Walt Disney",
+  "uuid": "8351-328"
+}
+```
+
+### 4. Health Check
+```bash
+GET /health
+```
+**Response:**
+```json
+{
+  "service": "Python Flask Tools API",
+  "status": "healthy",
+  "timestamp": "2025-11-04T17:31:48.464063",
+  "uptime": "running"
+}
+```
+
+### 5. Mathematical Calculations
+```bash
+GET /calc?operation=add&a=5&b=3
+```
+**Operations supported:** `add`, `subtract`, `multiply`, `divide`, `power`, `sqrt`, `modulo`
+
+**Response:**
+```json
+{
+  "operation": "add",
+  "a": 5,
+  "b": 3,
+  "result": 8,
+  "calculation": "5 add 3 = 8"
+}
+```
+
+### 6. System Information
+```bash
+GET /info
+```
+**Response:**
+```json
+{
+  "python_version": "3.11.14",
+  "platform": "Linux-6.1.21-x86_64-with-musl",
+  "processor": "",
+  "hostname": "python-flask-55fdbf5cb4-cnxrc",
+  "machine": "x86_64",
+  "current_directory": "/",
+  "environment": {
+    "HOSTNAME": "python-flask-55fdbf5cb4-cnxrc",
+    "POD_NAME": "N/A"
+  }
+}
+```
+
+## 📊 Resource Details
+
+```bash
+# Expected output
+kubectl get pods
+NAME                            READY   STATUS    RESTARTS   AGE
+python-flask-xxxxxx-xxxxx       1/1     Running   0          2m
+
+kubectl get svc
+NAME                  TYPE           CLUSTER-IP      EXTERNAL-IP              PORT(S)
+python-flask-service  LoadBalancer   10.43.xx.x      10.20.x.x,10.20.x.x      5000:xxxxx/TCP
+
+kubectl get configmap
+NAME                DATA   AGE
+python-flask-app    1      1m
+```
+
+## 🛠️ API Testing Examples
+
+### Test All Endpoints
+```bash
+# Test root endpoint
+curl http://localhost:5000
+
+# Test time endpoint
+curl http://localhost:5000/time
+
+# Test random data
+curl http://localhost:5000/random
+
+# Test health check
+curl http://localhost:5000/health
+
+# Test calculations
+curl "http://localhost:5000/calc?operation=add&a=10&b=5"
+curl "http://localhost:5000/calc?operation=multiply&a=7&b=8"
+curl "http://localhost:5000/calc?operation=divide&a=20&b=4"
+curl "http://localhost:5000/calc?operation=power&a=2&b=3"
+
+# Test system info
+curl http://localhost:5000/info
+```
+
+### Advanced Testing
+```bash
+# Test with JSON response formatting
+curl -s http://localhost:5000 | jq '.'
+curl -s http://localhost:5000/time | jq '.current_time'
+
+# Test error handling
+curl "http://localhost:5000/calc?operation=unknown&a=5&b=3"
+curl "http://localhost:5000/calc?operation=add&a=invalid&b=3"
+
+# Test multiple random calls
+for i in {1..5}; do
+  curl -s http://localhost:5000/random | jq -r '.quote'
+done
+```
+
+## 🔧 Customization Guide
+
+### Add New Endpoints
+
+Edit `app.py` to add custom endpoints:
+
+```python
+@app.route('/custom')
+def custom_endpoint():
+    return jsonify({
+        'message': 'This is a custom endpoint',
+        'data': {'key': 'value'},
+        'timestamp': datetime.datetime.now().isoformat()
+    })
+```
+
+### Modify Existing Endpoints
+
+```python
+@app.route('/random')
+def get_random():
+    # Add your own quotes or data
+    quotes = [
+        'Your custom quote here',
+        'Another custom quote'
+    ]
+    # ... rest of the function
+```
+
+### Update Container Image
+
+To use a different Python version or add packages:
+
+```yaml
+# In python-flask-deployment.yaml
+- name: python-flask
+  image: python:3.12-alpine  # Use different version
+```
+
+```yaml
+# In python-flask-deployment.yaml
+args:
+- |
+  pip install flask requests &&  # Add more packages
+  python /app/app.py
+```
+
+### Environment Variables
+
+Add environment-specific configuration:
+
+```yaml
+# In python-flask-deployment.yaml
+env:
+- name: FLASK_ENV
+  value: "production"
+- name: DEBUG
+  value: "False"
+```
+
+## 🚪 Access Methods
+
+### Method 1: Port-Forward (Recommended for Mycelium Cloud)
+
+**Option 1: Simple (Recommended)**
+```bash
+# Keep terminal open, see connection logs (Ctrl+C to stop)
+kubectl port-forward service/python-flask-service 5000:5000
+
+# Access via browser or curl
+curl http://localhost:5000
+```
+
+**Option 2: Advanced (Background)**
+```bash
+# Start in background
+nohup kubectl port-forward service/python-flask-service 5000:5000 > /dev/null 2>&1 &
+
+# Access via browser or curl
+curl http://localhost:5000
+```
+
+**Why this works in Mycelium Cloud:**
+- LoadBalancer external IPs are internal cluster addresses
+- Port-forward creates local tunnel to cluster service
+- Reliable and consistent access method
+
+### Method 2: LoadBalancer (For Reference)
+
+Note: In Mycelium Cloud, LoadBalancer external IPs (like 10.20.x.x) are internal cluster IPs and not externally accessible. Use port-forward for external access.
+
+### Method 3: Direct API Testing
+
+Create a test script:
+
+```python
+import requests
+import json
+
+# Test all endpoints
+base_url = "http://localhost:5000"
+
+endpoints = ['/', '/time', '/random', '/health', '/calc?operation=add&a=5&b=3', '/info']
+
+for endpoint in endpoints:
+    response = requests.get(f"{base_url}{endpoint}")
+    print(f"GET {endpoint}")
+    print(json.dumps(response.json(), indent=2))
+    print("-" * 50)
+```
+
+## 🗑️ Resource Cleanup
+
+```bash
+# Remove all resources
+kubectl delete -f python-flask-deployment.yaml -f python-flask-service.yaml
+
+# Remove the ConfigMap
+kubectl delete configmap python-flask-app
+
+# Verify cleanup
+kubectl get all -l app=python-flask  # Should return nothing
+```
+
+## 🔍 Troubleshooting
+
+### Pod Won't Start
+```bash
+# Check pod status
+kubectl get pods -l app=python-flask
+
+# Check pod logs
+kubectl logs deployment/python-flask
+
+# Check pod events
+kubectl describe pod -l app=python-flask
+
+# Common issues:
+# - ConfigMap not found
+# - Python package installation failed
+# - Port binding errors
+```
+
+### API Not Responding
+```bash
+# Check service endpoints
+kubectl get endpoints python-flask-service
+
+# Check if port-forward is working
+kubectl port-forward service/python-flask-service 5001:5000 &
+curl -v http://localhost:5001
+
+# Test from within cluster
+kubectl run test-flask --rm -it --image=curlimages/curl:8.7.1 -- \
+  sh -lc 'curl http://python-flask-service:5000'
+```
+
+### ConfigMap Issues
+```bash
+# Verify ConfigMap exists
+kubectl get configmap python-flask-app
+
+# Check ConfigMap content
+kubectl get configmap python-flask-app -o yaml
+
+# Recreate ConfigMap
+kubectl delete configmap python-flask-app
+kubectl create configmap python-flask-app --from-file=app.py
+```
+
+### Flask App Errors
+```bash
+# Check Flask app logs
+kubectl logs deployment/python-flask
+
+# Test Flask app locally
+python app.py  # Test locally first
+
+# Check for syntax errors
+python -m py_compile app.py
+```
+
+### Port Forward Fails
+```bash
+# Check if port is in use
+lsof -i :5000
+
+# Try different port
+kubectl port-forward service/python-flask-service 5002:5000
+curl http://localhost:5002
+```
+
+## 📚 More Examples
+
+This is currently one of the complete examples. Future examples will include:
+- **python-flask/** - This example (COMPLETED)
+- **redis-cache/** - In-memory data caching
+- **postgresql/** - Persistent database services
+- **wordpress/** - Multi-container CMS deployment
+- **nodejs-api/** - Modern JavaScript applications
+- **jenkins-cicd/** - Infrastructure automation
+- **nextcloud/** - Enterprise file sharing
+
+## 💡 Pro Tips
+
+1. **Start Simple**: Begin with foreground port-forward (`kubectl port-forward`)
+2. **Background Optional**: Use `nohup` only when you need persistent access
+3. **Port Management**: Use `lsof -ti:PORT` to find and kill processes
+4. **Resource Monitoring**: `kubectl get pods -o wide` shows pod distribution
+5. **Quick Testing**: Use `curl` for all API testing
+6. **Flask Logs**: `kubectl logs deployment/python-flask` for debugging
+7. **Config Updates**: Update ConfigMap then restart deployment: `kubectl rollout restart deployment/python-flask`
+8. **API Documentation**: The root endpoint (`/`) provides complete API documentation
+9. **Error Handling**: Test error cases like invalid operations or missing parameters
+10. **Environment Testing**: Test in both development and production modes
+
+## 🎉 Success Indicators
+
+You'll know everything is working when:
+- ✅ `kubectl get pods` shows python-flask pod in "Running" status
+- ✅ `kubectl get svc` shows python-flask-service created
+- ✅ `curl http://localhost:5000` returns API information
+- ✅ All endpoints (`/time`, `/random`, `/health`, `/calc`, `/info`) return proper JSON
+- ✅ `kubectl logs deployment/python-flask` shows Flask starting without errors
+- ✅ ConfigMap `python-flask-app` exists and contains app.py
+
+## 🏆 Next Steps
+
+After completing this example, you can:
+1. **Customize Endpoints**: Add your own API endpoints
+2. **Database Integration**: Connect to persistent databases
+3. **Add More Examples**: Try the Redis cache example
+4. **Scale Up**: Learn about load balancing with multiple replicas
+5. **Advanced Patterns**: Learn about secrets, config maps, and persistent volumes
+
+## 🚀 API Testing Tools
+
+### Postman/Insomnia
+Import the API into API testing tools:
+```
+http://localhost:5000/
+http://localhost:5000/time
+http://localhost:5000/random
+http://localhost:5000/health
+http://localhost:5000/calc?operation=add&a=5&b=3
+http://localhost:5000/info
+```
+
+### Command Line Tools
+```bash
+# Install jq for JSON formatting
+curl http://localhost:5000 | jq '.'
+
+# Create an API test script
+cat > test-api.sh << 'EOF'
+#!/bin/bash
+echo "Testing Python Flask API..."
+curl -s http://localhost:5000 | jq '.api'
+curl -s http://localhost:5000/time | jq '.current_time'
+curl -s http://localhost:5000/random | jq '.quote'
+echo "All tests completed!"
+EOF
+chmod +x test-api.sh
+./test-api.sh
+```
+
+## 📞 Getting Help
+
+- **Troubleshooting**: Check the troubleshooting section above
+- **Mycelium Cloud Docs**: See main repository README
+- **Flask Documentation**: https://flask.palletsprojects.com/
+- **Kubectl Help**: `kubectl get pods --help` for command reference
+- **API Testing**: Use Postman, Insomnia, or curl for testing
+- **Support**: Contact Mycelium Cloud support team
+
+For more help, visit our [documentation](../../README.md) or contact support.
\ No newline at end of file