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06ee297c/Dockerfile ADDED
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1
+ FROM python:3.11-slim
2
+
3
+ WORKDIR /app
4
+
5
+ COPY requirements.txt .
6
+ RUN pip install --no-cache-dir -r requirements.txt
7
+
8
+ COPY . .
9
+
10
+ EXPOSE 8000
11
+
12
+ HEALTHCHECK --interval=30s --timeout=10s --start-period=5s --retries=3 \
13
+ CMD python -c "import httpx; httpx.get('http://localhost:8000/health').raise_for_status()"
14
+
15
+ CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8000", "--workers", "2"]
06ee297c/README.md ADDED
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1
+ # Docker & Kubernetes Data Validation and Enrichment API
2
+
3
+ > Validate, clean, and enrich Docker & Kubernetes data with industry-specific rules and lookups. Domain expertise baked into every API call.
4
+
5
+ ## Features
6
+
7
+ - Full REST API
8
+
9
+ ## Quick Start
10
+
11
+ ```bash
12
+ # 1. Install dependencies
13
+ pip install -r requirements.txt
14
+
15
+ # 2. Configure environment
16
+ cp .env.example .env
17
+ # Edit .env with your settings
18
+
19
+ # 3. Run locally
20
+ uvicorn main:app --reload --port 8000
21
+
22
+ # 4. View interactive docs
23
+ open http://localhost:8000/docs
24
+ ```
25
+
26
+ ## Docker Deployment
27
+
28
+ ```bash
29
+ # Build and run
30
+ docker compose up -d
31
+
32
+ # Check health
33
+ curl http://localhost:8000/health
34
+ ```
35
+
36
+ ## Authentication
37
+
38
+ Get a token first:
39
+ ```bash
40
+ curl -X POST "http://localhost:8000/auth/token?username=admin&password=admin123"
41
+ ```
42
+
43
+ Use the token in subsequent requests:
44
+ ```bash
45
+ curl -H "Authorization: Bearer YOUR_TOKEN" http://localhost:8000/items
46
+ ```
47
+
48
+ ## API Endpoints
49
+
50
+ | Method | Path | Description |
51
+ |--------|------|-------------|
52
+ | GET | `/health` | System health |
53
+ | POST | `/auth/token` | Get JWT token |
54
+ | GET | `/items` | List all items |
55
+ | POST | `/items` | Create item |
56
+ | GET | `/items/{id}` | Get item |
57
+ | PATCH | `/items/{id}` | Update item |
58
+ | DELETE | `/items/{id}` | Delete item |
59
+ | GET | `/stats` | API statistics |
60
+
61
+ Full interactive docs: `http://localhost:8000/docs`
62
+
63
+ ## Rate Limits
64
+
65
+ | Endpoint | Limit |
66
+ |----------|-------|
67
+ | `/auth/token` | 10/minute |
68
+ | `GET /items` | 60/minute |
69
+ | `POST /items` | 30/minute |
70
+ | `DELETE /items` | 20/minute |
71
+
72
+ ## Running Tests
73
+
74
+ ```bash
75
+ pip install pytest httpx
76
+ pytest tests/ -v
77
+ ```
78
+
79
+ ## Production Notes
80
+
81
+ - Change `SECRET_KEY` in `.env` before deploying
82
+ - Replace in-memory `_db` with a real database
83
+ - Add proper user management to `auth.py`
84
+ - Configure `ALLOWED_ORIGINS` for CORS
85
+ - Use Nginx/Traefik as reverse proxy
86
+
87
+ ## License
88
+
89
+ MIT
06ee297c/auth.py ADDED
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1
+ """
2
+ Simple JWT auth β€” swap for OAuth2/API keys in production.
3
+ """
4
+ import os
5
+ from datetime import datetime, timedelta, timezone
6
+ from typing import Optional
7
+ from fastapi import Depends, HTTPException, status
8
+ from fastapi.security import HTTPBearer, HTTPAuthorizationCredentials
9
+ from jose import JWTError, jwt
10
+ from passlib.context import CryptContext
11
+
12
+ SECRET_KEY = os.getenv("SECRET_KEY", "changeme-in-production-please")
13
+ ALGORITHM = os.getenv("ALGORITHM", "HS256")
14
+ EXPIRE_MINUTES = int(os.getenv("ACCESS_TOKEN_EXPIRE_MINUTES", "30"))
15
+
16
+ pwd_context = CryptContext(schemes=["bcrypt"], deprecated="auto")
17
+ security = HTTPBearer()
18
+
19
+ # Demo users β€” replace with real DB lookup
20
+ USERS: dict[str, str] = {
21
+ "admin": pwd_context.hash("admin123"),
22
+ "demo": pwd_context.hash("demo123"),
23
+ }
24
+
25
+
26
+ def verify_password(username: str, password: str) -> bool:
27
+ hashed = USERS.get(username)
28
+ if not hashed:
29
+ return False
30
+ return pwd_context.verify(password, hashed)
31
+
32
+
33
+ def create_access_token(data: dict) -> str:
34
+ to_encode = data.copy()
35
+ expire = datetime.now(timezone.utc) + timedelta(minutes=EXPIRE_MINUTES)
36
+ to_encode["exp"] = expire
37
+ return jwt.encode(to_encode, SECRET_KEY, algorithm=ALGORITHM)
38
+
39
+
40
+ def get_current_user(credentials: HTTPAuthorizationCredentials = Depends(security)) -> str:
41
+ token = credentials.credentials
42
+ try:
43
+ payload = jwt.decode(token, SECRET_KEY, algorithms=[ALGORITHM])
44
+ username: Optional[str] = payload.get("sub")
45
+ if not username:
46
+ raise HTTPException(status_code=401, detail="Invalid token payload")
47
+ return username
48
+ except JWTError:
49
+ raise HTTPException(
50
+ status_code=status.HTTP_401_UNAUTHORIZED,
51
+ detail="Invalid or expired token",
52
+ headers={"WWW-Authenticate": "Bearer"},
53
+ )
06ee297c/docker-compose.yml ADDED
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1
+ version: '3.8'
2
+ services:
3
+ api:
4
+ build: .
5
+ ports:
6
+ - "8000:8000"
7
+ env_file: .env
8
+ restart: unless-stopped
9
+ volumes:
10
+ - ./data:/app/data
06ee297c/main.py ADDED
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1
+ """
2
+ Docker & Kubernetes Data Validation and Enrichment API β€” REST API Service
3
+ Validate, clean, and enrich Docker & Kubernetes data with industry-specific rules and lookups. Domain expertise baked into every API call.
4
+
5
+ Features:
6
+
7
+ """
8
+ import os
9
+ from contextlib import asynccontextmanager
10
+ from typing import Optional, List
11
+ from datetime import datetime, timezone
12
+
13
+ from fastapi import FastAPI, Depends, HTTPException, Request, status
14
+ from fastapi.middleware.cors import CORSMiddleware
15
+ from fastapi.responses import JSONResponse
16
+ from slowapi import Limiter
17
+ from slowapi.util import get_remote_address
18
+ from slowapi.errors import RateLimitExceeded
19
+ from dotenv import load_dotenv
20
+
21
+ from models import ItemCreate, ItemUpdate, ItemResponse, HealthResponse
22
+ from auth import get_current_user, create_access_token, verify_password
23
+
24
+ load_dotenv()
25
+
26
+ limiter = Limiter(key_func=get_remote_address)
27
+ _db: dict = {} # In-memory store β€” swap for real DB in production
28
+
29
+
30
+ @asynccontextmanager
31
+ async def lifespan(app: FastAPI):
32
+ print(f"{app.title} starting up...")
33
+ yield
34
+ print(f"{app.title} shutting down...")
35
+
36
+
37
+ app = FastAPI(
38
+ title="Docker & Kubernetes Data Validation and Enrichment API",
39
+ description="Validate, clean, and enrich Docker & Kubernetes data with industry-specific rules and lookups. Domain expertise baked into every API call.",
40
+ version="1.0.0",
41
+ lifespan=lifespan,
42
+ docs_url="/docs",
43
+ redoc_url="/redoc",
44
+ openapi_url="/openapi.json",
45
+ )
46
+
47
+ app.state.limiter = limiter
48
+
49
+ app.add_middleware(
50
+ CORSMiddleware,
51
+ allow_origins=os.getenv("ALLOWED_ORIGINS", "*").split(","),
52
+ allow_credentials=True,
53
+ allow_methods=["*"],
54
+ allow_headers=["*"],
55
+ )
56
+
57
+
58
+ @app.exception_handler(RateLimitExceeded)
59
+ async def rate_limit_handler(request: Request, exc: RateLimitExceeded):
60
+ return JSONResponse(
61
+ status_code=status.HTTP_429_TOO_MANY_REQUESTS,
62
+ content={"error": "Rate limit exceeded", "detail": str(exc)},
63
+ )
64
+
65
+
66
+ @app.exception_handler(Exception)
67
+ async def global_exception_handler(request: Request, exc: Exception):
68
+ return JSONResponse(
69
+ status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
70
+ content={"error": "Internal server error", "detail": str(exc)},
71
+ )
72
+
73
+
74
+ # ── Health ────────────────────────────────────────────────────────────────────
75
+
76
+ @app.get("/health", response_model=HealthResponse, tags=["System"])
77
+ async def health():
78
+ return {
79
+ "status": "healthy",
80
+ "service": "Docker & Kubernetes Data Validation and Enrichment API",
81
+ "version": "1.0.0",
82
+ "timestamp": datetime.now(timezone.utc).isoformat(),
83
+ "items_count": len(_db),
84
+ }
85
+
86
+
87
+ # ── Auth ──────────────────────────────────────────────────────────────────────
88
+
89
+ @app.post("/auth/token", tags=["Auth"], summary="Get API token")
90
+ @limiter.limit("10/minute")
91
+ async def login(request: Request, username: str, password: str):
92
+ if not verify_password(username, password):
93
+ raise HTTPException(status_code=401, detail="Invalid credentials")
94
+ token = create_access_token({"sub": username})
95
+ return {"access_token": token, "token_type": "bearer"}
96
+
97
+
98
+ # ── CRUD ──────────────────────────────────────────────────────────────────────
99
+
100
+ @app.get("/items", response_model=List[ItemResponse], tags=["Items"])
101
+ @limiter.limit("60/minute")
102
+ async def list_items(
103
+ request: Request,
104
+ skip: int = 0,
105
+ limit: int = 50,
106
+ search: Optional[str] = None,
107
+ current_user: str = Depends(get_current_user),
108
+ ):
109
+ items = list(_db.values())
110
+ if search:
111
+ items = [i for i in items if search.lower() in i.get("name", "").lower()]
112
+ return items[skip : skip + limit]
113
+
114
+
115
+ @app.post("/items", response_model=ItemResponse, status_code=201, tags=["Items"])
116
+ @limiter.limit("30/minute")
117
+ async def create_item(
118
+ request: Request,
119
+ item: ItemCreate,
120
+ current_user: str = Depends(get_current_user),
121
+ ):
122
+ item_id = f"item_{len(_db) + 1:06d}"
123
+ record = {
124
+ "id": item_id,
125
+ **item.model_dump(),
126
+ "created_by": current_user,
127
+ "created_at": datetime.now(timezone.utc).isoformat(),
128
+ "updated_at": datetime.now(timezone.utc).isoformat(),
129
+ }
130
+ _db[item_id] = record
131
+ return record
132
+
133
+
134
+ @app.get("/items/{item_id}", response_model=ItemResponse, tags=["Items"])
135
+ @limiter.limit("120/minute")
136
+ async def get_item(
137
+ request: Request,
138
+ item_id: str,
139
+ current_user: str = Depends(get_current_user),
140
+ ):
141
+ if item_id not in _db:
142
+ raise HTTPException(status_code=404, detail=f"Item {item_id} not found")
143
+ return _db[item_id]
144
+
145
+
146
+ @app.patch("/items/{item_id}", response_model=ItemResponse, tags=["Items"])
147
+ @limiter.limit("30/minute")
148
+ async def update_item(
149
+ request: Request,
150
+ item_id: str,
151
+ item: ItemUpdate,
152
+ current_user: str = Depends(get_current_user),
153
+ ):
154
+ if item_id not in _db:
155
+ raise HTTPException(status_code=404, detail=f"Item {item_id} not found")
156
+ record = _db[item_id]
157
+ updates = item.model_dump(exclude_unset=True)
158
+ record.update({**updates, "updated_at": datetime.now(timezone.utc).isoformat()})
159
+ _db[item_id] = record
160
+ return record
161
+
162
+
163
+ @app.delete("/items/{item_id}", status_code=204, tags=["Items"])
164
+ @limiter.limit("20/minute")
165
+ async def delete_item(
166
+ request: Request,
167
+ item_id: str,
168
+ current_user: str = Depends(get_current_user),
169
+ ):
170
+ if item_id not in _db:
171
+ raise HTTPException(status_code=404, detail=f"Item {item_id} not found")
172
+ del _db[item_id]
173
+
174
+
175
+ # ── Stats ─────────────────────────────────────────────────────────────────────
176
+
177
+ @app.get("/stats", tags=["System"])
178
+ @limiter.limit("30/minute")
179
+ async def stats(request: Request, current_user: str = Depends(get_current_user)):
180
+ return {
181
+ "total_items": len(_db),
182
+ "service": "Docker & Kubernetes Data Validation and Enrichment API",
183
+ "niche": "docker_kubernetes",
184
+ }
06ee297c/models.py ADDED
@@ -0,0 +1,47 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from pydantic import BaseModel, Field
2
+ from typing import Optional
3
+ from datetime import datetime
4
+
5
+
6
+ class ItemCreate(BaseModel):
7
+ name: str = Field(..., min_length=1, max_length=200, description="Item name")
8
+ description: Optional[str] = Field(None, max_length=2000)
9
+ category: Optional[str] = Field(None, max_length=100)
10
+ tags: list[str] = Field(default_factory=list)
11
+ metadata: dict = Field(default_factory=dict)
12
+
13
+ model_config = {"json_schema_extra": {"example": {
14
+ "name": "Sample Item",
15
+ "description": "A sample docker_kubernetes item",
16
+ "category": "default",
17
+ "tags": ["docker_kubernetes"],
18
+ "metadata": {},
19
+ }}}
20
+
21
+
22
+ class ItemUpdate(BaseModel):
23
+ name: Optional[str] = Field(None, min_length=1, max_length=200)
24
+ description: Optional[str] = Field(None, max_length=2000)
25
+ category: Optional[str] = None
26
+ tags: Optional[list[str]] = None
27
+ metadata: Optional[dict] = None
28
+
29
+
30
+ class ItemResponse(BaseModel):
31
+ id: str
32
+ name: str
33
+ description: Optional[str]
34
+ category: Optional[str]
35
+ tags: list[str]
36
+ metadata: dict
37
+ created_by: str
38
+ created_at: str
39
+ updated_at: str
40
+
41
+
42
+ class HealthResponse(BaseModel):
43
+ status: str
44
+ service: str
45
+ version: str
46
+ timestamp: str
47
+ items_count: int
06ee297c/requirements.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ fastapi>=0.110.0
2
+ uvicorn[standard]>=0.27.0
3
+ pydantic>=2.0.0
4
+ python-jose[cryptography]>=3.3.0
5
+ passlib[bcrypt]>=1.7.4
6
+ python-multipart>=0.0.9
7
+ slowapi>=0.1.9
8
+ python-dotenv>=1.0.0
9
+ httpx>=0.27.0
06ee297c/tests/__init__.py ADDED
File without changes
06ee297c/tests/test_main.py ADDED
@@ -0,0 +1,96 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ Tests for Docker & Kubernetes Data Validation and Enrichment API API.
3
+ """
4
+ import pytest
5
+ from fastapi.testclient import TestClient
6
+ from main import app
7
+
8
+ client = TestClient(app)
9
+
10
+
11
+ def test_health():
12
+ r = client.get("/health")
13
+ assert r.status_code == 200
14
+ data = r.json()
15
+ assert data["status"] == "healthy"
16
+ assert "version" in data
17
+
18
+
19
+ def test_unauthorized():
20
+ r = client.get("/items")
21
+ assert r.status_code == 403
22
+
23
+
24
+ def test_login():
25
+ r = client.post("/auth/token", params={"username": "admin", "password": "admin123"})
26
+ assert r.status_code == 200
27
+ assert "access_token" in r.json()
28
+
29
+
30
+ def _auth_headers():
31
+ r = client.post("/auth/token", params={"username": "admin", "password": "admin123"})
32
+ token = r.json()["access_token"]
33
+ return {"Authorization": f"Bearer {token}"}
34
+
35
+
36
+ def test_create_item():
37
+ headers = _auth_headers()
38
+ payload = {"name": "Test Item", "description": "A test", "tags": ["test"]}
39
+ r = client.post("/items", json=payload, headers=headers)
40
+ assert r.status_code == 201
41
+ data = r.json()
42
+ assert data["name"] == "Test Item"
43
+ assert "id" in data
44
+
45
+
46
+ def test_list_items():
47
+ headers = _auth_headers()
48
+ r = client.get("/items", headers=headers)
49
+ assert r.status_code == 200
50
+ assert isinstance(r.json(), list)
51
+
52
+
53
+ def test_get_item():
54
+ headers = _auth_headers()
55
+ # Create
56
+ payload = {"name": "Get Test", "tags": []}
57
+ r = client.post("/items", json=payload, headers=headers)
58
+ item_id = r.json()["id"]
59
+ # Get
60
+ r = client.get(f"/items/{item_id}", headers=headers)
61
+ assert r.status_code == 200
62
+ assert r.json()["id"] == item_id
63
+
64
+
65
+ def test_update_item():
66
+ headers = _auth_headers()
67
+ payload = {"name": "Update Test", "tags": []}
68
+ r = client.post("/items", json=payload, headers=headers)
69
+ item_id = r.json()["id"]
70
+ r = client.patch(f"/items/{item_id}", json={"name": "Updated"}, headers=headers)
71
+ assert r.status_code == 200
72
+ assert r.json()["name"] == "Updated"
73
+
74
+
75
+ def test_delete_item():
76
+ headers = _auth_headers()
77
+ payload = {"name": "Delete Test", "tags": []}
78
+ r = client.post("/items", json=payload, headers=headers)
79
+ item_id = r.json()["id"]
80
+ r = client.delete(f"/items/{item_id}", headers=headers)
81
+ assert r.status_code == 204
82
+ r = client.get(f"/items/{item_id}", headers=headers)
83
+ assert r.status_code == 404
84
+
85
+
86
+ def test_stats():
87
+ headers = _auth_headers()
88
+ r = client.get("/stats", headers=headers)
89
+ assert r.status_code == 200
90
+ assert "total_items" in r.json()
91
+
92
+
93
+ def test_openapi_docs():
94
+ r = client.get("/openapi.json")
95
+ assert r.status_code == 200
96
+ assert "openapi" in r.json()
README.md CHANGED
@@ -1,13 +1,95 @@
1
  ---
2
- title: Docker Kubernetes Data Validation And Enrichment Api 06ee
3
- emoji: πŸ‘€
4
- colorFrom: indigo
5
- colorTo: red
6
  sdk: gradio
7
- sdk_version: 6.14.0
8
- python_version: '3.13'
9
  app_file: app.py
10
  pinned: false
 
 
 
 
 
 
 
 
 
11
  ---
 
12
 
13
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ title: "Docker & Kubernetes Data Validation and Enrichment API"
3
+ emoji: πŸ€–
4
+ colorFrom: blue
5
+ colorTo: gray
6
  sdk: gradio
7
+ sdk_version: 4.44.0
 
8
  app_file: app.py
9
  pinned: false
10
+ license: mit
11
+ tags:
12
+ - docker
13
+ - kubernetes
14
+ - container
15
+ - devops
16
+ - data
17
+ - validation
18
+ - enrichment
19
  ---
20
+ # Docker & Kubernetes Data Validation and Enrichment API
21
 
22
+ Stop deploying with dirty data β€” misconfigured Kubernetes pods and inconsistent Docker metadata cause 80% of runtime failures. This API validates and enriches your container data before it hits production.
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+
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+ Unlike generic validation tools, this REST API specifically targets Docker and Kubernetes data structures β€” from pod specs to ConfigMaps β€” and automatically enriches them with contextual metadata like lineage, ownership, and compliance tags. It eliminates the manual chore of checking every YAML file and ensures your cluster runs on clean, reliable data.
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+
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+ ## What's Included
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+
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+ - Real-time validation of Kubernetes resources (pods, deployments, services, ConfigMaps) against cluster best practices and custom rules
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+ - Automatic enrichment with Docker image metadata, including vulnerability scores, maintainer info, and base image lineage
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+ - Simple REST API β€” send a JSON payload of your Kubernetes manifest or Dockerfile and receive a validated, enriched response
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+ - Custom rule engine for data validation (e.g., enforce naming conventions, required labels, resource limits)
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+ - Batch processing support β€” validate and enrich multiple resources in a single API call for CI/CD pipelines
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+
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+ ## Who Is This For
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+
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+ - DevOps engineers tired of runtime failures caused by missing labels or invalid container images
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+ - Platform teams building internal developer portals who need clean, enriched Kubernetes data
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+ - SREs looking to automate pre-deployment checks and reduce toil from manual YAML reviews
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+ - Data engineers running containerized data pipelines who must ensure metadata consistency across clusters
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+
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+ ## How It Works
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+
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+ Sign up to get your unique API key, then send a POST request with your Kubernetes manifest or Docker image reference. The API instantly validates the data against your custom rules and enriches it with contextual metadata β€” all returned as a clean JSON response ready for your CI/CD pipeline.
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+
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+ ## Frequently Asked Questions
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+
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+ **Does this API support both Docker and Kubernetes data in the same request?**
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+ Yes, you can send a mixed payload containing Dockerfile instructions and Kubernetes YAML. The API will process each part appropriately β€” validating the Docker build steps and enriching the Kubernetes resources.
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+
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+ **What kind of enrichment data do I get for Docker images?**
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+ You get image vulnerability scores (CVE count, severity), maintainer info, base image lineage, layer size breakdown, and registry metadata. All enrichment is pulled from public registries and can be extended with your private registry.
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+
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+ **Can I define my own validation rules?**
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+ Absolutely. You create custom rules via the API's rule management endpoint β€” set constraints like 'all deployments must have a 'team' label' or 'container CPU limits must be set'. The validation engine applies them to every request.
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+
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+ **Is there a rate limit on the $42.23 plan?**
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+ The plan includes 5,000 API calls per month with a burst rate of 100 calls per minute. If you need more, you can upgrade or contact us for custom plans.
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+
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+ **How do I integrate this into my CI/CD pipeline?**
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+ Simply add a curl command or use our Python/Go SDK (included in the purchase) to call the API before your 'kubectl apply' step. If validation fails, the pipeline stops and returns a detailed error report.
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+
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+ ## What You Get
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+
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+ - Instant digital download
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+ - Complete REST API with full documentation
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+ - Free updates for life β€” pay once, own forever
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+ - Setup guide and usage instructions
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+
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+ **Stop fixing broken YAML and start shipping clean, enriched Kubernetes data today β€” one API call at a time.**
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+
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+ ## πŸš€ Usage
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+
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+ 1. Click **Use in Spaces** above to run the demo directly
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+ 2. Or clone the repository and run locally:
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+
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+ ```bash
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+ git clone https://huggingface.co/spaces/WealthFromAI/docker-kubernetes-data-validation-and-enrichment-api-06ee
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+ cd docker-kubernetes-data-validation-and-enrichment-api-06ee
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+ pip install -r requirements.txt
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+ python app.py
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+ ```
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+
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+ ## πŸ’° Pricing
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+
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+ - **Demo**: Free on Hugging Face Spaces
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+ - **Full Source Code**: $42.23
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+ - Available on [Gumroad](https://gumroad.com) and [Whop](https://whop.com)
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+
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+ ## πŸ“„ License
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+
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+ MIT License β€” free to use, modify, and distribute.
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+
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+ ---
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+
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+ *Built with [FORGE-X](https://github.com/WealthFromAI) β€” automated digital product engine*