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5839295f/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"]
5839295f/README.md ADDED
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1
+ # Multi-Cloud Cost Optimization API
2
+
3
+ > REST API for FinOps teams analysing and optimising cloud spend across AWS, GCP, and Azure. Ingests billing export data and identifies idle resources, right-sizing opportunities, reserved instance savings, and orphaned storage. Returns a ranked list of cost reduction actions with monthly savings estimates and implementation commands. Supports multi-account analysis, tag-based cost allocation, and budget threshold alerts. Integrates with Slack for weekly cost digest notifications and anomaly alerts when spend exceeds 20 percent week-over-week.
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
5839295f/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
+ )
5839295f/docker-compose.yml ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
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
5839295f/main.py ADDED
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1
+ """
2
+ Multi-Cloud Cost Optimization API β€” REST API Service
3
+ REST API for FinOps teams analysing and optimising cloud spend across AWS, GCP, and Azure. Ingests billing export data and identifies idle resources, right-sizing opportunities, reserved instance savings, and orphaned storage. Returns a ranked list of cost reduction actions with monthly savings estimates and implementation commands. Supports multi-account analysis, tag-based cost allocation, and budget threshold alerts. Integrates with Slack for weekly cost digest notifications and anomaly alerts when spend exceeds 20 percent week-over-week.
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="Multi-Cloud Cost Optimization API",
39
+ description="REST API for FinOps teams analysing and optimising cloud spend across AWS, GCP, and Azure. Ingests billing export data and identifies idle resources, right-sizing opportunities, reserved instance savings, and orphaned storage. Returns a ranked list of cost reduction actions with monthly savings estimates and implementation commands. Supports multi-account analysis, tag-based cost allocation, and budget threshold alerts. Integrates with Slack for weekly cost digest notifications and anomaly alerts when spend exceeds 20 percent week-over-week.",
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": "Multi-Cloud Cost Optimization 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": "Multi-Cloud Cost Optimization API",
183
+ "niche": "devops_infra",
184
+ }
5839295f/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 devops_infra item",
16
+ "category": "default",
17
+ "tags": ["devops_infra"],
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
5839295f/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
5839295f/tests/__init__.py ADDED
File without changes
5839295f/tests/test_main.py ADDED
@@ -0,0 +1,96 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ Tests for Multi-Cloud Cost Optimization 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 +1,98 @@
1
  ---
2
- title: Multi Cloud Cost Optimization Api 5839
3
- emoji: πŸš€
4
- colorFrom: red
5
- colorTo: yellow
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: "Multi-Cloud Cost Optimization API"
3
+ emoji: βš™οΈ
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+ colorFrom: gray
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+ colorTo: green
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  sdk: gradio
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+ sdk_version: 4.44.0
 
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  app_file: app.py
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  pinned: false
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+ license: mit
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+ tags:
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+ - devops
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+ - infrastructure
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+ - automation
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+ - monitoring
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+ - cloud
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+ - cost
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+ - finops
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+ - dashboard
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+ - savings
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+ - multi
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  ---
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+ # Multi-Cloud Cost Optimization API
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+ Are you tired of juggling multiple cloud providers and watching your costs spiral out of control? The Multi-Cloud Cost Optimization API is here to help.
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+
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+ This powerful API helps you streamline your cloud spend across AWS and other providers, providing a single pane of glass to optimize your costs and maximize your ROI. With the Multi-Cloud Cost Optimization API, you can say goodbye to costly surprises and hello to predictable, manageable expenses. By leveraging this API, you'll be able to make data-driven decisions and drive significant cost savings.
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+
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+ ## What's Included
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+
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+ - Unified cloud cost management
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+ - Real-time cost monitoring and alerts
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+ - Automated cost optimization recommendations
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+ - Support for multiple cloud providers, including AWS
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+ - REST API for easy integration
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+
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+ ## Who Is This For
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+
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+ - DevOps teams looking to optimize their cloud spend
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+ - FinOps professionals seeking to streamline their cloud cost management
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+ - Cloud architects wanting to design cost-efficient infrastructure
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+ - IT leaders aiming to reduce their organization's cloud expenses
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+
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+ ## How It Works
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+
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+ Getting started with the Multi-Cloud Cost Optimization API is easy - simply sign up, integrate our API with your cloud providers, and start monitoring and optimizing your costs in real-time. Our API provides a straightforward setup process and comprehensive documentation to ensure a seamless onboarding experience. With just a few lines of code, you can begin optimizing your cloud spend and achieving significant cost savings.
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+
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+ ## Frequently Asked Questions
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+
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+ **What cloud providers are supported by the Multi-Cloud Cost Optimization API?**
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+ Our API currently supports AWS, with additional providers being added soon.
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+
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+ **How do I integrate the API with my existing cloud infrastructure?**
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+ Our API provides a simple, REST-based interface for easy integration with your existing infrastructure.
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+
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+ **What kind of cost savings can I expect from using the Multi-Cloud Cost Optimization API?**
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+ The amount of cost savings will vary depending on your specific cloud usage and infrastructure, but our API can help you identify and eliminate waste, optimize resources, and negotiate better rates with your cloud providers.
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+
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+ **Is the Multi-Cloud Cost Optimization API secure?**
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+ Yes, our API prioritizes security and provides enterprise-grade encryption, secure authentication, and access controls to ensure the integrity and confidentiality of your data.
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+
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+ **What kind of support does the Multi-Cloud Cost Optimization API offer?**
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+ We provide comprehensive documentation, API support, and priority customer support to ensure you get the most out of our API.
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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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+ **Sign up now and start optimizing your cloud costs with the Multi-Cloud Cost Optimization API for just $49.99!**
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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/multi-cloud-cost-optimization-api-5839
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+ cd multi-cloud-cost-optimization-api-5839
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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**: $49.99
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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*