rest-api-design-patterns

REST API Design Patterns

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REST API Design Patterns

A comprehensive skill for designing, implementing, and maintaining RESTful APIs. Master resource modeling, HTTP methods, versioning strategies, pagination, filtering, error handling, and best practices for building scalable, maintainable APIs using FastAPI, Express.js, and modern frameworks.

When to Use This Skill

Use this skill when:

  • Designing a new RESTful API from scratch

  • Building microservices with HTTP/REST interfaces

  • Refactoring existing APIs for better design and consistency

  • Implementing CRUD operations with proper HTTP semantics

  • Adding versioning to an existing API

  • Designing resource relationships and nested endpoints

  • Implementing pagination, filtering, and sorting

  • Handling errors and validation consistently

  • Building hypermedia-driven APIs (HATEOAS)

  • Optimizing API performance with caching and compression

  • Documenting APIs with OpenAPI/Swagger specifications

  • Ensuring API security with authentication and authorization patterns

Core REST Principles

What is REST?

REST (Representational State Transfer) is an architectural style for distributed systems that emphasizes:

  • Resource-Based: Everything is a resource with a unique identifier (URI)

  • Standard Methods: Use standard HTTP methods (GET, POST, PUT, DELETE, PATCH)

  • Stateless: Each request contains all information needed to process it

  • Client-Server: Clear separation between client and server

  • Cacheable: Responses can be cached for performance

  • Uniform Interface: Consistent patterns across the API

REST Maturity Model (Richardson Maturity Model)

Level 0 - The Swamp of POX: Single URI, single HTTP method (usually POST)

  • Example: /api with all operations in POST body

Level 1 - Resources: Multiple URIs, each representing a resource

  • Example: /users , /posts , /products

Level 2 - HTTP Verbs: Proper use of HTTP methods

  • Example: GET /users/123 , POST /users , PUT /users/123

Level 3 - Hypermedia Controls (HATEOAS): API responses include links to related resources

  • Example: Response includes "_links": {"self": "/users/123", "posts": "/users/123/posts"}

Resource Modeling

Resource Naming Conventions

  1. Use Nouns, Not Verbs

Good: GET /users GET /products POST /orders

Bad: GET /getUsers GET /getAllProducts POST /createOrder

  1. Use Plural Nouns for Collections

Good: GET /users # Collection GET /users/123 # Individual resource

Bad: GET /user GET /user/123

  1. Use Lowercase and Hyphens

Good: /user-profiles /order-items /payment-methods

Bad: /userProfiles /OrderItems /payment_methods

  1. Hierarchy for Related Resources

Good: /users/123/posts /users/123/posts/456 /users/123/posts/456/comments

Avoid Deep Nesting (max 2-3 levels): /organizations/1/departments/2/teams/3/members/4/tasks/5 # Too deep!

Resource Design Patterns

Pattern 1: Collection and Item Resources

Collection Resource: GET /products # List all products POST /products # Create new product

Item Resource: GET /products/123 # Get specific product PUT /products/123 # Replace product (full update) PATCH /products/123 # Partial update DELETE /products/123 # Delete product

Pattern 2: Nested Resources (Parent-Child Relationships)

Comments belong to posts

GET /posts/42/comments # List comments for post 42 POST /posts/42/comments # Create comment on post 42 GET /posts/42/comments/7 # Get specific comment DELETE /posts/42/comments/7 # Delete specific comment

Alternative for accessing comments directly

GET /comments/7 # Get comment by ID (if you have it)

Pattern 3: Filtering Collections (Query Parameters)

GET /products?category=electronics GET /products?price_min=100&price_max=500 GET /products?sort=price&order=desc GET /users?status=active&role=admin GET /posts?author=123&published=true

Pattern 4: Actions on Resources (Controllers)

For operations that don't fit standard CRUD:

POST /users/123/activate # Activate user account POST /orders/456/cancel # Cancel order POST /payments/789/refund # Refund payment POST /documents/321/publish # Publish document POST /subscriptions/654/renew # Renew subscription

Pattern 5: Bulk Operations

POST /users/bulk-create # Create multiple users PATCH /products/bulk-update # Update multiple products DELETE /orders/bulk-delete # Delete multiple orders

Or using query parameters

DELETE /orders?ids=1,2,3,4,5

HTTP Methods Deep Dive

GET - Retrieve Resources

Characteristics:

  • Safe: No side effects

  • Idempotent: Multiple identical requests have the same effect

  • Cacheable: Responses can be cached

FastAPI Example:

from fastapi import FastAPI, HTTPException from typing import List, Optional

app = FastAPI()

Collection endpoint

@app.get("/items/") async def list_items( skip: int = 0, limit: int = 10, category: Optional[str] = None ) -> List[dict]: """List items with pagination and filtering.""" # Filter and paginate items = get_items_from_db(skip=skip, limit=limit, category=category) return items

Individual resource endpoint

@app.get("/items/{item_id}") async def get_item(item_id: int) -> dict: """Get a specific item by ID.""" item = get_item_from_db(item_id) if not item: raise HTTPException(status_code=404, detail="Item not found") return item

Express.js Example:

const express = require('express'); const app = express();

// Collection endpoint app.get('/items', async (req, res) => { try { const { skip = 0, limit = 10, category } = req.query; const items = await getItemsFromDB({ skip, limit, category }); res.json(items); } catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

// Individual resource endpoint app.get('/items/:id', async (req, res) => { try { const item = await getItemFromDB(req.params.id); if (!item) { return res.status(404).json({ error: 'Item not found' }); } res.json(item); } catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

POST - Create Resources

Characteristics:

  • Not safe: Has side effects (creates resource)

  • Not idempotent: Multiple requests create multiple resources

  • Response should include Location header with new resource URI

FastAPI Example:

from fastapi import FastAPI, HTTPException, status from pydantic import BaseModel

class ItemCreate(BaseModel): name: str price: float category: str description: Optional[str] = None

@app.post("/items/", status_code=status.HTTP_201_CREATED) async def create_item(item: ItemCreate, response: Response) -> dict: """Create a new item.""" # Validate and create new_item = create_item_in_db(item)

# Set Location header
response.headers["Location"] = f"/items/{new_item.id}"

return new_item

Express.js Example:

app.use(express.json());

app.post('/items', async (req, res) => { try { const { name, price, category, description } = req.body;

// Validate
if (!name || !price || !category) {
  return res.status(400).json({
    error: 'Missing required fields: name, price, category'
  });
}

// Create resource
const newItem = await createItemInDB({ name, price, category, description });

// Set Location header and return 201
res.location(`/items/${newItem.id}`)
   .status(201)
   .json(newItem);

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

PUT - Replace Resource

Characteristics:

  • Not safe: Has side effects

  • Idempotent: Multiple identical requests have the same effect

  • Replaces entire resource (all fields required)

FastAPI Example:

class ItemUpdate(BaseModel): name: str price: float category: str description: str

@app.put("/items/{item_id}") async def replace_item(item_id: int, item: ItemUpdate) -> dict: """Replace an entire item (all fields required).""" existing_item = get_item_from_db(item_id) if not existing_item: raise HTTPException(status_code=404, detail="Item not found")

# Replace entire resource
updated_item = replace_item_in_db(item_id, item)
return updated_item

Express.js Example:

app.put('/items/:id', async (req, res) => { try { const { name, price, category, description } = req.body;

// All fields required for PUT
if (!name || !price || !category || description === undefined) {
  return res.status(400).json({
    error: 'PUT requires all fields: name, price, category, description'
  });
}

const existingItem = await getItemFromDB(req.params.id);
if (!existingItem) {
  return res.status(404).json({ error: 'Item not found' });
}

// Replace entire resource
const updatedItem = await replaceItemInDB(req.params.id, req.body);
res.json(updatedItem);

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

PATCH - Partial Update

Characteristics:

  • Not safe: Has side effects

  • Idempotent: Multiple identical requests have the same effect

  • Updates only specified fields (partial update)

FastAPI Example:

class ItemPatch(BaseModel): name: Optional[str] = None price: Optional[float] = None category: Optional[str] = None description: Optional[str] = None

@app.patch("/items/{item_id}") async def update_item(item_id: int, item: ItemPatch) -> dict: """Partially update an item (only provided fields).""" existing_item = get_item_from_db(item_id) if not existing_item: raise HTTPException(status_code=404, detail="Item not found")

# Update only provided fields
update_data = item.model_dump(exclude_unset=True)
updated_item = update_item_in_db(item_id, update_data)
return updated_item

Express.js Example:

app.patch('/items/:id', async (req, res) => { try { const existingItem = await getItemFromDB(req.params.id); if (!existingItem) { return res.status(404).json({ error: 'Item not found' }); }

// Update only provided fields
const updatedItem = await updateItemInDB(req.params.id, req.body);
res.json(updatedItem);

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

DELETE - Remove Resource

Characteristics:

  • Not safe: Has side effects

  • Idempotent: Multiple identical requests have the same effect

  • Returns 204 No Content or 200 OK with response body

FastAPI Example:

@app.delete("/items/{item_id}", status_code=status.HTTP_204_NO_CONTENT) async def delete_item(item_id: int): """Delete an item.""" existing_item = get_item_from_db(item_id) if not existing_item: raise HTTPException(status_code=404, detail="Item not found")

delete_item_from_db(item_id)
return None  # 204 No Content

Alternative: Return deleted resource

@app.delete("/items/{item_id}") async def delete_item_with_response(item_id: int) -> dict: """Delete an item and return it.""" existing_item = get_item_from_db(item_id) if not existing_item: raise HTTPException(status_code=404, detail="Item not found")

delete_item_from_db(item_id)
return existing_item  # 200 OK with body

Express.js Example:

// 204 No Content approach app.delete('/items/:id', async (req, res) => { try { const existingItem = await getItemFromDB(req.params.id); if (!existingItem) { return res.status(404).json({ error: 'Item not found' }); }

await deleteItemFromDB(req.params.id);
res.status(204).send();

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

// 200 OK with response body approach app.delete('/items/:id', async (req, res) => { try { const existingItem = await getItemFromDB(req.params.id); if (!existingItem) { return res.status(404).json({ error: 'Item not found' }); }

await deleteItemFromDB(req.params.id);
res.json({ message: 'Item deleted successfully', item: existingItem });

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

API Versioning Strategies

Strategy 1: URI Versioning (Most Common)

Version in the URI path - clear, explicit, easy to understand.

Pros:

  • Explicit and visible

  • Easy to route to different code versions

  • Browser-friendly

  • Simple for documentation

Cons:

  • Creates multiple endpoints

  • Can lead to code duplication

  • URLs change between versions

FastAPI Implementation:

from fastapi import FastAPI, APIRouter

app = FastAPI()

Version 1 router

v1_router = APIRouter(prefix="/api/v1")

@v1_router.get("/users") async def get_users_v1(): return {"users": ["user1", "user2"], "version": "1.0"}

@v1_router.get("/users/{user_id}") async def get_user_v1(user_id: int): return {"id": user_id, "name": "John", "version": "1.0"}

Version 2 router

v2_router = APIRouter(prefix="/api/v2")

@v2_router.get("/users") async def get_users_v2(limit: int = 10, offset: int = 0): """V2 adds pagination""" return { "users": ["user1", "user2"], "pagination": {"limit": limit, "offset": offset}, "version": "2.0" }

@v2_router.get("/users/{user_id}") async def get_user_v2(user_id: int): """V2 returns more fields""" return { "id": user_id, "name": "John", "email": "john@example.com", "created_at": "2024-01-01", "version": "2.0" }

app.include_router(v1_router) app.include_router(v2_router)

Express.js Implementation:

const express = require('express'); const app = express();

// Version 1 routes const v1Router = express.Router();

v1Router.get('/users', (req, res) => { res.json({ users: ['user1', 'user2'], version: '1.0' }); });

v1Router.get('/users/:id', (req, res) => { res.json({ id: req.params.id, name: 'John', version: '1.0' }); });

// Version 2 routes const v2Router = express.Router();

v2Router.get('/users', (req, res) => { const { limit = 10, offset = 0 } = req.query; res.json({ users: ['user1', 'user2'], pagination: { limit, offset }, version: '2.0' }); });

v2Router.get('/users/:id', (req, res) => { res.json({ id: req.params.id, name: 'John', email: 'john@example.com', created_at: '2024-01-01', version: '2.0' }); });

app.use('/api/v1', v1Router); app.use('/api/v2', v2Router);

Strategy 2: Header Versioning

Version specified in custom header or Accept header.

Pros:

  • Clean URIs

  • No URL pollution

  • More "RESTful" (resources have single URI)

Cons:

  • Less visible

  • Harder to test in browser

  • More complex routing logic

FastAPI Implementation:

from fastapi import FastAPI, Header, HTTPException

app = FastAPI()

@app.get("/users") async def get_users(api_version: str = Header(default="1.0", alias="X-API-Version")): """Handle multiple versions based on header""" if api_version == "1.0": return {"users": ["user1", "user2"], "version": "1.0"} elif api_version == "2.0": return { "users": ["user1", "user2"], "pagination": {"limit": 10, "offset": 0}, "version": "2.0" } else: raise HTTPException( status_code=400, detail=f"Unsupported API version: {api_version}" )

@app.get("/users/{user_id}") async def get_user( user_id: int, api_version: str = Header(default="1.0", alias="X-API-Version") ): """User endpoint with version handling""" if api_version == "1.0": return {"id": user_id, "name": "John", "version": "1.0"} elif api_version == "2.0": return { "id": user_id, "name": "John", "email": "john@example.com", "created_at": "2024-01-01", "version": "2.0" } else: raise HTTPException( status_code=400, detail=f"Unsupported API version: {api_version}" )

Express.js Implementation:

app.get('/users', (req, res) => { const version = req.get('X-API-Version') || '1.0';

if (version === '1.0') { res.json({ users: ['user1', 'user2'], version: '1.0' }); } else if (version === '2.0') { res.json({ users: ['user1', 'user2'], pagination: { limit: 10, offset: 0 }, version: '2.0' }); } else { res.status(400).json({ error: Unsupported API version: ${version} }); } });

app.get('/users/:id', (req, res) => { const version = req.get('X-API-Version') || '1.0';

if (version === '1.0') { res.json({ id: req.params.id, name: 'John', version: '1.0' }); } else if (version === '2.0') { res.json({ id: req.params.id, name: 'John', email: 'john@example.com', created_at: '2024-01-01', version: '2.0' }); } else { res.status(400).json({ error: Unsupported API version: ${version} }); } });

Strategy 3: Content Negotiation (Accept Header)

Version specified in Accept header with custom media types.

FastAPI Implementation:

from fastapi import FastAPI, Request, HTTPException

app = FastAPI()

@app.get("/users") async def get_users(request: Request): """Handle versioning via Accept header""" accept = request.headers.get("accept", "application/vnd.api.v1+json")

if "vnd.api.v1+json" in accept:
    return {"users": ["user1", "user2"], "version": "1.0"}
elif "vnd.api.v2+json" in accept:
    return {
        "users": ["user1", "user2"],
        "pagination": {"limit": 10, "offset": 0},
        "version": "2.0"
    }
else:
    raise HTTPException(
        status_code=406,
        detail="Not Acceptable: Unsupported media type"
    )

Express.js Implementation:

app.get('/users', (req, res) => { const accept = req.get('Accept') || 'application/vnd.api.v1+json';

if (accept.includes('vnd.api.v1+json')) { res.type('application/vnd.api.v1+json') .json({ users: ['user1', 'user2'], version: '1.0' }); } else if (accept.includes('vnd.api.v2+json')) { res.type('application/vnd.api.v2+json') .json({ users: ['user1', 'user2'], pagination: { limit: 10, offset: 0 }, version: '2.0' }); } else { res.status(406).json({ error: 'Not Acceptable: Unsupported media type' }); } });

Strategy 4: Query Parameter Versioning

Version as query parameter (least recommended).

GET /users?version=2.0 GET /users/123?v=2

Cons:

  • Mixes versioning with filtering

  • Harder to cache

  • Less clear separation of concerns

Pagination Patterns

Pattern 1: Offset-Based Pagination (Traditional)

Simple but can have performance issues with large datasets.

FastAPI Implementation:

from fastapi import FastAPI, Query from typing import List from pydantic import BaseModel

class PaginatedResponse(BaseModel): items: List[dict] total: int limit: int offset: int has_more: bool

@app.get("/items", response_model=PaginatedResponse) async def list_items( limit: int = Query(default=10, ge=1, le=100), offset: int = Query(default=0, ge=0) ): """Offset-based pagination""" # Get total count total = count_items_in_db()

# Get paginated items
items = get_items_from_db(limit=limit, offset=offset)

# Check if there are more items
has_more = (offset + limit) < total

return {
    "items": items,
    "total": total,
    "limit": limit,
    "offset": offset,
    "has_more": has_more
}

Express.js Implementation:

app.get('/items', async (req, res) => { try { const limit = Math.min(parseInt(req.query.limit) || 10, 100); const offset = parseInt(req.query.offset) || 0;

const total = await countItemsInDB();
const items = await getItemsFromDB({ limit, offset });
const hasMore = (offset + limit) < total;

res.json({
  items,
  total,
  limit,
  offset,
  has_more: hasMore
});

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

Pattern 2: Cursor-Based Pagination (Recommended for Large Datasets)

More efficient for large datasets, prevents issues with data changes during pagination.

FastAPI Implementation:

from typing import Optional

class CursorPaginatedResponse(BaseModel): items: List[dict] next_cursor: Optional[str] = None has_more: bool

@app.get("/items", response_model=CursorPaginatedResponse) async def list_items_cursor( limit: int = Query(default=10, ge=1, le=100), cursor: Optional[str] = None ): """Cursor-based pagination""" # Get items after cursor items = get_items_after_cursor(cursor=cursor, limit=limit + 1)

# Check if there are more items
has_more = len(items) > limit

# Get next cursor from last item
next_cursor = None
if has_more:
    items = items[:limit]  # Remove extra item
    next_cursor = items[-1]["id"]  # Use last item ID as cursor

return {
    "items": items,
    "next_cursor": next_cursor,
    "has_more": has_more
}

Express.js Implementation:

app.get('/items', async (req, res) => { try { const limit = Math.min(parseInt(req.query.limit) || 10, 100); const cursor = req.query.cursor || null;

// Get one extra item to check if there are more
const items = await getItemsAfterCursor({ cursor, limit: limit + 1 });

const hasMore = items.length > limit;
let nextCursor = null;

if (hasMore) {
  items.pop(); // Remove extra item
  nextCursor = items[items.length - 1].id; // Last item ID as cursor
}

res.json({
  items,
  next_cursor: nextCursor,
  has_more: hasMore
});

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

Pattern 3: Page-Based Pagination

User-friendly for UIs with page numbers.

FastAPI Implementation:

class PagePaginatedResponse(BaseModel): items: List[dict] page: int page_size: int total_pages: int total_items: int

@app.get("/items", response_model=PagePaginatedResponse) async def list_items_pages( page: int = Query(default=1, ge=1), page_size: int = Query(default=10, ge=1, le=100) ): """Page-based pagination""" # Calculate offset offset = (page - 1) * page_size

# Get total count and items
total_items = count_items_in_db()
items = get_items_from_db(limit=page_size, offset=offset)

# Calculate total pages
total_pages = (total_items + page_size - 1) // page_size

return {
    "items": items,
    "page": page,
    "page_size": page_size,
    "total_pages": total_pages,
    "total_items": total_items
}

Express.js Implementation:

app.get('/items', async (req, res) => { try { const page = Math.max(parseInt(req.query.page) || 1, 1); const pageSize = Math.min(parseInt(req.query.page_size) || 10, 100);

const offset = (page - 1) * pageSize;

const totalItems = await countItemsInDB();
const items = await getItemsFromDB({ limit: pageSize, offset });
const totalPages = Math.ceil(totalItems / pageSize);

res.json({
  items,
  page,
  page_size: pageSize,
  total_pages: totalPages,
  total_items: totalItems
});

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

Filtering and Sorting

Advanced Filtering

FastAPI Implementation:

from enum import Enum from typing import Optional, List

class SortOrder(str, Enum): asc = "asc" desc = "desc"

@app.get("/products") async def list_products( # Filtering category: Optional[str] = None, min_price: Optional[float] = None, max_price: Optional[float] = None, in_stock: Optional[bool] = None, tags: Optional[List[str]] = Query(None), search: Optional[str] = None, # Sorting sort_by: Optional[str] = Query(default="created_at"), order: SortOrder = SortOrder.desc, # Pagination limit: int = Query(default=10, ge=1, le=100), offset: int = Query(default=0, ge=0) ): """Advanced filtering and sorting""" filters = { "category": category, "min_price": min_price, "max_price": max_price, "in_stock": in_stock, "tags": tags, "search": search }

# Remove None values
filters = {k: v for k, v in filters.items() if v is not None}

# Query database
products = query_products(
    filters=filters,
    sort_by=sort_by,
    order=order.value,
    limit=limit,
    offset=offset
)

return {
    "products": products,
    "filters": filters,
    "sort": {"by": sort_by, "order": order.value},
    "pagination": {"limit": limit, "offset": offset}
}

Express.js Implementation:

app.get('/products', async (req, res) => { try { const { category, min_price, max_price, in_stock, tags, search, sort_by = 'created_at', order = 'desc', limit = 10, offset = 0 } = req.query;

// Build filters
const filters = {};
if (category) filters.category = category;
if (min_price) filters.min_price = parseFloat(min_price);
if (max_price) filters.max_price = parseFloat(max_price);
if (in_stock !== undefined) filters.in_stock = in_stock === 'true';
if (tags) filters.tags = Array.isArray(tags) ? tags : [tags];
if (search) filters.search = search;

// Query database
const products = await queryProducts({
  filters,
  sortBy: sort_by,
  order,
  limit: Math.min(parseInt(limit), 100),
  offset: parseInt(offset)
});

res.json({
  products,
  filters,
  sort: { by: sort_by, order },
  pagination: { limit, offset }
});

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

Error Handling Best Practices

Consistent Error Response Format

Standard Error Response Structure:

{ "error": { "code": "RESOURCE_NOT_FOUND", "message": "The requested user was not found", "details": { "user_id": "123", "resource": "user" }, "timestamp": "2024-01-15T10:30:00Z" } }

HTTP Status Codes

Success Codes:

  • 200 OK : Successful GET, PUT, PATCH, DELETE with response

  • 201 Created : Successful POST creating a resource

  • 202 Accepted : Request accepted for async processing

  • 204 No Content : Successful DELETE with no response body

Client Error Codes:

  • 400 Bad Request : Invalid request syntax or validation error

  • 401 Unauthorized : Authentication required

  • 403 Forbidden : Authenticated but not authorized

  • 404 Not Found : Resource doesn't exist

  • 405 Method Not Allowed : HTTP method not supported

  • 409 Conflict : Request conflicts with current state

  • 422 Unprocessable Entity : Validation failed

  • 429 Too Many Requests : Rate limit exceeded

Server Error Codes:

  • 500 Internal Server Error : Generic server error

  • 502 Bad Gateway : Invalid response from upstream server

  • 503 Service Unavailable : Server temporarily unavailable

  • 504 Gateway Timeout : Upstream server timeout

FastAPI Error Handling

from fastapi import FastAPI, HTTPException, status, Request from fastapi.responses import JSONResponse from fastapi.exceptions import RequestValidationError from datetime import datetime

app = FastAPI()

Custom exception

class ResourceNotFoundError(Exception): def init(self, resource: str, resource_id: str): self.resource = resource self.resource_id = resource_id

Global exception handler

@app.exception_handler(ResourceNotFoundError) async def resource_not_found_handler(request: Request, exc: ResourceNotFoundError): return JSONResponse( status_code=404, content={ "error": { "code": "RESOURCE_NOT_FOUND", "message": f"The requested {exc.resource} was not found", "details": { "resource": exc.resource, "resource_id": exc.resource_id }, "timestamp": datetime.utcnow().isoformat() + "Z" } } )

Validation error handler

@app.exception_handler(RequestValidationError) async def validation_exception_handler(request: Request, exc: RequestValidationError): return JSONResponse( status_code=422, content={ "error": { "code": "VALIDATION_ERROR", "message": "Request validation failed", "details": exc.errors(), "timestamp": datetime.utcnow().isoformat() + "Z" } } )

Using exceptions

@app.get("/users/{user_id}") async def get_user(user_id: int): user = get_user_from_db(user_id) if not user: raise ResourceNotFoundError("user", str(user_id)) return user

Manual error responses

@app.post("/users") async def create_user(email: str): if user_exists(email): raise HTTPException( status_code=409, detail={ "code": "DUPLICATE_EMAIL", "message": "A user with this email already exists", "details": {"email": email} } ) return create_user_in_db(email)

Express.js Error Handling

const express = require('express'); const app = express();

app.use(express.json());

// Custom error class class ResourceNotFoundError extends Error { constructor(resource, resourceId) { super(${resource} not found); this.name = 'ResourceNotFoundError'; this.resource = resource; this.resourceId = resourceId; this.statusCode = 404; } }

class ValidationError extends Error { constructor(message, details) { super(message); this.name = 'ValidationError'; this.details = details; this.statusCode = 422; } }

// Routes app.get('/users/:id', async (req, res, next) => { try { const user = await getUserFromDB(req.params.id); if (!user) { throw new ResourceNotFoundError('user', req.params.id); } res.json(user); } catch (error) { next(error); } });

app.post('/users', async (req, res, next) => { try { const { email } = req.body;

if (!email) {
  throw new ValidationError('Validation failed', {
    field: 'email',
    message: 'Email is required'
  });
}

const userExists = await checkUserExists(email);
if (userExists) {
  const error = new Error('Duplicate email');
  error.statusCode = 409;
  error.code = 'DUPLICATE_EMAIL';
  error.details = { email };
  throw error;
}

const newUser = await createUserInDB(email);
res.status(201).json(newUser);

} catch (error) { next(error); } });

// Global error handler (must be last) app.use((err, req, res, next) => { const statusCode = err.statusCode || 500; const code = err.code || err.name || 'INTERNAL_SERVER_ERROR';

const errorResponse = { error: { code, message: err.message, timestamp: new Date().toISOString() } };

// Add details if available if (err.details) { errorResponse.error.details = err.details; } else if (err.resource && err.resourceId) { errorResponse.error.details = { resource: err.resource, resource_id: err.resourceId }; }

// Log error for debugging (don't expose in production) if (process.env.NODE_ENV !== 'production') { errorResponse.error.stack = err.stack; }

res.status(statusCode).json(errorResponse); });

HATEOAS and Hypermedia

What is HATEOAS?

HATEOAS (Hypermedia as the Engine of Application State) means including links to related resources in API responses.

Benefits:

  • Self-documenting API

  • Client doesn't need to construct URLs

  • Easier API evolution

  • Better discoverability

FastAPI HATEOAS Implementation

from fastapi import FastAPI from pydantic import BaseModel, HttpUrl from typing import List, Optional

class Link(BaseModel): rel: str href: str method: str = "GET"

class UserResponse(BaseModel): id: int name: str email: str links: List[Link]

class UserListResponse(BaseModel): users: List[UserResponse] links: List[Link]

app = FastAPI()

def build_user_links(user_id: int, base_url: str = "http://api.example.com") -> List[Link]: """Build HATEOAS links for a user""" return [ Link(rel="self", href=f"{base_url}/users/{user_id}", method="GET"), Link(rel="update", href=f"{base_url}/users/{user_id}", method="PUT"), Link(rel="delete", href=f"{base_url}/users/{user_id}", method="DELETE"), Link(rel="posts", href=f"{base_url}/users/{user_id}/posts", method="GET"), Link(rel="create_post", href=f"{base_url}/users/{user_id}/posts", method="POST") ]

@app.get("/users/{user_id}", response_model=UserResponse) async def get_user(user_id: int): """Get user with HATEOAS links""" user = get_user_from_db(user_id)

return {
    "id": user.id,
    "name": user.name,
    "email": user.email,
    "links": build_user_links(user.id)
}

@app.get("/users", response_model=UserListResponse) async def list_users(): """List users with HATEOAS links""" users = get_users_from_db()

users_with_links = [
    {
        "id": user.id,
        "name": user.name,
        "email": user.email,
        "links": build_user_links(user.id)
    }
    for user in users
]

collection_links = [
    Link(rel="self", href="http://api.example.com/users", method="GET"),
    Link(rel="create", href="http://api.example.com/users", method="POST")
]

return {
    "users": users_with_links,
    "links": collection_links
}

Express.js HATEOAS Implementation

app.get('/users/:id', async (req, res) => { try { const user = await getUserFromDB(req.params.id); if (!user) { return res.status(404).json({ error: 'User not found' }); }

const baseUrl = `${req.protocol}://${req.get('host')}`;

res.json({
  id: user.id,
  name: user.name,
  email: user.email,
  _links: {
    self: { href: `${baseUrl}/users/${user.id}`, method: 'GET' },
    update: { href: `${baseUrl}/users/${user.id}`, method: 'PUT' },
    delete: { href: `${baseUrl}/users/${user.id}`, method: 'DELETE' },
    posts: { href: `${baseUrl}/users/${user.id}/posts`, method: 'GET' },
    create_post: { href: `${baseUrl}/users/${user.id}/posts`, method: 'POST' }
  }
});

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

app.get('/users', async (req, res) => { try { const users = await getUsersFromDB(); const baseUrl = ${req.protocol}://${req.get('host')};

const usersWithLinks = users.map(user => ({
  id: user.id,
  name: user.name,
  email: user.email,
  _links: {
    self: { href: `${baseUrl}/users/${user.id}`, method: 'GET' },
    update: { href: `${baseUrl}/users/${user.id}`, method: 'PUT' },
    delete: { href: `${baseUrl}/users/${user.id}`, method: 'DELETE' }
  }
}));

res.json({
  users: usersWithLinks,
  _links: {
    self: { href: `${baseUrl}/users`, method: 'GET' },
    create: { href: `${baseUrl}/users`, method: 'POST' }
  }
});

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

Performance Optimization

Caching with ETags

FastAPI Implementation:

from fastapi import FastAPI, Request, Response from fastapi.responses import JSONResponse import hashlib

app = FastAPI()

def generate_etag(data: dict) -> str: """Generate ETag from response data""" content = str(data).encode('utf-8') return hashlib.md5(content).hexdigest()

@app.get("/users/{user_id}") async def get_user_cached(user_id: int, request: Request): """Get user with ETag caching""" user = get_user_from_db(user_id) if not user: raise HTTPException(status_code=404, detail="User not found")

# Generate ETag
etag = generate_etag(user)

# Check If-None-Match header
if_none_match = request.headers.get("if-none-match")
if if_none_match == etag:
    return Response(status_code=304)  # Not Modified

# Return with ETag header
return JSONResponse(
    content=user,
    headers={"ETag": etag, "Cache-Control": "max-age=300"}
)

Express.js Implementation:

const crypto = require('crypto');

function generateETag(data) { const content = JSON.stringify(data); return crypto.createHash('md5').update(content).digest('hex'); }

app.get('/users/:id', async (req, res) => { try { const user = await getUserFromDB(req.params.id); if (!user) { return res.status(404).json({ error: 'User not found' }); }

const etag = generateETag(user);

// Check If-None-Match header
if (req.get('If-None-Match') === etag) {
  return res.status(304).send(); // Not Modified
}

res.set('ETag', etag)
   .set('Cache-Control', 'max-age=300')
   .json(user);

} catch (error) { res.status(500).json({ error: 'Internal server error' }); } });

Rate Limiting

Express.js Implementation:

const rateLimit = require('express-rate-limit');

// Create rate limiter const apiLimiter = rateLimit({ windowMs: 15 * 60 * 1000, // 15 minutes max: 100, // Limit each IP to 100 requests per windowMs message: { error: { code: 'RATE_LIMIT_EXCEEDED', message: 'Too many requests, please try again later' } }, standardHeaders: true, // Return rate limit info in headers legacyHeaders: false });

// Apply to all routes app.use('/api/', apiLimiter);

// Or create specific limiters const createAccountLimiter = rateLimit({ windowMs: 60 * 60 * 1000, // 1 hour max: 5, // 5 requests per hour message: 'Too many accounts created, please try again later' });

app.post('/api/users', createAccountLimiter, async (req, res) => { // Create user });

Compression

FastAPI Implementation:

from fastapi import FastAPI from fastapi.middleware.gzip import GZipMiddleware

app = FastAPI()

Add compression middleware

app.add_middleware(GZipMiddleware, minimum_size=1000)

@app.get("/large-data") async def get_large_data(): """This response will be compressed if > 1000 bytes""" return {"data": [{"id": i, "value": f"item_{i}"} for i in range(1000)]}

Express.js Implementation:

const compression = require('compression');

// Add compression middleware app.use(compression({ threshold: 1024, // Only compress responses > 1KB level: 6 // Compression level (0-9) }));

app.get('/large-data', (req, res) => { const data = Array.from({ length: 1000 }, (_, i) => ({ id: i, value: item_${i} })); res.json({ data }); });

Security Best Practices

Authentication Patterns

JWT Authentication in FastAPI:

from fastapi import FastAPI, Depends, HTTPException, status from fastapi.security import HTTPBearer, HTTPAuthorizationCredentials import jwt from datetime import datetime, timedelta

app = FastAPI() security = HTTPBearer()

SECRET_KEY = "your-secret-key" ALGORITHM = "HS256"

def create_access_token(data: dict, expires_delta: timedelta = None): """Create JWT token""" to_encode = data.copy() expire = datetime.utcnow() + (expires_delta or timedelta(minutes=15)) to_encode.update({"exp": expire}) encoded_jwt = jwt.encode(to_encode, SECRET_KEY, algorithm=ALGORITHM) return encoded_jwt

def verify_token(credentials: HTTPAuthorizationCredentials = Depends(security)): """Verify JWT token""" token = credentials.credentials try: payload = jwt.decode(token, SECRET_KEY, algorithms=[ALGORITHM]) return payload except jwt.ExpiredSignatureError: raise HTTPException( status_code=status.HTTP_401_UNAUTHORIZED, detail="Token has expired" ) except jwt.JWTError: raise HTTPException( status_code=status.HTTP_401_UNAUTHORIZED, detail="Could not validate credentials" )

@app.post("/login") async def login(email: str, password: str): """Login and get access token""" user = authenticate_user(email, password) if not user: raise HTTPException( status_code=status.HTTP_401_UNAUTHORIZED, detail="Incorrect email or password" )

access_token = create_access_token(
    data={"sub": user.email, "user_id": user.id}
)

return {"access_token": access_token, "token_type": "bearer"}

@app.get("/users/me") async def get_current_user(payload: dict = Depends(verify_token)): """Protected endpoint - requires authentication""" user_id = payload.get("user_id") user = get_user_from_db(user_id) return user

JWT Authentication in Express.js:

const jwt = require('jsonwebtoken'); const express = require('express'); const app = express();

const SECRET_KEY = 'your-secret-key';

function createAccessToken(data, expiresIn = '15m') { return jwt.sign(data, SECRET_KEY, { expiresIn }); }

function verifyToken(req, res, next) { const authHeader = req.get('Authorization');

if (!authHeader || !authHeader.startsWith('Bearer ')) { return res.status(401).json({ error: 'Missing or invalid authorization header' }); }

const token = authHeader.substring(7);

try { const payload = jwt.verify(token, SECRET_KEY); req.user = payload; next(); } catch (error) { if (error.name === 'TokenExpiredError') { return res.status(401).json({ error: 'Token has expired' }); } return res.status(401).json({ error: 'Invalid token' }); } }

app.post('/login', async (req, res) => { const { email, password } = req.body;

const user = await authenticateUser(email, password); if (!user) { return res.status(401).json({ error: 'Incorrect email or password' }); }

const accessToken = createAccessToken({ sub: user.email, user_id: user.id });

res.json({ access_token: accessToken, token_type: 'bearer' }); });

app.get('/users/me', verifyToken, async (req, res) => { const user = await getUserFromDB(req.user.user_id); res.json(user); });

Input Validation and Sanitization

FastAPI Validation:

from fastapi import FastAPI from pydantic import BaseModel, EmailStr, Field, validator from typing import Optional

class UserCreate(BaseModel): email: EmailStr username: str = Field(..., min_length=3, max_length=50, pattern="^[a-zA-Z0-9_-]+$") password: str = Field(..., min_length=8) age: Optional[int] = Field(None, ge=0, le=150)

@validator('password')
def password_strength(cls, v):
    """Validate password strength"""
    if not any(char.isdigit() for char in v):
        raise ValueError('Password must contain at least one digit')
    if not any(char.isupper() for char in v):
        raise ValueError('Password must contain at least one uppercase letter')
    return v

@app.post("/users") async def create_user(user: UserCreate): """Automatically validates input""" # Input is already validated by Pydantic hashed_password = hash_password(user.password) new_user = create_user_in_db(user.email, user.username, hashed_password) return new_user

API Documentation

OpenAPI/Swagger with FastAPI

FastAPI automatically generates OpenAPI documentation:

from fastapi import FastAPI from pydantic import BaseModel, Field

app = FastAPI( title="My API", description="Comprehensive API for managing resources", version="1.0.0", docs_url="/api/docs", redoc_url="/api/redoc" )

class Item(BaseModel): """Item model with rich documentation""" name: str = Field(..., description="The name of the item", example="Widget") price: float = Field(..., description="Price in USD", example=19.99, gt=0) description: str = Field(None, description="Optional item description")

model_config = {
    "json_schema_extra": {
        "examples": [
            {
                "name": "Super Widget",
                "price": 29.99,
                "description": "An amazing widget"
            }
        ]
    }
}

@app.post( "/items", response_model=Item, status_code=201, summary="Create a new item", description="Create a new item with name, price, and optional description", response_description="The created item", tags=["items"] ) async def create_item(item: Item): """ Create a new item with all the information:

- **name**: The item name (required)
- **price**: The item price in USD (required, must be positive)
- **description**: Optional description of the item
"""
return item

Best Practices Summary

API Design Principles

  • Use nouns for resources, not verbs

  • Use plural nouns for collections

  • Use HTTP methods correctly (GET, POST, PUT, PATCH, DELETE)

  • Use proper HTTP status codes

  • Version your API (URI versioning recommended)

  • Support pagination for collections

  • Allow filtering and sorting with query parameters

  • Return consistent error responses

  • Use HATEOAS for better discoverability

  • Document your API with OpenAPI/Swagger

Security Principles

  • Always use HTTPS in production

  • Implement authentication (JWT, OAuth, API keys)

  • Validate all inputs thoroughly

  • Use rate limiting to prevent abuse

  • Sanitize outputs to prevent XSS

  • Implement CORS correctly

  • Use security headers (CSP, X-Frame-Options, etc.)

  • Log security events for monitoring

  • Keep dependencies updated

  • Never expose sensitive data in responses

Performance Principles

  • Use caching (ETags, Cache-Control headers)

  • Implement compression for large responses

  • Use pagination for large datasets

  • Optimize database queries (indexes, N+1 prevention)

  • Use async/await for I/O operations

  • Implement connection pooling

  • Monitor API performance (response times, error rates)

  • Use CDNs for static content

  • Implement proper logging without blocking

  • Load test your API regularly

Skill Version: 1.0.0 Last Updated: October 2025 Skill Category: API Design, Backend Development, REST Architecture Compatible With: FastAPI, Express.js, Node.js, Python, HTTP Frameworks

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