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backend-patterns
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
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Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
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See, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and playable stream links. Understand- extract frames, build visual/semantic/temporal indexes, and search moments with timestamps and auto-clips. Act- transcode and normalize (codec, fps, resolution, aspect ratio), perform timeline edits (subtitles, text/image overlays, branding, audio overlays, dubbing, translation), generate media assets (image, audio, video), and create real time alerts for events from live streams or desktop capture.
Regression testing strategies for AI-assisted development. Sandbox-mode API testing without database dependencies, automated bug-check workflows, and patterns to catch AI blind spots where the same model writes and reviews code.
REST API design patterns including resource naming, status codes, pagination, filtering, error responses, versioning, and rate limiting for production APIs.
Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG systems.
Codified expertise for managing carrier portfolios, negotiating freight rates, tracking carrier performance, allocating freight, and maintaining strategic carrier relationships. Informed by transportation managers with 15+ years experience. Includes scorecarding frameworks, RFP processes, market intelligence, and compliance vetting. Use when managing carriers, negotiating rates, evaluating carrier performance, or building freight strategies.
| name | backend-patterns |
| description | Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes. |
| origin | ECC |
Backend architecture patterns and best practices for scalable server-side applications.
// PASS: Resource-based URLs
GET /api/markets # List resources
GET /api/markets/:id # Get single resource
POST /api/markets # Create resource
PUT /api/markets/:id # Replace resource
PATCH /api/markets/:id # Update resource
DELETE /api/markets/:id # Delete resource
// PASS: Query parameters for filtering, sorting, pagination
GET /api/markets?status=active&sort=volume&limit=20&offset=0
// Abstract data access logic
interface MarketRepository {
findAll(filters?: MarketFilters): Promise<Market[]>;
findById(id: string): Promise<Market | null>;
create(data: CreateMarketDto): Promise<Market>;
update(id: string, data: UpdateMarketDto): Promise<Market>;
delete(id: string): Promise<void>;
}
class SupabaseMarketRepository implements MarketRepository {
async findAll(filters?: MarketFilters): Promise<Market[]> {
let query = supabase.from("markets").select("*");
if (filters?.status) {
query = query.eq("status", filters.status);
}
if (filters?.limit) {
query = query.limit(filters.limit);
}
const { data, error } = await query;
if (error) throw new Error(error.message);
return data;
}
// Other methods...
}
// Business logic separated from data access
class MarketService {
constructor(private marketRepo: MarketRepository) {}
async searchMarkets(query: string, limit: number = 10): Promise<Market[]> {
// Business logic
const embedding = await generateEmbedding(query);
const results = await this.vectorSearch(embedding, limit);
// Fetch full data
const markets = await this.marketRepo.findByIds(results.map((r) => r.id));
// Sort by similarity
return markets.sort((a, b) => {
const scoreA = results.find((r) => r.id === a.id)?.score || 0;
const scoreB = results.find((r) => r.id === b.id)?.score || 0;
return scoreA - scoreB;
});
}
private async vectorSearch(embedding: number[], limit: number) {
// Vector search implementation
}
}
// Request/response processing pipeline
export function withAuth(handler: NextApiHandler): NextApiHandler {
return async (req, res) => {
const token = req.headers.authorization?.replace("Bearer ", "");
if (!token) {
return res.status(401).json({ error: "Unauthorized" });
}
try {
const user = await verifyToken(token);
req.user = user;
return handler(req, res);
} catch (error) {
return res.status(401).json({ error: "Invalid token" });
}
};
}
// Usage
export default withAuth(async (req, res) => {
// Handler has access to req.user
});
// PASS: GOOD: Select only needed columns
const { data } = await supabase
.from("markets")
.select("id, name, status, volume")
.eq("status", "active")
.order("volume", { ascending: false })
.limit(10);
// FAIL: BAD: Select everything
const { data } = await supabase.from("markets").select("*");
// FAIL: BAD: N+1 query problem
const markets = await getMarkets();
for (const market of markets) {
market.creator = await getUser(market.creator_id); // N queries
}
// PASS: GOOD: Batch fetch
const markets = await getMarkets();
const creatorIds = markets.map((m) => m.creator_id);
const creators = await getUsers(creatorIds); // 1 query
const creatorMap = new Map(creators.map((c) => [c.id, c]));
markets.forEach((market) => {
market.creator = creatorMap.get(market.creator_id);
});
async function createMarketWithPosition(
marketData: CreateMarketDto,
positionData: CreatePositionDto
) {
// Use Supabase transaction
const { data, error } = await supabase.rpc('create_market_with_position', {
market_data: marketData,
position_data: positionData
})
if (error) throw new Error('Transaction failed')
return data
}
// SQL function in Supabase
CREATE OR REPLACE FUNCTION create_market_with_position(
market_data jsonb,
position_data jsonb
)
RETURNS jsonb
LANGUAGE plpgsql
AS $$
BEGIN
-- Start transaction automatically
INSERT INTO markets VALUES (market_data);
INSERT INTO positions VALUES (position_data);
RETURN jsonb_build_object('success', true);
EXCEPTION
WHEN OTHERS THEN
-- Rollback happens automatically
RETURN jsonb_build_object('success', false, 'error', SQLERRM);
END;
$$;
class CachedMarketRepository implements MarketRepository {
constructor(
private baseRepo: MarketRepository,
private redis: RedisClient
) {}
async findById(id: string): Promise<Market | null> {
// Check cache first
const cached = await this.redis.get(`market:${id}`);
if (cached) {
return JSON.parse(cached);
}
// Cache miss - fetch from database
const market = await this.baseRepo.findById(id);
if (market) {
// Cache for 5 minutes
await this.redis.setex(`market:${id}`, 300, JSON.stringify(market));
}
return market;
}
async invalidateCache(id: string): Promise<void> {
await this.redis.del(`market:${id}`);
}
}
async function getMarketWithCache(id: string): Promise<Market> {
const cacheKey = `market:${id}`;
// Try cache
const cached = await redis.get(cacheKey);
if (cached) return JSON.parse(cached);
// Cache miss - fetch from DB
const market = await db.markets.findUnique({ where: { id } });
if (!market) throw new Error("Market not found");
// Update cache
await redis.setex(cacheKey, 300, JSON.stringify(market));
return market;
}
class ApiError extends Error {
constructor(
public statusCode: number,
public message: string,
public isOperational = true
) {
super(message);
Object.setPrototypeOf(this, ApiError.prototype);
}
}
export function errorHandler(error: unknown, req: Request): Response {
if (error instanceof ApiError) {
return NextResponse.json(
{
success: false,
error: error.message,
},
{ status: error.statusCode }
);
}
if (error instanceof z.ZodError) {
return NextResponse.json(
{
success: false,
error: "Validation failed",
details: error.errors,
},
{ status: 400 }
);
}
// Log unexpected errors
console.error("Unexpected error:", error);
return NextResponse.json(
{
success: false,
error: "Internal server error",
},
{ status: 500 }
);
}
// Usage
export async function GET(request: Request) {
try {
const data = await fetchData();
return NextResponse.json({ success: true, data });
} catch (error) {
return errorHandler(error, request);
}
}
async function fetchWithRetry<T>(fn: () => Promise<T>, maxRetries = 3): Promise<T> {
let lastError: Error;
for (let i = 0; i < maxRetries; i++) {
try {
return await fn();
} catch (error) {
lastError = error as Error;
if (i < maxRetries - 1) {
// Exponential backoff: 1s, 2s, 4s
const delay = Math.pow(2, i) * 1000;
await new Promise((resolve) => setTimeout(resolve, delay));
}
}
}
throw lastError!;
}
// Usage
const data = await fetchWithRetry(() => fetchFromAPI());
import jwt from "jsonwebtoken";
interface JWTPayload {
userId: string;
email: string;
role: "admin" | "user";
}
export function verifyToken(token: string): JWTPayload {
try {
const payload = jwt.verify(token, process.env.JWT_SECRET!) as JWTPayload;
return payload;
} catch (error) {
throw new ApiError(401, "Invalid token");
}
}
export async function requireAuth(request: Request) {
const token = request.headers.get("authorization")?.replace("Bearer ", "");
if (!token) {
throw new ApiError(401, "Missing authorization token");
}
return verifyToken(token);
}
// Usage in API route
export async function GET(request: Request) {
const user = await requireAuth(request);
const data = await getDataForUser(user.userId);
return NextResponse.json({ success: true, data });
}
type Permission = "read" | "write" | "delete" | "admin";
interface User {
id: string;
role: "admin" | "moderator" | "user";
}
const rolePermissions: Record<User["role"], Permission[]> = {
admin: ["read", "write", "delete", "admin"],
moderator: ["read", "write", "delete"],
user: ["read", "write"],
};
export function hasPermission(user: User, permission: Permission): boolean {
return rolePermissions[user.role].includes(permission);
}
export function requirePermission(permission: Permission) {
return (handler: (request: Request, user: User) => Promise<Response>) => {
return async (request: Request) => {
const user = await requireAuth(request);
if (!hasPermission(user, permission)) {
throw new ApiError(403, "Insufficient permissions");
}
return handler(request, user);
};
};
}
// Usage - HOF wraps the handler
export const DELETE = requirePermission("delete")(async (request: Request, user: User) => {
// Handler receives authenticated user with verified permission
return new Response("Deleted", { status: 200 });
});
class RateLimiter {
private requests = new Map<string, number[]>();
async checkLimit(identifier: string, maxRequests: number, windowMs: number): Promise<boolean> {
const now = Date.now();
const requests = this.requests.get(identifier) || [];
// Remove old requests outside window
const recentRequests = requests.filter((time) => now - time < windowMs);
if (recentRequests.length >= maxRequests) {
return false; // Rate limit exceeded
}
// Add current request
recentRequests.push(now);
this.requests.set(identifier, recentRequests);
return true;
}
}
const limiter = new RateLimiter();
export async function GET(request: Request) {
const ip = request.headers.get("x-forwarded-for") || "unknown";
const allowed = await limiter.checkLimit(ip, 100, 60000); // 100 req/min
if (!allowed) {
return NextResponse.json(
{
error: "Rate limit exceeded",
},
{ status: 429 }
);
}
// Continue with request
}
class JobQueue<T> {
private queue: T[] = [];
private processing = false;
async add(job: T): Promise<void> {
this.queue.push(job);
if (!this.processing) {
this.process();
}
}
private async process(): Promise<void> {
this.processing = true;
while (this.queue.length > 0) {
const job = this.queue.shift()!;
try {
await this.execute(job);
} catch (error) {
console.error("Job failed:", error);
}
}
this.processing = false;
}
private async execute(job: T): Promise<void> {
// Job execution logic
}
}
// Usage for indexing markets
interface IndexJob {
marketId: string;
}
const indexQueue = new JobQueue<IndexJob>();
export async function POST(request: Request) {
const { marketId } = await request.json();
// Add to queue instead of blocking
await indexQueue.add({ marketId });
return NextResponse.json({ success: true, message: "Job queued" });
}
interface LogContext {
userId?: string;
requestId?: string;
method?: string;
path?: string;
[key: string]: unknown;
}
class Logger {
log(level: "info" | "warn" | "error", message: string, context?: LogContext) {
const entry = {
timestamp: new Date().toISOString(),
level,
message,
...context,
};
console.log(JSON.stringify(entry));
}
info(message: string, context?: LogContext) {
this.log("info", message, context);
}
warn(message: string, context?: LogContext) {
this.log("warn", message, context);
}
error(message: string, error: Error, context?: LogContext) {
this.log("error", message, {
...context,
error: error.message,
stack: error.stack,
});
}
}
const logger = new Logger();
// Usage
export async function GET(request: Request) {
const requestId = crypto.randomUUID();
logger.info("Fetching markets", {
requestId,
method: "GET",
path: "/api/markets",
});
try {
const markets = await fetchMarkets();
return NextResponse.json({ success: true, data: markets });
} catch (error) {
logger.error("Failed to fetch markets", error as Error, { requestId });
return NextResponse.json({ error: "Internal error" }, { status: 500 });
}
}
Remember: Backend patterns enable scalable, maintainable server-side applications. Choose patterns that fit your complexity level.