惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

T
Threatpost
The Hacker News
The Hacker News
AWS News Blog
AWS News Blog
Spread Privacy
Spread Privacy
T
Tenable Blog
C
CERT Recently Published Vulnerability Notes
Cisco Talos Blog
Cisco Talos Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
S
Securelist
P
Privacy & Cybersecurity Law Blog
Know Your Adversary
Know Your Adversary
T
The Exploit Database - CXSecurity.com
Latest news
Latest news
D
Darknet – Hacking Tools, Hacker News & Cyber Security
I
Intezer
F
Fortinet All Blogs
Engineering at Meta
Engineering at Meta
Simon Willison's Weblog
Simon Willison's Weblog
The Register - Security
The Register - Security
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
L
Lohrmann on Cybersecurity
C
Cyber Attacks, Cyber Crime and Cyber Security
Microsoft Azure Blog
Microsoft Azure Blog
P
Proofpoint News Feed
H
Help Net Security
T
Threat Research - Cisco Blogs
D
DataBreaches.Net
S
Schneier on Security
Cyberwarzone
Cyberwarzone
Google DeepMind News
Google DeepMind News
P
Privacy International News Feed
S
Secure Thoughts
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Recorded Future
Recorded Future
C
Cybersecurity and Infrastructure Security Agency CISA
MyScale Blog
MyScale Blog
M
MIT News - Artificial intelligence
Stack Overflow Blog
Stack Overflow Blog
IT之家
IT之家
人人都是产品经理
人人都是产品经理
NISL@THU
NISL@THU
博客园 - Franky
T
Tor Project blog
G
GRAHAM CLULEY
博客园 - 【当耐特】
Jina AI
Jina AI
Security Archives - TechRepublic
Security Archives - TechRepublic
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
A
About on SuperTechFans
Hacker News - Newest:
Hacker News - Newest: "LLM"

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
7 Next.js 16 Caching Bugs That Compile Fine and Break Silently in Production
Shubhra Pokh · 2026-05-21 · via DEV Community

I lost hours debugging a Next.js 16 caching issue that had no error, no warning, and only showed up in production.

The Next.js 16 caching model is genuinely good. But it introduces a class of bugs that are harder to detect than anything in previous versions: bugs that look correct, compile without errors, deploy successfully, and then silently misbehave in production.

These are the most common ones I've seen across real projects. Every one comes from real production incidents.

(Assumes you have cacheComponents: true enabled in next.config.ts.)

This is a follow-up to my previous post where I built a dev-only debugger to surface these issues during development. That tool helps you detect them. This post breaks down the exact failure cases behind those warnings.

Bug 1: 'use cache' on the Wrapper Instead of Inside the Function

// This looks cached. It is not.
export const getProducts = someWrapper(async function() {
  'use cache'
  cacheLife('hours')
  return db.query('SELECT * FROM products')
})

Enter fullscreen mode Exit fullscreen mode

The 'use cache' directive tells the Next.js compiler to treat that function as a cache boundary. When you wrap it, the compiler sees the wrapper as the entry point. The inner function may be cached, but the wrapper becomes the execution boundary, so you still end up running it on every request.

No error. No warning. Just a function running on every request when it should be cached.

Fix:

async function _getProducts() {
  'use cache'
  cacheLife('hours')
  cacheTag('products')
  return db.query('SELECT * FROM products')
}

// Wrapper receives the already-cached function
export const getProducts = someWrapper(_getProducts)

Enter fullscreen mode Exit fullscreen mode

The rule is simple: 'use cache' lives inside the data function, never on anything that wraps it.

Bug 2: Deprecated revalidateTag That Compiles and Uses Legacy Behavior

// Next.js 15: correct
// Next.js 16: TypeScript error, silently uses legacy behavior in loose tsconfig
revalidateTag('products')

Enter fullscreen mode Exit fullscreen mode

In Next.js 16, revalidateTag without a second argument is deprecated and produces a TypeScript error. But if your tsconfig is not in strict mode (common in older projects), it compiles cleanly and falls back to legacy invalidation behavior instead of the new SWR-based system.

Pages stop reflecting mutations. No error anywhere.

Fix:

revalidateTag('products', 'max')         // SWR, recommended for most content
revalidateTag('products', { expire: 0 }) // Immediate expiry for webhooks/payments

Enter fullscreen mode Exit fullscreen mode

Run npx @next/codemod@canary upgrade latest during your migration, it handles this automatically. But check your tsconfig strictness regardless.

Bug 3: Tag String Mismatch Across Files

// lib/data.ts -- written by developer A
async function getProducts() {
  'use cache'
  cacheTag('product-list')  // Tag is 'product-list'
  return db.query('...')
}

// app/actions/products.ts -- written by developer B
export async function createProduct(data: ProductData) {
  await db.query('INSERT INTO products ...', [...])
  revalidateTag('products', 'max')  // Different string, invalidates nothing
}

Enter fullscreen mode Exit fullscreen mode

Two different strings. Zero errors. The product list never refreshes after a new product is created. Users see stale data until cacheLife expires on its own.

Fix:

// lib/tags.ts -- one source of truth
export const tags = {
  products: 'product-list',
  product: (id: string) => `product-${id}`,
  user: (id: string) => `user-${id}`,
} as const

// Both files import from tags
cacheTag(tags.products)
revalidateTag(tags.products, 'max')

Enter fullscreen mode Exit fullscreen mode

Tag typos become TypeScript errors. The string mismatch bug becomes structurally impossible.

Bug 4: Server Action Mutation Where the Acting User Sees Stale Data

'use server'
export async function updateProductPrice(id: string, newPrice: number) {
  await db.query('UPDATE products SET price = $1 WHERE id = $2', [newPrice, id])
  revalidateTag(`product-${id}`, 'max')
}

Enter fullscreen mode Exit fullscreen mode

revalidateTag with any named profile uses stale-while-revalidate. It marks the cache as stale. The next request still gets the cached version while fresh data loads in the background.

For the admin who just clicked save, that means they navigate to the product page and see the old price. Looks like the save failed. Causes confusion and duplicate mutations.

Fix:

'use server'
import { revalidateTag, updateTag } from 'next/cache'

export async function updateProductPrice(id: string, newPrice: number) {
  await db.query('UPDATE products SET price = $1 WHERE id = $2', [newPrice, id])
  updateTag(`product-${id}`)            // Acting user sees change immediately
  revalidateTag(`product-${id}`, 'max') // Everyone else gets SWR
  revalidateTag('products', 'max')      // Product list also refreshes
}

Enter fullscreen mode Exit fullscreen mode

updateTag expires the cache entry immediately. The next request waits for fresh data. The admin sees their change. Everyone else gets the fast SWR treatment.

Constraint: updateTag only works inside Server Actions. In Route Handlers, use revalidateTag(tag, { expire: 0 }) instead.

Bug 5: updateTag in a Route Handler

// app/api/webhooks/stripe/route.ts
import { updateTag } from 'next/cache'

export async function POST(req: Request) {
  const event = await parseStripeWebhook(req)
  if (event.type === 'price.updated') {
    updateTag('products')  // Throws at runtime
  }
  return new Response('ok', { status: 200 })
}

Enter fullscreen mode Exit fullscreen mode

This compiles. It deploys. On the first real webhook call from Stripe, it throws at runtime. updateTag only works inside Server Actions. Calling it anywhere else throws.

Fix:

import { revalidateTag } from 'next/cache'

export async function POST(req: Request) {
  const event = await parseStripeWebhook(req)
  if (event.type === 'price.updated') {
    revalidateTag('products', { expire: 0 })  // Immediate expiry in Route Handlers
  }
  return new Response('ok', { status: 200 })
}

Enter fullscreen mode Exit fullscreen mode

Bug 6: Short cacheLife That Silently Affects PPR

async function LiveStockStatus({ productId }: { productId: string }) {
  'use cache'
  cacheLife('seconds')  // Seems right for live stock data
  cacheTag(`stock-${productId}`)
  return fetchStockLevel(productId)
}

Enter fullscreen mode Exit fullscreen mode

cacheLife('seconds'), revalidate: 0, and expire under 5 minutes are automatically excluded from the PPR static shell. They become dynamic holes that run at request time.

One component with cacheLife('seconds') can push parts of the page out of the static shell and turn them into request-time work. No warning. The page still works. It just becomes fully dynamic without any obvious signal.

Fix, if the data can tolerate a short delay:

cacheLife('minutes')  // Now included in the static shell

Enter fullscreen mode Exit fullscreen mode

Fix, if it genuinely needs to be live:

// Parent page
<Suspense fallback={<StockSkeleton />}>
  <LiveStockStatus productId={id} />  {/* Streams in after static shell */}
</Suspense>

Enter fullscreen mode Exit fullscreen mode

The second approach is the correct PPR pattern for truly dynamic data. The static shell renders instantly and the live data streams in after.

Bug 7: Runtime API Inside a Cached Scope

async function UserHeader() {
  'use cache'
  const cookieStore = await cookies()  // Throws at build time
  const user = await getUser(cookieStore.get('user-id')?.value)
  return <div>{user.name}</div>
}

Enter fullscreen mode Exit fullscreen mode

cookies(), headers(), and draftMode() are runtime APIs. They read request-specific data. They cannot live inside a 'use cache' scope because cached output is stored and replayed across requests.

This one at least throws at build time with "Uncached data was accessed outside of Suspense". But the error gives you no component name, no file path, and no useful stack trace. You get to play binary search across your codebase to find it.

Fix:

// Read runtime values OUTSIDE the cached scope
async function UserHeader() {
  const cookieStore = await cookies()
  const userId = cookieStore.get('user-id')?.value
  return <CachedUserProfile userId={userId} />
}

// Pass the VALUE as a serializable prop to the cached component
async function CachedUserProfile({ userId }: { userId?: string }) {
  'use cache'
  cacheLife('hours')
  cacheTag(`user-${userId}`)
  if (!userId) return <GuestGreeting />
  const user = await getUser(userId)
  return <div>{user.name}</div>
}

Enter fullscreen mode Exit fullscreen mode

userId is a string so it becomes part of the cache key automatically. Different users produce different cache entries without any manual key construction.

The Common Thread

None of these have good error messages. Five of the seven compile and deploy without complaint. The other two throw, but either without enough information to find the cause quickly or only after the first real production request.

The pattern across all of them is the same: the new caching model requires explicit correctness. When you get something wrong, it does not always tell you.

If you are in the middle of a Next.js 16 migration and want to catch these during development rather than in production, I ended up building a free dev-only debugger that logs cache misses, dynamic holes, missing tags, and deprecated invalidation calls directly in your terminal. Zero production cost, one .tsx file: Next.js cache debugger.

And if you want these patterns enforced at the type level so the wrong call is a compile error rather than a runtime surprise, the production enforcement layer is Cache Pro Kit.

Have you run into any of these? Or something even stranger? I'm curious what the distribution looks like across different kinds of projects.