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

Attack and Defense Labs
Attack and Defense Labs
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
The Last Watchdog
The Last Watchdog
B
Blog
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
Google DeepMind News
Google DeepMind News
The GitHub Blog
The GitHub Blog
博客园_首页
N
News and Events Feed by Topic
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Security Archives - TechRepublic
Security Archives - TechRepublic
Y
Y Combinator Blog
Vercel News
Vercel News
T
Troy Hunt's Blog
L
LINUX DO - 最新话题
H
Hacker News: Front Page
云风的 BLOG
云风的 BLOG
Hugging Face - Blog
Hugging Face - Blog
www.infosecurity-magazine.com
www.infosecurity-magazine.com
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
aimingoo的专栏
aimingoo的专栏
Recorded Future
Recorded Future
Jina AI
Jina AI
人人都是产品经理
人人都是产品经理
Microsoft Azure Blog
Microsoft Azure Blog
Last Week in AI
Last Week in AI
T
The Exploit Database - CXSecurity.com
T
The Blog of Author Tim Ferriss
S
Schneier on Security
Project Zero
Project Zero
MyScale Blog
MyScale Blog
博客园 - 聂微东
F
Fortinet All Blogs
AWS News Blog
AWS News Blog
W
WeLiveSecurity
L
LangChain Blog
N
Netflix TechBlog - Medium
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
T
Tailwind CSS Blog
Scott Helme
Scott Helme
S
Secure Thoughts
A
Arctic Wolf
The Register - Security
The Register - Security
C
Check Point Blog
Security Latest
Security Latest
O
OpenAI News
S
Securelist
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Blog — PlanetScale
Blog — PlanetScale
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events

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
defer in Loops: The Resource Leak Go Still Lets You Write
Gabriel Anhaia · 2026-06-14 · via DEV Community

You wrote a function that walks a directory and reads every
file. It opened cleanly in review. It passed tests on a fixture
folder with three files. Then a customer pointed it at a folder
with 20,000 files, and the logs filled with:

open /data/batch/img-08431.png: too many open files

The code never closed anything early. It deferred every close.
And that is exactly the problem.

defer runs at function return, not end of iteration

defer schedules a call to run when the surrounding function
returns. Not when the current block ends. Not when the loop
iteration ends. When the function returns.

Most of the time that distinction does not matter, because most
deferred calls live in short functions that return quickly. Put
a defer inside a for loop, though, and every iteration adds
one more deferred call to a stack that does not unwind until the
whole loop is done and the function exits.

Here is the version that ships:

func processFiles(paths []string) error {
    for _, p := range paths {
        f, err := os.Open(p)
        if err != nil {
            return err
        }
        defer f.Close() // runs at RETURN, not here

        if err := handle(f); err != nil {
            return err
        }
    }
    return nil
}

Read it the way the language reads it. On the first iteration,
os.Open returns a file handle and you defer its close. On the
second iteration, another handle, another deferred close. By the
time the loop has touched 20,000 files, you are holding 20,000
open descriptors, and not one of them closes until
processFiles returns.

Your process has a file-descriptor limit. On Linux the soft
default is often 1024. You blow through it somewhere around the
1024th file, and the error you get back says nothing about
defer. It says too many open files, which sends people
hunting for a leaked socket or a missing Close call that does
not exist. The close is there. It is just queued behind the
entire loop.

Why this passes review and tests

The line defer f.Close() reads as "close this file when I am
done with it." For a one-shot function that opens a single file,
that reading is correct. The function does one thing, the defer
fires on the way out, the handle is released.

The ambiguity hides in the words "when I am done." In a loop,
you are done with each file at the end of its iteration. The
language is done with the file when the function returns. Those
are the same moment for a single file and very different moments
for ten thousand.

Tests miss it because fixtures are small. Three files, even
three hundred, stay under the descriptor limit, so the deferred
closes pile up harmlessly and all fire at the end. The leak only
becomes a crash once the input crosses the limit, which is
usually in production with real data.

go vet does not flag it either. The code is valid Go. The
deferred close is legal, the loop is legal, the descriptor
exhaustion is a runtime condition the compiler cannot see.

Fix 1: extract the body into its own function

The cleanest fix gives the defer a smaller function to scope
to. Pull the per-iteration work into a helper. Now each call
returns after one file, and the deferred close fires at the end
of each iteration instead of the end of the loop.

func processFiles(paths []string) error {
    for _, p := range paths {
        if err := processOne(p); err != nil {
            return err
        }
    }
    return nil
}

func processOne(p string) error {
    f, err := os.Open(p)
    if err != nil {
        return err
    }
    defer f.Close() // fires when processOne returns
    return handle(f)
}

processOne opens one file, does the work, and returns. The
defer f.Close() runs on that return, which happens once per
file. You never hold more than one descriptor at a time. The
helper also reads better: the unit of work has a name and a
clear boundary.

This is the fix I reach for first. It keeps the close right next
to the open, which is where you want it for readability, and it
makes the scoping correct without any extra ceremony.

Fix 2: a per-iteration closure

When extracting a named function feels heavy, or the body
captures a lot of loop-local state, wrap the iteration in an
inline function literal and call it on the spot. The deferred
call scopes to the closure, so it runs at the end of each
iteration.

func processFiles(paths []string) error {
    for _, p := range paths {
        err := func() error {
            f, err := os.Open(p)
            if err != nil {
                return err
            }
            defer f.Close() // scopes to this closure
            return handle(f)
        }()
        if err != nil {
            return err
        }
    }
    return nil
}

The immediately-invoked function literal is its own scope, so
its defer fires when the literal returns, once per iteration.
The cost is a slightly busier loop body and the easy-to-forget
trailing () that actually calls it. Forget the parentheses and
you have defined a function and never run it, which the compiler
catches as an unused value.

Reach for this when the body is short and tightly coupled to
loop variables. Reach for the named helper when the body is long
enough to deserve a name.

When defer in a loop is actually fine

The rule is not "never defer inside a loop." It is "do not defer
a resource release inside a loop that runs many times in one
function call."

A defer inside a loop is harmless when the resource it releases
is meant to live for the whole function anyway, or when the loop
runs a small, bounded number of times. Acquiring a handful of
locks you intend to hold until the function exits, for example,
is fine, that is the deferred unlock doing exactly its job.

The danger is the combination of three things: a defer, a loop
that can run an unbounded number of times, and a resource with a
hard limit behind it. File descriptors, database connections,
locks held longer than you think, anything the OS or a pool caps.
When all three line up, the deferred releases stack until the cap
runs out.

If you are unsure, ask one question. How many times can this loop
run in the worst case, and what is the limit on the thing I am
deferring? If the loop can run more times than the limit allows,
move the defer into a smaller scope.

The grep for Monday

Open your codebase and search for defer on a line that sits
inside a for. Most editors will let you eyeball the indentation.
For each hit, check what is being deferred and how many times the
loop can run.

grep -rn 'defer' --include='*.go' .

That lists every defer in the tree, not just the ones in
loops, so you still have to eyeball which sit inside a for. It
is a first-pass smell test, not a precise filter, but it puts
every candidate in front of you in a couple of minutes. For
each one that releases a capped resource in an unbounded loop,
apply Fix 1 or Fix 2. You will likely find at least one handle
leak that has not crashed yet only because nobody has fed it a
large enough input.

defer is one of Go's best ideas for keeping cleanup next to
setup. The loop is where its function-scoped timing turns from a
convenience into a trap. Once you have seen the timing once, you
read every defer in a loop differently.


If this was useful

Most of Go's sharp edges are like this one: a feature behaving
exactly as specified, meeting a second assumption you made
without noticing. The Complete Guide to Go Programming walks
through defer, the runtime mechanics behind it, and the rest of
the language quirks that survive code review. Hexagonal
Architecture in Go
shows how to shape services so resource
ownership is obvious enough that this kind of leak has nowhere to
hide.

Thinking in Go — the 2-book series on Go programming and hexagonal architecture