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

大猫的无限游戏
大猫的无限游戏
MyScale Blog
MyScale Blog
雷峰网
雷峰网
量子位
小众软件
小众软件
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
博客园 - 叶小钗
T
Tailwind CSS Blog
月光博客
月光博客
博客园 - 【当耐特】
博客园_首页
罗磊的独立博客
博客园 - 三生石上(FineUI控件)
IT之家
IT之家
爱范儿
爱范儿
阮一峰的网络日志
阮一峰的网络日志
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
WordPress大学
WordPress大学
The Cloudflare Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
S
SegmentFault 最新的问题
人人都是产品经理
人人都是产品经理
V
V2EX
酷 壳 – CoolShell
酷 壳 – CoolShell

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
The CSV bug that compiles clean and breaks in production
Myroslav Martsin · 2026-06-26 · via DEV Community

Myroslav Martsin

Here is a bug I have shipped more than once.

You have an export that turns records into CSV. The column list is just strings:

import Papa from 'papaparse';

Papa.unparse(users, { columns: ['id', 'name', 'email'] }); // columns are plain strings

Six months later someone renames name to fullName on the User type. The compiler is happy. The tests that do not touch this path are happy. The export keeps running. It just quietly emits an empty name column, and you find out when a customer asks why half of their download is blank.

The root cause: the column list and your data have no connection the compiler can see. 'name' is just a string, and renaming a field cannot break a string.

The fix is to tie the columns to the type. In csv-pipe the column list is keyof T, so it is checked against your records:

import { stringify } from 'csv-pipe';

type User = { id: number; fullName: string; email: string };

const users: User[] = [{ id: 1, fullName: 'Alex', email: 'alex@example.com' }];

stringify(users, { columns: ['id', 'fullName', 'email'] }); // ok
stringify(users, { columns: ['name'] }); // compile error: 'name' is not a key of User

Now the rename cannot stay silent. The moment name becomes fullName on the type, every columns: ['name'] in your codebase turns red until you fix it. The column list moves with the data.

It is a small thing, but it is the difference between catching the bug in your editor and catching it in a support ticket.

csv-pipe is a typed, zero-dependency CSV library that does this for both encoding and parsing, on every runtime. Try it on your own data: https://martsinlabs.github.io/csv-pipe/playground