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

B
Blog
C
Cybersecurity and Infrastructure Security Agency CISA
Microsoft Security Blog
Microsoft Security Blog
B
Blog RSS Feed
云风的 BLOG
云风的 BLOG
G
Google Developers Blog
Recent Announcements
Recent Announcements
A
About on SuperTechFans
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Google Online Security Blog
Google Online Security Blog
Google DeepMind News
Google DeepMind News
S
Schneier on Security
S
Secure Thoughts
T
The Exploit Database - CXSecurity.com
Martin Fowler
Martin Fowler
P
Proofpoint News Feed
Security Latest
Security Latest
Jina AI
Jina AI
D
Darknet – Hacking Tools, Hacker News & Cyber Security
Recorded Future
Recorded Future
T
Tor Project blog
有赞技术团队
有赞技术团队
H
Hackread – Cybersecurity News, Data Breaches, AI and More
N
News | PayPal Newsroom
博客园 - 三生石上(FineUI控件)
MyScale Blog
MyScale Blog
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Last Week in AI
Last Week in AI
F
Full Disclosure
Hacker News: Ask HN
Hacker News: Ask HN
Forbes - Security
Forbes - Security
D
DataBreaches.Net
人人都是产品经理
人人都是产品经理
NISL@THU
NISL@THU
C
Cisco Blogs
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Google DeepMind News
Google DeepMind News
Project Zero
Project Zero
IT之家
IT之家
T
Threatpost
Cyberwarzone
Cyberwarzone
O
OpenAI News
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
J
Java Code Geeks
P
Proofpoint News Feed
The Last Watchdog
The Last Watchdog
月光博客
月光博客
Latest news
Latest news
MongoDB | Blog
MongoDB | Blog
Apple Machine Learning Research
Apple Machine Learning Research

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
Remove duplicate rows in Google Sheets
bulldo.gs · 2026-06-13 · via DEV Community

bulldo.gs

Originally written for bulldo.gs — republished here with the canonical link pointing home.

I have a Google Sheet with duplicate rows and I want to remove them programmatically, either on demand or on a schedule, without destroying the rest of my data.

// removeDuplicates.gs — dedup active sheet, keep first occurrence
// Run from Extensions > Apps Script, or bind to a trigger.
function removeDuplicateRows() {
  var sheet = SpreadsheetApp.getActiveSheet();
  var data = sheet.getDataRange().getValues();
  var seen = new Set();
  var unique = [];
  for (var i = 0; i < data.length; i++) {
    var key = data[i].join('|');
    if (!seen.has(key)) {
      seen.add(key);
      unique.push(data[i]);
    }
  }
  sheet.clearContents();
  sheet.getRange(1, 1, unique.length, unique[0].length).setValues(unique);
}

Why rewrite instead of delete

The instinct when deduplicating is to loop through the sheet and call deleteRow on each duplicate. That works, but it has a sharp edge: every call to deleteRow shifts all rows below it up by one. If you delete row 3, what was row 4 is now row 3, and your loop index is already pointing at the new row 4. The safe workaround people reach for is iterating bottom-to-top, which works but means holding the full duplicate set in memory anyway, making one API call per deleted row.

The approach here sidesteps the problem entirely. Read everything once with getDataRange().getValues() — a single API call that returns a 2D array. Build the deduplicated array in JavaScript using a Set to track which row fingerprints you have already seen. Then clear the sheet and write the result back with one setValues call. Two API calls total, regardless of how many duplicates you had. For a 10,000-row sheet, this is the difference between a script that finishes in two seconds and one that times out at the six-minute Apps Script execution limit.

The row key is built with data[i].join('|'). The pipe character works as a separator in practice; if your data actually contains pipe characters in every column, use a multi-character sentinel like '||~||' to eliminate false collisions. I have watched this bite people on CRM exports where one column was a phone number formatted as +1|555|0100 — the joined key collides across rows that are genuinely distinct.

Wiring it to a trigger or a menu item

Running removeDuplicateRows manually from the Apps Script editor is fine for one-off cleanup. For anything recurring — a sheet fed by a form, a nightly import, a webhook dump — you want a trigger.

In the Apps Script editor, open the clock icon (Triggers), add a new trigger, point it at removeDuplicateRows, and set it to time-driven on whatever cadence matches your ingest rate. The script runs as you, under your quota, so it counts against your daily Apps Script runtime allowance (6 minutes per execution, 90 minutes per day on the free tier).

If you want a button in the sheet UI instead, add this alongside the existing function: function onOpen() { SpreadsheetApp.getActiveSpreadsheet().addMenu('Tools', [{name: 'Remove duplicates', functionName: 'removeDuplicateRows'}]); }. The onOpen trigger fires automatically each time the spreadsheet opens and puts a menu entry under a custom Tools header. The first time I set this up for a client, I forgot that onOpen only runs for the user who opens the file — shared sheets where a non-owner triggers it still work, because the menu calls the bound script, which runs as the script owner.

Deduping on a subset of columns, not the whole row

Sometimes two rows are duplicates for your purposes even if one column differs — a timestamp column, an auto-incremented ID, a status field that got updated. In that case, building the key from the entire row gives you false negatives (rows that should be collapsed but aren't, because column G differs by a second).

To key on specific columns only, replace the join line. If columns A, B, and C (indexes 0, 1, 2) define uniqueness: var key = [data[i][0], data[i][1], data[i][2]].join('|'). Everything else in the script stays the same. The unique array still keeps the full row — you are only changing what counts as a duplicate, not what gets written back.

One practical note: this keeps the first occurrence. If the column you excluded (say, a timestamp) is meaningful and you want the most recent occurrence rather than the earliest, sort the data descending by that column before the dedup loop. getValues returns rows in sheet order, so pre-sort in the sheet or add a JavaScript sort step before the Set iteration.

FAQ

Will this delete my header row?

No, as long as your header is row 1 and is unique (which it almost always is — column names do not repeat). The Set sees it first and keeps it. If you have a pathological case where two header rows are identical, add an if (i === 0) { unique.push(data[i]); continue; } guard at the top of the loop.

The script runs but then the sheet is blank — what happened?

Almost certainly clearContents fired and then setValues failed silently because unique was empty or unique[0] was undefined. This happens when getDataRange returns a sheet with no data (e.g., a freshly created tab) or when all rows were considered duplicates of each other — check that your separator character does not appear in every cell of a column. Add a guard: if (unique.length === 0) return; before the clearContents call.

Can I run this on a specific named sheet instead of the active one?

Replace SpreadsheetApp.getActiveSheet() with SpreadsheetApp.getActiveSpreadsheet().getSheetByName('Your Sheet Name'). getSheetByName returns null if the name does not match exactly (case-sensitive, leading/trailing spaces count), so add a null check if you are running this from a trigger where the active sheet might not be the one you intend.

How do I dedup across multiple sheets at once?

Wrap the body of removeDuplicateRows in a helper that accepts a sheet argument, then iterate: var sheets = SpreadsheetApp.getActiveSpreadsheet().getSheets(); for (var s = 0; s < sheets.length; s++) { dedupSheet(sheets[s]); }. Each sheet gets its own isolated Set, so duplicates are evaluated per-sheet, not across sheets.


Want the plain-English version? Describe the automation at bulldo.gs and get working Apps Script back — free, no login.