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

美团技术团队
W
WeLiveSecurity
Stack Overflow Blog
Stack Overflow Blog
L
LangChain Blog
S
SegmentFault 最新的问题
Apple Machine Learning Research
Apple Machine Learning Research
Google DeepMind News
Google DeepMind News
F
Full Disclosure
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
The Register - Security
The Register - Security
G
Google Developers Blog
C
Check Point Blog
GbyAI
GbyAI
A
About on SuperTechFans
V
Vulnerabilities – Threatpost
T
The Blog of Author Tim Ferriss
T
Tor Project blog
AWS News Blog
AWS News Blog
Cyberwarzone
Cyberwarzone
C
CERT Recently Published Vulnerability Notes
MongoDB | Blog
MongoDB | Blog
Latest news
Latest news
aimingoo的专栏
aimingoo的专栏
U
Unit 42
Y
Y Combinator Blog
P
Privacy International News Feed
Cisco Talos Blog
Cisco Talos Blog
S
Securelist
S
Schneier on Security
雷峰网
雷峰网
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Attack and Defense Labs
Attack and Defense Labs
P
Proofpoint News Feed
C
Cisco Blogs
Webroot Blog
Webroot Blog
T
Troy Hunt's Blog
Google Online Security Blog
Google Online Security Blog
月光博客
月光博客
P
Privacy & Cybersecurity Law Blog
Security Archives - TechRepublic
Security Archives - TechRepublic
罗磊的独立博客
Cloudbric
Cloudbric
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
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Application and Cybersecurity Blog
Application and Cybersecurity Blog
Hacker News: Ask HN
Hacker News: Ask HN
H
Hackread – Cybersecurity News, Data Breaches, AI and More
博客园 - 司徒正美
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
Microsoft Security Blog
Microsoft Security Blog

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
HTML Tables with Hidden Data: Scraping What You Can't See
circobit · 2026-05-20 · via DEV Community

The table shows 10 columns. You export it. The CSV has 10 columns.

But the page has 15 columns of data. Where did the other 5 go?

HTML tables often contain more data than what's visible. Hidden columns, data attributes, collapsed rows—all invisible to basic extraction methods.

Here's how to find and extract the data you can't see.

Types of Hidden Data

1. CSS-Hidden Columns

The simplest case: columns exist in the DOM but are hidden with CSS.

<th style="display: none;">Internal ID</th>
<td style="display: none;">12345</td>

Enter fullscreen mode Exit fullscreen mode

Or via classes:

.hidden-column { display: none; }

Enter fullscreen mode Exit fullscreen mode

Why sites do this: Mobile responsiveness (hide columns on small screens), internal data for JavaScript, progressive disclosure.

How to detect: Open DevTools, inspect the table, look for cells with display: none or visibility: hidden.

2. Data Attributes

HTML5 allows custom data-* attributes on any element. Tables use these to store metadata that JavaScript accesses but users don't see.

<tr data-id="12345" data-category="electronics" data-stock="47">
  <td>Laptop</td>
  <td>$999</td>
</tr>

Enter fullscreen mode Exit fullscreen mode

The visible table shows "Laptop" and "$999". But the row carries three extra data points.

Common data attributes:

  • data-id — internal identifier
  • data-sort-value — numeric value for sorting (when display shows "Jan 2024" but sort needs 202401)
  • data-raw — unformatted value (when display shows "$1.2M" but data is 1200000)
  • data-href — link URL

3. Title and Tooltip Attributes

The title attribute provides hover text that often contains additional information.

<td title="Updated: 2024-01-15 14:32:00 UTC">Jan 15</td>

Enter fullscreen mode Exit fullscreen mode

The cell displays "Jan 15". The full timestamp is in the tooltip.

4. Collapsed/Expandable Rows

Tables with drill-down functionality hide detail rows until clicked.

<tr class="parent-row">
  <td>Category A</td>
  <td>$50,000</td>
</tr>
<tr class="child-row" style="display: none;">
  <td>— Subcategory A1</td>
  <td>$30,000</td>
</tr>
<tr class="child-row" style="display: none;">
  <td>— Subcategory A2</td>
  <td>$20,000</td>
</tr>

Enter fullscreen mode Exit fullscreen mode

The data exists. It's just not expanded.

5. Lazy-Loaded Content

Some tables show a subset and load more via JavaScript when you scroll or click "Load More."

<table id="results">
  <!-- First 20 rows rendered -->
</table>
<button onclick="loadMore()">Show More Results</button>

Enter fullscreen mode Exit fullscreen mode

The remaining data isn't in the DOM until you trigger loading.

Extracting Hidden Data

Extracting CSS-Hidden Columns

With JavaScript (in browser console):

// Remove display:none from all cells
document.querySelectorAll('td, th').forEach(el => {
  el.style.display = '';
});

Enter fullscreen mode Exit fullscreen mode

Now export normally—the columns are visible.

With Python + BeautifulSoup:

BeautifulSoup ignores CSS. It extracts all elements regardless of visibility.

from bs4 import BeautifulSoup

soup = BeautifulSoup(html, 'html.parser')
table = soup.find('table')

for row in table.find_all('tr'):
    cells = [td.get_text(strip=True) for td in row.find_all(['td', 'th'])]
    print(cells)  # Includes hidden columns

Enter fullscreen mode Exit fullscreen mode

Extracting Data Attributes

JavaScript approach:

const rows = document.querySelectorAll('table tr');
const data = [];

rows.forEach(row => {
  const rowData = {
    // Visible text
    cells: Array.from(row.querySelectorAll('td')).map(td => td.textContent),
    // Data attributes
    id: row.dataset.id,
    category: row.dataset.category,
    stock: row.dataset.stock
  };
  data.push(rowData);
});

console.log(JSON.stringify(data, null, 2));

Enter fullscreen mode Exit fullscreen mode

Python approach:

for row in table.find_all('tr'):
    # Get data attributes
    attrs = {k: v for k, v in row.attrs.items() if k.startswith('data-')}

    # Get cell text
    cells = [td.get_text(strip=True) for td in row.find_all('td')]

    print(f"Data: {attrs}, Cells: {cells}")

Enter fullscreen mode Exit fullscreen mode

Extracting Title Attributes

const cells = document.querySelectorAll('table td');
cells.forEach(cell => {
  if (cell.title) {
    console.log(`Display: ${cell.textContent}, Full: ${cell.title}`);
  }
});

Enter fullscreen mode Exit fullscreen mode

Expanding Collapsed Rows

Option 1: Click all expanders

// Find and click all expand buttons
document.querySelectorAll('.expand-btn, .toggle-row').forEach(btn => {
  btn.click();
});

// Wait for DOM to update, then export
setTimeout(() => {
  // Export logic here
}, 1000);

Enter fullscreen mode Exit fullscreen mode

Option 2: Remove hidden class

document.querySelectorAll('.child-row, .detail-row').forEach(row => {
  row.style.display = '';
  row.classList.remove('hidden', 'collapsed');
});

Enter fullscreen mode Exit fullscreen mode

Triggering Lazy Load

This is trickier—you need to simulate the action that triggers loading.

// Scroll to bottom to trigger infinite scroll
window.scrollTo(0, document.body.scrollHeight);

// Or click "Load More" repeatedly
const loadMore = document.querySelector('.load-more-btn');
while (loadMore && !loadMore.disabled) {
  loadMore.click();
  await new Promise(r => setTimeout(r, 500)); // Wait for load
}

Enter fullscreen mode Exit fullscreen mode

Real-World Example: Sort Values

Sports statistics tables often display formatted numbers but sort by raw values.

<td data-sort="1234567">1.23M</td>
<td data-sort="20240115">Jan 15, 2024</td>
<td data-sort="0.347">34.7%</td>

Enter fullscreen mode Exit fullscreen mode

If you only extract the visible text, you get formatted strings that won't sort or calculate correctly.

Extraction with both values:

const cells = document.querySelectorAll('table td');
const data = Array.from(cells).map(cell => ({
  display: cell.textContent.trim(),
  sortValue: cell.dataset.sort || cell.textContent.trim()
}));

Enter fullscreen mode Exit fullscreen mode

When Browser Extensions Help

Good table export tools handle some of this automatically:

  • CSS-hidden columns can be included via option
  • Data attributes can be extracted as additional columns
  • Number normalization can parse "$1.23M" into 1230000

HTML Table Exporter extracts visible content with proper handling of merged cells and formatting. For more complex extraction needs without code, see our guide on scraping tables from websites without code.

For data attributes and deeply hidden content, you may need the JavaScript approaches above.

The Inspection Workflow

Before extracting any table:

  1. Open DevTools (F12)
  2. Inspect the table element
  3. Check for:
    • display: none on columns
    • data-* attributes on rows/cells
    • title attributes with extra info
    • Hidden child rows
    • "Load more" buttons
  4. Decide: Is the visible data enough, or do you need the hidden data?

Most of the time, visible data is sufficient. But when it's not, knowing how to find and extract hidden data makes the difference.

Summary

HTML tables can contain multiple layers of data:

Layer How to Access
Visible text Standard export
CSS-hidden columns Remove display:none or use BeautifulSoup
Data attributes JavaScript dataset or Python attrs
Title/tooltips Extract title attribute
Collapsed rows Expand or remove hidden class
Lazy-loaded Trigger loading first

The data is usually there. You just need to know where to look.


Need to export the data you can see? Learn more at gauchogrid.com/html-table-exporter or try HTML Table Exporter free on the Chrome Web Store.