How To Scrape Agencies From Clutch Using AI Scraping (And Export Them To CSV)

Clutch is one of the best directories for agency data. The problem is that scraping Clutch isn't as simple as we would like it to be.

There's no export, and the directory pages are paginated and dynamically loaded. Chrome extensions break after one page, and point-and-click scrapers need CSS selectors that change every time Clutch updates its layout.

This guide walks you through scraping Clutch agency listings using Datablist's AI Scraping Agent, from setup to a clean, exportable lead list. No code, no configuration, under 12 minutes.

📌 Summary For Those In a Rush

This article shows how to scrape agencies from Clutch using AI scraping.

Problem: Clutch has great agency data (names, ratings, websites, pricing tiers), but there's no export button. Manual copy-paste doesn't scale, and most scrapers break on Clutch's dynamic pages.

Solution: Use Datablist’s AI Scraping Agent with a ready-to-use Clutch template to extract agency leads in minutes.

What You'll Learn:

1. Why Clutch data is valuable for lead gen and why traditional scrapers fail on it
2. Which agency data fields you can extract from Clutch directory listings
3. A full 5-step process to scrape, export, clean, and enrich your agency list

Why Datablist:

1. AI scraping reads the page like a human, so it works even when Clutch updates its layout
2. Handles pagination automatically (up to 5,000 pages per run)
3. No code, no API configuration, just a URL and a template

What This Guide Covers

• Why People Scrape Clutch (And Why It's Not As Easy As It Looks)
• What Agency Data You Can Extract From Clutch
• Scraping Agencies From Clutch: The Full Step-by-Step
• After Scraping: Clean And Enrich Your Agency List
• What Clutch Scraping Can't Do (Limitations And Best Practices)
• Frequently Asked Questions About Scraping Clutch

Why People Scrape Clutch (And Why It's Not As Easy As It Looks)

Lead Gen And Outreach Lists

Clutch is basically a curated database of agencies across every service category you can think of. SEO, PPC, web design, mobile development, branding, and dozens more.

For lead gen teams, that means ready-made prospect lists. You can filter by service, location, and company size. The data is right there on the page. You just can't export it.

This is what makes Clutch data particularly useful for outreach:

• Location data: Makes geo-specific campaigns possible without guesswork
• Service category: Lets you target exactly the niche you sell into
• Company size: Bigger agencies usually have larger budgets.

If you're selling to agencies, building partner lists, or shortlisting vendors, you need a way to scrape agencies from Clutch at scale

Why Manual Scraping And Chrome Extensions Break On Clutch

Before we get into the solution, here's why the obvious approaches don't work well.

If you look at the table above, you’ll realize fast that AI web scraping is the most efficient method to scrape agencies from Clutch. Instead of relying on technical details, Datablist’s AI Scraping Agent reads the content on the page the way a person would. That's why it works across different page layouts without custom configuration.

What Agency Data You Can Extract From Clutch

Before you start scraping agencies from Clutch, it helps to know exactly which data points are available and which ones are worth collecting.

Fields Essential For Every Lead List

These are the core fields visible on every Clutch directory listing card. They're the foundation of any agency lead list:

• Agency Name - The company name as displayed on Clutch (e.g., "WebFX")
• Clutch Profile URL - Direct link to their Clutch page (useful as a unique identifier for deduplication)
• Location - City and country (e.g., "London, United Kingdom")
• Service Category - The primary service listed on the directory page (e.g., "SEO")

These fields give you a working lead list. Everything below makes it better.

High-Signal Fields That Make Your Agency List Better

When you scrape agency leads from Clutch, these fields help you qualify them before outreach, so you're not wasting time on bad fits:

• Rating - Clutch's verified rating score (e.g., 4.9 out of 5)
• Number of Reviews - How many verified reviews the agency has (e.g., 47 reviews)
• Hourly Rate Range - Their pricing tier (e.g., "$100 - $149/hr")
• Minimum Project Size - The smallest engagement they accept (e.g., "$10,000+")
• Company Size - Number of employees (e.g., "50-249")

Why these matter: If you're selling a tool that costs $200/month, you want to pitch agencies that have already established themselves, not newcomers.

Scraping Agencies From Clutch: The Step-by-Step

This source takes a URL and a prompt and scrapes Clutch agency listings using AI. Costs vary based on usage since the AI Scraping Agent operates on a usage-based credit system.

When I earlier said that Datablist.com is easy to use, I really meant that. The process takes just 5 steps, or put simply: a few clicks. Before we start, just make sure that you:

1. Have the Clutch directory URL you want to scrape (filtered by category and location)
2. Have a rough idea of which agency data points you want to extract

If you’re more a visual learner, here’s a video that shows how I scraped 508 agencies in 12 minutes 👈🏽

Scraping Clutch Agencies: Step-By-Step Guide

The following section will guide you through the entire scraping process. You don't have to do much since we provide a ready-to-use template.

Step 1: Sign Up & Create a Collection

First, sign up for Datablist.com

Then, create a New Collection

Step 2: Navigate To The AI Scraping Agent

1. Click on See all sources

1. Scroll down and select AI Agent - Site Scraper

Now, you should see a different interface, which looks like this

Step 3: Select The Template & Configure The Task

1. Click on the Template Drop-Down and select "Clutch Agency Scraper"

1. Before pasting your URL, go to Clutch and filter by the service category and location you want (e.g., "SEO agencies in London"). Copy that filtered directory URL and paste it in the first field.

1. Scroll down, and define the number of pages you want to scrape

📘 About Pagination on Clutch

Clutch shows around 15 agency cards per page. If you're scraping "SEO agencies in London" and there are 20 pages of results, set the pagination to 20. For broader searches (e.g., all SEO agencies globally), expect hundreds of pages. Datablist's AI Scraping Agent handles pagination automatically and can scrape up to 5,000 pages in a single run.

If you're curious about AI scraping prompts, we wrote a guide on the rules for writing prompts for AI agents

1. Scroll down and click on Continue

💡 Check Your Advanced Settings Before Clicking Continue

Make sure the following settings are enabled:

1. LLM: OpenAI: GPT 5 mini (best performance-to-price ratio for AI scraping)
2. Max iterations: 10
3. Website Scraper Option: Render HTML (Clutch loads agency cards dynamically with JavaScript, so this setting is critical)

Step 4: Select Outputs

Datablist will create the output properties automatically.

Click on the X Icons to remove the columns you don't want to add to your collection

Step 5: Run

Once you've done the above, click on Run Import Now to start scraping

After a few minutes, your collection will be filled with Clutch agency data. From here, you can use Datablist's workflow automation features to clean, deduplicate, enrich, and export the data.

💡 Avoid Duplicates on Repeat Runs

If you plan to scrape the same Clutch category again later (for fresh agencies, updated ratings, etc.):

1. Pick a unique identifier column (Clutch Profile URL works best)
2. Click on the column header and select: Rename - Settings - Delete
3. Check: Do not allow duplicate values
4. Click: Save Property

This way, re-running the scraper only adds new agencies instead of duplicating existing ones. Add Datablist's workflow automation on top, and your Clutch scraping runs on autopilot.

How To Export Your Agency List

Once your scraping is done, exporting takes about 10 seconds:

1. Click on Export in the top menu
2. Choose Export all items
3. Pick your preferred file type (.CSV, .XLSX, or .VCF)
4. Click Export

Your agency list is now ready to use in your CRM, outreach tool, or spreadsheet.

After Scraping: Clean And Enrich Your Agency List

Scraping Clutch is only the first step. The real value comes from what you do with the data afterward. A raw list with duplicates and missing emails isn't going to close any deals.

Remove Duplicates And Normalize Company Names

This is the first thing to do after any scraping run. Here's why:

The same agency can appear under multiple Clutch categories. If you scrape Clutch agencies across "SEO in London" and "PPC in London" separately, agencies that offer both services will show up twice

Here's how to clean it up:

• Deduplicate by Clutch Profile URL, and not by agency name.
• Remove suffixes like LLC, Ltd, Inc. Using Datablist’s Company Name Normalizer

Enrich With Contact And Company Data

Once your list is clean, you can take it further:

• Find email addresses using Datablist's Waterfall Email Finder
• Add LinkedIn profile URLs for decision makers at each agency
• Pull tech stack data if you're selling a tool that integrates with specific platforms

Important: Always enrich after deduplication, not before. Enriching duplicate rows wastes credits and creates messy data.

If you’re planning to cold email the agencies you scraped, here's how to personalize your outreach with AI 👈🏽

What Clutch Scraping Can't Do (Limitations And Best Practices)

Is Scraping Clutch Allowed?

Short answer: Scraping publicly available data from websites is generally allowed. The data on Clutch is publicly visible to anyone who visits the site.

That said, it's less about the scraping itself and more about what you do with the data:

• You can scrape agencies from Clutch for internal use (lead generation, research, vendor shortlisting) without issues.
• You can't resell the scraped data as a standalone product in most jurisdictions.

If you're using the data for your own outreach or internal research, you're in the clear.

Common Reasons Scrapers Fail On Clutch

Even with AI scraping, things can go wrong. Here are the most common issues and how to fix them:

• Heavy pages with dynamic content. Clutch loads cards with JavaScript, which is why the "Render HTML" setting is critical. Without it, the agent sees an empty page.
• Pagination edge cases. Some filtered searches have inconsistent page counts. Always spot-check your first 5 rows against the live Clutch page to make sure the data matches.
• "Request too large" errors. This happens when the page has too much content for the model's context window. If you see this error, switch from GPT 4.0 mini to GPT 5 in the advanced settings. It costs a bit more per request, but it handles larger pages without issues.

Conclusion: Scraping Agencies is Only The First Step

You now know how to scrape agency leads from Clutch using AI scraping, pick the right outputs, handle pagination, and export everything to a clean CSV. But a list of agency names without contacts isn't a lead list yet.

Complete your lead list in two steps:

• Find agency founders and CEOs on LinkedIn
• Get verified emails from their LinkedIn profiles

And if that doesn't suit your use case, check our resources below.

Frequently Asked Questions About Scraping Clutch

How Much Does It Cost To Scrape Agencies From Clutch?

Datablist's AI Scraping Agent uses a usage-based credit system. The cost per Clutch page varies depending on how many agencies the agent extracts and how many iterations it needs. Datablist plans start at $25/month with 5,000 free credits included. If you need more, top-up packs start at $20 for 20,000 credits with bulk discounts up to 35% off.

How Long Does It Take To Scrape Agencies From Clutch?

If you scrape Clutch agencies from a filtered directory with 10-20 pages (around 150-300 agencies), it typically takes 5-10 minutes. Larger runs covering 50+ pages can take 15-20 minutes. Setup takes about 3 minutes for your first run, then seconds for repeat runs.

Is There a Limit To How Many Agencies I Can Scrape?

Datablist.com supports up to 100,000 rows per collection, and the AI Scraping Agent can scrape up to 5,000 pages in a single run (depending on LLM model you choose). For most Clutch scraping workflows, this is more than enough to capture every agency in your target category and location.

What Data Can I Extract When I Scrape Clutch Agencies?

From the directory listing cards: Agency Name, Website URL, Clutch Profile URL, Location (City, Country), Service Category, Rating, Number of Reviews, Hourly Rate Range, Minimum Project Size, and Company Size. Profile-level data (about text, contacts, portfolio) requires visiting individual pages.

Do I Need Coding Skills To Scrape Clutch?

Not at all. The entire process is no-code. You select a template, paste a URL, choose your outputs, and click run. If you can copy-paste a URL, Datablist will scrape Clutch for you.

Can I Also Find Emails For The Agencies I Scraped?

Yes. After scraping, you can use Datablist's Waterfall Email Finder to find verified email addresses for decision makers at each agency. You can also add LinkedIn profiles and phone numbers using other enrichment tools in the same platform.

Can I Scrape Clutch Without An API?

Absolutely. Datablist.com doesn't require any API setup, coding, or technical configuration. Everything happens through a visual interface with ready-to-use templates. No developer needed.

What Is The Difference Between AI Web Scraping And Traditional Web Scraping?

Traditional scrapers rely on fixed rules like CSS selectors or XPath. When a website changes its layout, the scraper breaks. AI web scraping reads the content of the page like a human and understands meaning, not structure. A rating is still a rating, even if the HTML around it changes. That makes AI scraping more resilient and the better choice when you need to scrape directories like Clutch.

How Do I Deduplicate Agencies From Multiple Clutch Categories?

Use Datablist's built-in deduplication feature. Deduplicate by Clutch Profile URL (not agency name) to catch agencies that appear under multiple service categories. You can also set up a "no duplicate values" rule on the Clutch Profile URL column before repeat runs.

What Fields Should I Collect From Clutch For Outreach?

At minimum: Agency Name, Website, Location, and Rating. For qualified outreach, add: Hourly Rate, Min Project Size, Company Size, and Reviews Count. These let you filter by budget fit and credibility before reaching out.

What Is AI Web Scraping?

AI web scraping, i.e., AI scraping, is a method of extracting data from websites using artificial intelligence rather than rule-based scrapers. Instead of relying on HTML selectors, AI scraping uses language models to understand page content and extract the requested data. Platforms like Datablist.com offer AI scraping through their AI Scraping Agents with ready-to-use templates.

Can You Export Agencies From Clutch To CSV?

Clutch doesn't offer a native export feature. But with Datablist.com, you can scrape agency listings and export the results as .CSV, .XLSX, or.VCF with one click. The export feature supports full collections or filtered views.