Clutch Scraper: Companies, Ratings, Reviews & Pricing

Clutch Scraper turns Clutch.co into structured company data. Point it at any Clutch directory, from web developers and SEO firms to marketing agencies and app developers, and get back rating, review count, hourly rate, minimum project size, employee range, location, services and reviews (up to a configurable limit) with reviewer details and per-criterion scores. Search by filters or paste directory links, then export to JSON, CSV or Excel, or pull the results straight into your app through the API.

Why This Scraper?

• Any Clutch directory in one actor. Pass a plain category name or a directory slug (web-developers, seo-firms, app-developers, it-services, pr-firms and more) and the actor builds the right listing URL for you.
• Full company profiles on demand. The base search already returns 20+ fields per company; turning on full profile details adds founding year, languages, office locations, reviews (up to the Max reviews limit, default 20), the rating breakdown by criterion, Clutch's verification section (status, verified-review count, business-entity data), and the percentage breakdown of service lines, industries and client sizes straight from the profile's own charts. Switch on includePortfolio to also get every portfolio project, the key clients, Clutch award badges and industry recognitions.
• Deep, structured reviews. Each review carries its quote, date, per-criterion scores (Quality, Schedule, Cost, Willing to Refer), the reviewer's role, industry, location and company size, the project size and length, and the full background, challenge, solution and results write-up.
• Two ways to start. Pick filters (directory, any location by name, company size, service line, hourly rate, project budget, industry, client focus, focus area, specialization, verified or Clutch Guarantee only, sort) or search Clutch by keyword/company name, or paste any Clutch directory URL. Minimum rating and minimum reviews narrow the results either way, since both are applied after fetching.
• Walks a whole directory on its own. Leave the page limit at its default and the actor keeps paging until the site runs out of results or a page repeats companies already seen, so you never have to guess how many pages exist.
• Resume and recurring monitoring. Continue an interrupted run without paying twice, or turn on incremental mode to get only the companies that are new, changed or gone on a repeat schedule.
• Refusals are handled for you. If the connection can't be established at all, the run stops with a clear message instead of quietly finishing empty; a refusal hit mid-run is retried automatically on a different connection.

Use Cases

• Agency and vendor selection: procurement and marketing teams comparing agencies by rating, hourly rate, minimum project size and location before requesting proposals.
• Competitive intelligence: agencies tracking their own and competitors' review counts, ratings and service mix over time.
• Lead generation: sales teams building outreach lists of service providers filtered by size, location or specialty.
• Market research: analysts studying pricing bands, review sentiment and service trends across a directory or industry.
• Review analytics: researchers and tool builders aggregating detailed review text and per-criterion scores for sentiment or NLP analysis.

Data You Get

Sample shape: values are illustrative placeholders, not from a live company.

Field	Example
id	"1963983"
name	"Sample Agency LLC"
slug	"sample-agency"
clutchUrl	"https://clutch.co/profile/sample-agency"
website	"https://example.com"
rating	4.8
reviewCount	42
minProjectSize	"$25,000+"
hourlyRate	"$100 - $149 / hr"
employeeCount	"50 - 249"
location	"New York, NY"
verified	true
services	["45% Web Development", "45% Web Design", "10% Branding"]
description	"Sample Agency builds websites and digital products for mid-market clients."
yearFounded	2010
contact.address	{ "street": "1 Example St", "city": "New York", "region": "NY", "postal_code": "10000", "country": "US" }
contactDetails	{ "emails": ["contact@abotapi.com"], "phone_numbers": ["1-000-000-0000"], "social_media": ["https://www.linkedin.com/company/example"] }
detailedRatings	{ "Quality": 4.8, "Schedule": 4.7, "Cost": 4.8, "Willing to Refer": 4.9 }
insights	{ "industries": { "industries": ["eCommerce", "Financial services"] }, "service_line_reviews": [ ... ] }
reviews	[{ "quote": "Great team to work with.", "rating": 5.0, "reviewer": { ... }, "projectSize": "$10,000 to $49,999" }]
verification	{ "status": "Premier Verified", "verifiedClientReviews": 12, "businessEntity": { "name": "Sample Agency LLC", "jurisdictionOfFormation": "Delaware" } } (Clutch verification section, when published)
addresses	[{ "street": "1 Example St", "city": "New York", "region": "NY", "country": "United States", "isHeadquarters": true, "telephone": "1-000-000-0000", "lat": 40.7, "lng": -74.0 }] (every office)
serviceLines	[{ "name": "Web Development", "percentage": 45 }] (also focusAreas, industryBreakdown, clientBreakdown -- same percentage-breakdown shape, from the profile's own charts)
portfolio	[{ "id": "100001", "title": "Sample Project", "services": ["Web Design"], "moreServicesCount": 1, "imageUrl": "https://example.com/p.png" }] (with includePortfolio; also keyClients, clutchAwards, industryRecognitions)
sourceUrl	"https://clutch.co/web-developers"

Each entry inside reviews is its own rich record: a quote, a date, a star rating, per-criterion scores (Quality, Schedule, Cost, Willing to Refer), the services covered and the project size and length, plus the reviewer's position, verification badge, industry, location and company size, and, when the profile page provides it, the full background, challenge, solution and results write-up.

How to Use

1. Pick a mode: search (use filters) or url (paste Clutch directory links).
2. For search mode, either set the directory and any filters you want (location, company size, service line, hourly rate, project budget, industry, sort), or fill Keyword search to search Clutch by name/keyword instead (this ignores all the directory filters -- Clutch's search page has none). For URL mode, paste one or more Clutch directory URLs.
3. Optionally set Min rating and Min reviews to narrow the results in either mode, and turn Fetch full profile details on or off.
4. Set Max records (and optionally Max pages per list) to control run size and cost, then click Start.

Basic search (web developers worldwide):

{
  "mode": "search",
  "directory": "web-developers",
  "maxListings": 50
}

Search filtered by location, company size, hourly rate, budget, industry, rating and review count:

{
  "mode": "search",
  "directory": "seo-firms",
  "location": "united-states",
  "agencySize": "50_-_249",
  "hourlyRateRange": "100-149",
  "clientBudget": "50000",
  "industry": "eCommerce",
  "minRating": 4,
  "minReviews": 5,
  "maxListings": 100
}

Keyword search (Clutch's own search box, no directory filters):

{
  "mode": "search",
  "searchQuery": "shopify",
  "maxListings": 50
}

URL mode (paste any Clutch links -- directory, profile, or search):

{
  "mode": "url",
  "urls": [
    "https://clutch.co/web-developers",
    "https://clutch.co/profile/railsware"
  ],
  "fetchDetails": true,
  "maxListings": 100
}

URL shapes supported

Every shape below is routed correctly -- a URL that doesn't match any of them (a dead slug, a genuine 404) gets a loud warning in the run log naming the exact URL, never a silently empty result.

Shape	Example	Behavior
Directory listing	https://clutch.co/web-developers	Walked as a normal paginated listing. The older https://clutch.co/directory/mobile-application-developers form works the same way.
Nested directory	https://clutch.co/developers/php	Same listing walk, just a more specific category (also three levels deep, e.g. /consulting/ai/deployment).
Country-scoped directory	https://clutch.co/us/web-developers	Most countries are a leading path segment.
City- or region-scoped directory	https://clutch.co/web-developers/chicago	Also /au/web-developers/sydney, /web-developers/uk and /web-developers/uk/england/london -- any location path Clutch links to.
Filter query params + page	https://clutch.co/web-developers?agency_size=10+-+49&page=1	Query params pass through; page continues from that page.
Company profile	https://clutch.co/profile/railsware	Returned as one fully enriched record (full profile fetch), not a listing.
Company profile, review page or portfolio link	https://clutch.co/profile/railsware?page=1#reviews	Read as the company profile itself (also /profile/railsware/portfolio); reviews always start from page 1 and go up to Max reviews.
Clutch keyword search	https://clutch.co/search?q=web+design	A different, sparser template than a directory listing -- each resolved profile link is fetched and enriched individually.
Markdown copy of a page	https://clutch.co/directory/mobile-application-developers.md	Clutch's own .md copy of a page is read as the normal page.
www host / http:// / utm_* params	https://www.clutch.co/web-developers?utm_source=newsletter	Normalised automatically; same listing as the bare host.
Guides, articles, home page, other Clutch hosts	https://clutch.co/web-developers/service-guide	Skipped with an UNSUPPORTED_URL warning naming the URL (they list no companies); a run where every URL is skipped fails with a clear message.
Dead slug / genuine 404	https://clutch.co/us/new-york/web-developers	Loud NOT_FOUND warning naming the URL -- never a silent empty result.

Recurring monitoring: schedule any of the searches above with "incrementalMode": true and "maxListings": 0 added, and each run returns only the companies that are new, changed or gone since the last one -- see Resume and recurring updates below.

Run it from your code

Python:

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run = client.actor("abotapi/clutch-directory-scraper").call(
    run_input={"mode": "search", "directory": "web-developers", "maxListings": 50}
)
for company in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(company["name"], company["rating"], company["reviewCount"])

JavaScript:

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: '<YOUR_APIFY_TOKEN>' });
const run = await client.actor('abotapi/clutch-directory-scraper').call({
  mode: 'search',
  directory: 'web-developers',
  maxListings: 50,
});
const { items } = await client.dataset(run.defaultDatasetId).listItems();

Or connect it to Make, Zapier, n8n, Google Sheets or webhooks from the Integrations tab.

Result caps: maxListings and maxPages

Max records (maxListings, default 20) is the only real cap on a run: it stops once this many companies have been scanned (deduped and filter-passed), whether or not each one ends up being returned. Set it to 0 to remove the cap entirely. Max pages per list (maxPages) does not cap the run by itself, it only limits how many result pages are read per directory or URL; left at its default of 0, the actor walks every page of a directory until the site runs out of results or a page repeats companies already seen, then stops on its own. Set maxPages only if you want to additionally bound the pagination depth.

Resume and recurring updates

• Resume (resumeFromRunId) continues one earlier run: give it a previous run id or dataset id from your account and the actor skips every company already collected there, so this run returns only the delta and you don't pay twice. Combine both datasets afterward for the full set.
• Incremental mode (incrementalMode) is for scheduling this actor repeatedly against the same search. Each company is classified NEW, UPDATED (with changedFields listing what changed), or UNCHANGED (suppressed and not billed unless emitUnchanged is on). A company is only marked EXPIRED on a run that completes a full, uncapped, non-resumed scan of the tracked search with emitExpired turned on; a capped, interrupted or resumed run skips that detection for the run and keeps the previous state as is. Only a company previously marked EXPIRED this way can later come back as REAPPEARED, on any later incremental run that finds it again. A company's rank on the directory page is ignored for change detection, since it shifts whenever an unrelated company is added or removed above it, so it never counts as a real change on its own; add more fields to ignore with ignoreFieldsForChanges. stateKey names or shares the tracked state; leave it empty and the actor derives one automatically from your active filters, so two different searches never share a baseline. With incremental mode off, output is exactly as before.

Send results into your apps (MCP connectors)

Optionally pipe the scraped results into the apps you already use, via Model Context Protocol (MCP) connectors. This is an extra delivery step after the scrape, the Apify dataset is never changed.

What gets written to the connector: a condensed, human-readable summary of each record, not the full JSON. Each item becomes one entry with a title and its key fields flattened to plain text. The complete record always stays in the Apify dataset.

1. Authorize a connector once under Apify → Settings → Integrations (Notion, Linear, Airtable, or Apify).
2. Select it in the "Pipe results into your apps" input field. (If the picker is empty, you haven't authorized a connector yet.)
3. For Notion, also set notionParentPageUrl to the page where items should be created.

The connection is mediated by Apify's MCP proxy, so this actor never sees your third-party credentials. Leave the field empty to skip.

Input Parameters

Parameter	Type	Default	Description
mode	string	search	search builds a directory URL from the filters below (or runs Clutch's own keyword search when searchQuery is filled); url uses the pasted links instead.
searchQuery	string	none (prefill: empty)	Optional keyword/company-name search, the same as typing into Clutch's own search box (e.g. "shopify", "react native", "BairesDev"). Walks every results page Clutch offers (4 companies per page) up to Max records. When set, all the directory filters below (directory, location, agencySize, relatedServices, hourlyRateRange, clientBudget, industry, clientType, focusArea, specialization, verifiedOnly, clutchGuaranteeOnly, sortBy) are ignored -- Clutch's search page has none of them -- and the run log says so. minRating/minReviews still apply. Search mode only.
directory	string	web-developers	A plain category name ("Web Developers", "SEO", "Mobile App Development") or a Clutch directory slug directly, including a nested one (developers/php). Live-verified slugs: web-developers, web-designers, developers, agencies, seo-firms, app-developers, it-services, pr-firms, call-centers, bpo, accounting, translation. Search mode only, ignored when searchQuery is set.
location	string	none (prefill: empty)	Optional location -- any country, region or city name as Clutch spells it ("United States", "Germany", "London", "Munich", "Tokyo"). Common countries and a few major cities resolve offline; any other name is looked up on Clutch's own location search and the run log names the place it matched. A name Clutch does not know stops the run with a clear message instead of guessing. Leave empty for worldwide. Search mode only, ignored when searchQuery is set.
agencySize	string	none (prefill: empty)	Optional company-size filter -- one of Clutch's buckets: Freelancer, 2 - 9, 10 - 49, 50 - 249, 250 - 999, 1,000 - 9,999 or 10,000+ employees (underscore/plain forms like 50_-_249 also work; the thousands comma is added automatically if left out). Leave empty for any size. Search mode only, ignored when searchQuery is set.
relatedServices	string	none (prefill: empty)	Optional service-line filter -- a plain name ("Mobile App Development", "SEO", "Ecommerce Development") or the raw value directly, for example field_pp_sl_ecommerce. Leave empty for all services. Search mode only, ignored when searchQuery is set.
hourlyRateRange	string	none	Optional filter -- only companies in this average hourly-rate range: 0-25, 25-49, 50-99, 100-149, 150-199, 200-300 or 300 (Clutch's own buckets). Leave empty for any rate. Search mode only, ignored when searchQuery is set.
clientBudget	string	none	Optional filter -- only companies whose minimum project size fits under this budget: 5000, 10000, 25000, 50000, 75000, 100000 or 250000 (Clutch's own "Client budget" buckets). Leave empty for any budget. Search mode only, ignored when searchQuery is set.
industry	string	none (prefill: empty)	Optional filter -- only companies that serve this industry, a plain name as Clutch shows it ("eCommerce", "Financial services", "Medical", "Real estate", ...) or the raw Clutch value (e.g. field_pp_if_ecommerce). Leave empty for all industries. Search mode only, ignored when searchQuery is set.
clientType	string	none	Optional filter -- Clutch's own "Client focus": small_business (< $10M revenue), midmarket ($10M - $1B) or enterprise (> $1B). Search mode only, ignored when searchQuery is set.
focusArea	string	none (prefill: empty)	Optional filter -- a technology/focus area as Clutch lists it for the directory ("WordPress CMS", "JavaScript", "Shopify", ...) or the raw value (field_pp_fw_wordpress). Matched against Clutch's own filter list; an unknown name is reported in the log and not applied. Search mode only.
specialization	string	none (prefill: empty)	Optional filter -- a specialization as Clutch lists it ("Accessibility", "Multicultural", "Diversity & Inclusion") or the raw value (field_accessibility). Matched against Clutch's own filter list; an unknown name is reported and not applied. Search mode only.
verifiedOnly	boolean	false	Only companies with Clutch's verification badge. Search mode only.
clutchGuaranteeOnly	boolean	false	Only companies offering the Clutch Guarantee. Search mode only.
sortBy	string	default	Result ordering: default, review_rating, reviews, company_name, clutch_rank, verified (verified companies first) or date (date falls back to the default order -- Clutch no longer offers a "newest" sort). Search mode only, since it reorders results the site returns; ignored when searchQuery is set.
urls	array	none (prefill: one URL per supported shape)	One or more Clutch URLs -- see URL shapes supported below. URL mode only; the filter fields above are ignored. If a URL already includes a page number, results continue from that page.
minRating	integer	none	Keep companies with at least this overall rating (0 to 5). Applied after fetching, so it narrows results in both search mode and URL mode.
minReviews	integer	none	Keep companies with at least this many reviews. Applied after fetching, so it narrows results in both search mode and URL mode.
fetchDetails	boolean	true	Open each company profile to add founding year, languages, office locations (addresses), reviews (up to Max reviews) and the rating breakdown, plus Clutch's verification section, tagline, intro video and the service-line/focus-area/industry/client percentage breakdowns, when the profile publishes them. Adds one request per record, plus one more per extra review page (see Max reviews).
maxReviews	integer	20	How many reviews to return per company (Clutch shows ~10-11 per profile page, so this may fetch one or more extra pages). Only applies when fetchDetails is on, in both search mode and URL mode (incl. a pasted company-profile URL). 0 returns no reviews. The count actually returned is in reviewsDelivered. Reviews are covered by the profile-enrichment charge, with no per-review charge.
includePortfolio	boolean	false	Also read each company's Portfolio & Awards section: portfolio (every project's title, image and services), portfolioCount, keyClients, clutchAwards (badge title + image) and industryRecognitions (title + link). Only applies when fetchDetails is on. Adds one or two requests per company, no extra charge.
maxPages	integer	0	How many result pages to read per directory or URL. 0 walks the whole catalogue, stopping on its own at the site's last page or a repeat-page guard. Does not cap the run; use Max records for that.
maxListings	integer	20	The sole cap on the run: stop after this many companies are scanned. 0 for unlimited.
resumeFromRunId	string	none	Optional id of a previous run (or dataset) of this actor. Companies already in that dataset are skipped, so this run returns only new companies (a delta).
incrementalMode	boolean	false	Turn on for recurring or scheduled monitoring: classifies each company NEW or UPDATED against the previous run's state for the same search; UNCHANGED is suppressed unless Emit unchanged is on, and EXPIRED, then later REAPPEARED, only occur on a run that completes a full, uncapped, non-resumed scan with Emit expired on.
stateKey	string	none	Only used when Incremental mode is on. Leave empty to auto-derive the tracked scope from your search filters, or set a value to share state across setups or run separate campaigns.
emitUnchanged	boolean	false	Only used when Incremental mode is on. Also return (and bill) UNCHANGED companies every run.
emitExpired	boolean	false	Only used when Incremental mode is on. Also return (and bill) an EXPIRED row for companies no longer found, but only on a complete, uncapped, non-resumed scan.
ignoreFieldsForChanges	array	none	Only used when Incremental mode is on. Output field names (or dotted paths, e.g. metadata.scraped_at) that should never make a company count as UPDATED. The directory-rank fields, this page's own URL, and insights/insights_cluster (Clutch's AI-generated summary, which resamples on every page load even with no real change) are already ignored by default; add more here if a field changes in a way you don't care about. Ignored fields are still returned in the output.
proxy	object	Apify Proxy	Connection settings. The default works out of the box.
mcpConnectors	array	none	Optional MCP connectors to pipe a copy of each record into (Notion, Linear, Airtable, Apify). Authorize one under Apify → Settings → Integrations, then pick it here.
notionParentPageUrl	string	none	Notion connector only: URL or id of the page under which item pages are created. Required to enable the Notion export; ignored by other connectors.
maxNotifyListings	integer	50	Cap on items written to each connector per run. Does not affect the dataset.

Output views

Next to the default table, the dataset carries five narrower views with just the columns for one job: Detail (the fields fetchDetails adds -- founding year, languages, office locations, verification, service/industry/client breakdowns), Changes (incremental mode) (changeType, changedFields, firstSeenAt/lastSeenAt next to the company's name, rating and link), Reviews (one row per review) (one row per review -- quote, date, rating, per-criterion scores, project size and length) Buyer leads (reviewers) (the reviewer's position, industry, location and company size next to the project they bought) and Portfolio (one row per project) (each portfolio project next to its company, when includePortfolio is on). Switch between them on the run's Dataset tab, or fetch one directly through the API with ?view=detail, ?view=changes, ?view=reviews, ?view=buyer_leads or ?view=portfolio.

Output Example

Sample shape: values are illustrative placeholders, not from a live company.

{
  "id": "1963983",
  "name": "Sample Agency LLC",
  "slug": "sample-agency",
  "clutchUrl": "https://clutch.co/profile/sample-agency",
  "website": "https://example.com",
  "logo": "https://img.shgstatic.com/clutch-static-prod/image/scale/50x50/logos/000000.jpg",
  "rating": 4.8,
  "reviewCount": 42,
  "minProjectSize": "$25,000+",
  "hourlyRate": "$100 - $149 / hr",
  "employeeCount": "50 - 249",
  "location": "New York, NY",
  "verified": true,
  "services": ["45% Web Development", "45% Web Design", "10% Branding"],
  "description": "Sample Agency builds websites and digital products for mid-market clients.",
  "yearFounded": 2010,
  "tagline": "Building digital products that scale.",
  "videoUrl": "https://www.youtube.com/watch?v=sample",
  "verification": {
    "status": "Premier Verified",
    "summary": "Premier Verified means Clutch independently confirmed...",
    "verifiedClientReviews": 12,
    "businessEntity": { "name": "Sample Agency LLC", "jurisdictionOfFormation": "Delaware", "status": "Active" }
  },
  "addresses": [
    { "street": "1 Example St", "city": "New York", "region": "NY", "country": "United States", "postalCode": "10000", "isHeadquarters": true, "telephone": "1-000-000-0000", "lat": 40.7, "lng": -74.0 }
  ],
  "serviceLines": [{ "name": "Web Development", "percentage": 45, "group": "Development" }],
  "industryBreakdown": [{ "name": "eCommerce", "percentage": 30 }],
  "clientBreakdown": [{ "name": "Small business", "percentage": 60 }],
  "contact": {
    "phone": "1-000-000-0000",
    "location": "New York, NY",
    "address": {
      "street": "1 Example St",
      "city": "New York",
      "region": "NY",
      "postal_code": "10000",
      "country": "US"
    }
  },
  "contactDetails": {
    "emails": ["contact@abotapi.com"],
    "phone_numbers": ["1-000-000-0000"],
    "social_media": ["https://www.linkedin.com/company/example"]
  },
  "detailedRatings": { "Quality": 4.8, "Schedule": 4.7, "Cost": 4.8, "Willing to Refer": 4.9 },
  "insights": {
    "industries": { "industries": ["eCommerce", "Financial services"] },
    "service_line_reviews": [
      { "service_line": "Web Development", "reviews_count": 17, "price_range": "0" }
    ]
  },
  "reviews": [
    {
      "quote": "Great team to work with.",
      "date": "Jan 1, 2026",
      "rating": 5.0,
      "summary": "Sample Agency built a new marketing website.",
      "projectSize": "$10,000 to $49,999",
      "projectLength": "Jan. to June 2026",
      "services": ["Web Design", "Web Development"],
      "detailedRatings": { "Quality": 5.0, "Schedule": 5.0, "Cost": 5.0, "Willing to Refer": 5.0 },
      "reviewer": {
        "position": "Director of Marketing, Sample Client Inc",
        "verified": true,
        "industry": "Financial services",
        "location": "Lynchburg, Virginia",
        "clientSize": "11-50 Employees"
      }
    }
  ],
  "sourceUrl": "https://clutch.co/web-developers"
}

Plan Requirement

The default connection setting works out of the box, and the actor automatically retries with a different connection whenever one is refused, so a temporary refusal does not end the run early. For very large or frequent runs, the residential connection option gives more headroom; switch to it under Proxy & connection. Apify free plans do not include residential proxies: if your run asks for one and it is unavailable, the run continues on a backup connection instead of failing, and the log says so -- some pages may still be unavailable on that backup connection, so upgrade at the Apify pricing page or supply your own proxy URLs for the most reliable results.

FAQ

How much does it cost?

You pay a one-time charge when the run starts, a charge per company returned, and an extra detail-enrichment charge that applies only to a company whose profile page was fetched and that is actually returned this run; a suppressed UNCHANGED row in incremental mode pays neither charge, even if its page was fetched. The Pricing tab shows the current rates. Use Max records to cap the cost of any run.

Is it legal to scrape Clutch.co?

This actor collects only publicly available company and review information. You are responsible for how you use it: follow Clutch's terms and the laws that apply to you, and get legal advice before any commercial redistribution of review content, since reviews and their authors may carry additional rights.

Can I get only new or changed companies on a schedule?

Yes. Schedule the actor from the Schedules tab and turn on Incremental mode. Each run then returns only new and updated companies (and removed ones if you also turn on Also return expired companies, on a complete scan) since the last run for that same search, and unchanged companies are not billed unless you turn that on too.

Why did my run return fewer companies than I expected?

Max records is the only real cap: the run stops once that many companies have passed your filters and been scanned, or suppressed as unchanged in incremental mode. Raise it, or set it to 0, to scan the whole directory. Max pages per list only limits how many pages are read per directory or URL and does not need to be touched for most runs.

Why did my run fail instead of returning an empty dataset?

The run fails outright, with a clear message instead of a quiet empty dataset, in two situations: it cannot even start (URL mode with no URLs pasted, a pasted resumeFromRunId that cannot be read, or a Resume / Incremental-mode combination that would overwrite an existing monitoring baseline), or it starts but never manages to load a single usable Clutch page -- because the proxy connection was refused for the whole run, because at least one connection opened but the site refused or didn't resolve every page it tried, or because page loads failed outright for another reason. Only when at least one page genuinely loaded and the result still has zero companies does the run finish successfully with zero records and a "no records matched" status message -- so "nothing matched your filters" is never confused with "nothing could be read".

Can I use it with AI agents or MCP?

Yes. Call it from any Apify integration or MCP client, and use the connector field to push a summary of each company into Notion, Linear or Airtable.

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