Business Lead Data Scraping
Use when you need B2B leads or company data — business listings with contact info, supplier directories, company/people enrichment, KYB/verification, or trade data. Covers Google Maps (local listings), IndiaMart and JustDial (supplier/business directories), LinkedIn (company employees and candidate finder), GST Verification (India KYB), UN Comtrade (trade data), and Product Hunt (launches). Trigg…
Install
$ agentstack add skill-thirdwatch-dev-scraping-skills-business-lead-data-scraping ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ● Network access Used
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Links to your public security report.[](https://agentstack.voostack.com/security/report/skill-thirdwatch-dev-scraping-skills-business-lead-data-scraping) Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Business & Lead Data Scraping
Getting B2B leads and company data off the web. Two kinds of sources matter here:
- Business listings & directories (Google Maps, IndiaMart, JustDial) give you the prospecting basics: company name, phone, website, category, location, rating. Best for building local lead lists and supplier shortlists.
- Registry / verification sources (GST Verification, UN Comtrade) are authoritative — they confirm a legal entity, its status, or its trade activity. Best for KYB/due-diligence and market sizing.
The fields that carry a lead: company, contact (phone/website), category, location — plus a verification or enrichment field (GSTIN, employee roster, HS-code trade volume) when you need to qualify it.
Ready-made scrapers
Each is a maintained Thirdwatch actor on the Apify Store, billed pay-per-result.
| Target | Scraper | From | Notes | |--------|---------|------|-------| | Google Maps | Google Maps | $0.002/result | name/phone/website/rating/GPS/hours by query + location | | IndiaMart | IndiaMart Supplier | $0.002/result | B2B suppliers, contact, GST, MOQ | | JustDial | JustDial Business | $0.002/result | India local listings + contact + reviews | | LinkedIn Company Employees | LinkedIn Company Employees | $0.003/result | team rosters by company, filter by title/location | | LinkedIn Candidate Finder | LinkedIn Candidate Finder | $0.003/result | people by role/skills/location | | GST Verification India | GST Verification India | $0.01/result | verify GSTIN → legal/trade name, status, jurisdiction | | UN Comtrade Trade Data | UN Comtrade Trade Data | $0.0015/result | bilateral import/export by HS code, 200+ countries | | Product Hunt | Product Hunt | $0.003/result | launches/products/leaderboard, votes |
Run one
Each actor returns JSON rows. Call it from the command line:
curl -X POST "https://api.apify.com/v2/acts/thirdwatch~google-maps-scraper/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
-H "Content-Type: application/json" \
-d '{"search": "marketing agencies in Austin", "maxResults": 50}'Get a free token at console.apify.com. Exact input fields are on each actor's Store page.
Build your own
No maintained scraper for your source, or need something custom? Start with the engineering skills:
web-scraping-playbook— the build-vs-buy decision and the cost-first technique ladder.anti-bot-scraping— bypassing Cloudflare, DataDome, Akamai, and friends.apify-actor-builder— package and monetize your scraper as a deployable Apify Actor.
Compliance
Contact and personal data is regulated (GDPR, CCPA, India DPDP, CAN-SPAM): have a lawful basis to process it, honor opt-outs, don't spam, and scrape only publicly accessible business data.
Maintained by Thirdwatch. 70+ ready-made scrapers on the Apify Store.
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: thirdwatch-dev
- Source: thirdwatch-dev/scraping-skills
- License: MIT
Install and usage instructions live in the source repository linked above.
Reviews
No reviews yet, be the first.
Write a review
Versions
- v0.1.0 Imported from the upstream source.