Convert any Yellow Pages listing or category search into clean JSON: business name, category, phone, address, website, hours, and ranked directory results.
Yellow Pages remains a broad business directory covering local services, trades, and storefronts across the US with structured contact data. The Yellow Pages Scraper API resolves listings and category searches into validated JSON with the business name, primary and secondary categories, phone, address, website, years-in-business, and any ratings shown.
It's tuned for B2B lead generation, sales-territory mapping, and directory enrichment workflows that need clean contact records at volume. Category searches return ranked results with full pagination, so an entire local vertical can be harvested in one pass.
# POST a target — get validated JSON back
curl https://api.crawlzo.com/v4/scrape \
-H "Authorization: Bearer $CRAWLZO_KEY" \
-d '{
"url": "https://www.yellowpages.com/",
"type": "business",
"geo": "us"
}'
// ← response
{
"status": "ok",
"data": {
"name": "...",
"rating": 4.4,
"review_count": 1320,
"category": "...",
"address": "...",
"phone": "...",
"reviews": [ { "rating": 5, "text": "…", "author": "…" } ]
}
}Yellow Pages data parsed into clean, validated JSON. Pull any group below on its own, or combine them in a single request.
B2B lead-list and contact building
Sales-territory and TAM mapping
Directory data enrichment
Local market coverage analysis
Yes. Pass a category and location and we return ranked listings with name, phone, address, website, and hours, paginating across every result page in the directory.
Structured JSON straight from the API, or pushed to your stack natively — S3, BigQuery, Snowflake, Postgres, Kafka, or any HTTPS webhook. Call it from Python, Node, Go, Rust, or any HTTP client. The data lands where your pipeline already lives.
No. You pay for valid, schema-passing rows only. Retries, blocks, CAPTCHAs, and 5xxs are on us. If a run doesn't return data that conforms to the schema, it isn't billed.
Every request routes through the same engine behind our Web Unblocker API: compliant residential IPs, real browser fingerprints, TLS-level evasion, behaviour modelling, and built-in CAPTCHA solving. Hard targets become routine.
Yes. We respect robots policies, rate budgets, and ToS-aware allow/deny lists. We deliver and move on — no row-level retention beyond your replay window. GDPR DPA, PII redaction, and custom data residency available on request.