Convert any Grubhub restaurant page or address search into structured JSON: itemized menus, dish prices, customization options, delivery and pickup fees, estimated times, and ranked listings.
Grubhub serves diners across major US metros with delivery and pickup options whose menus and fees differ by neighborhood. The Grubhub Scraper API resolves restaurant pages and address-based searches into validated JSON with itemized menus, customization options, and fee detail.
It suits analysts comparing pickup-versus-delivery economics and tracking restaurant onboarding across cities. Each menu and fee is fetched at request time and tied to the exact address you query.
# POST a target — get validated JSON back
curl https://api.crawlzo.com/v4/scrape \
-H "Authorization: Bearer $CRAWLZO_KEY" \
-d '{
"url": "https://www.grubhub.com/",
"type": "restaurant",
"geo": "us-ny"
}'
// ← response
{
"status": "ok",
"data": {
"name": "...",
"rating": 4.5,
"review_count": 820,
"cuisine": "...",
"delivery_fee": 2.99,
"eta_min": 25,
"menu_items": 142
}
}Grubhub data parsed into clean, validated JSON. Pull any group below on its own, or combine them in a single request.
Pickup versus delivery price comparison
Dish-level menu and customization tracking
Restaurant onboarding and churn monitoring
Neighborhood fee-structure benchmarking
Yes. We return both fulfillment options for a restaurant, including delivery and pickup fees, minimums, and estimated times, so you can compare the two side by side for any address.
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.