# Clean Yelp Lead List, Duplicates Removed

**Use case:** 

Get a ready-to-use lead list without the cleanup. Search a category like Auto Repair in Chicago, IL with unique_only enabled to drop duplicate and ad listings, leaving one clean record per business with name, phone_number, website, full_address, city, state, zipcode and categories. Import straight into your CRM without dedupe work. Pay per result, so you are not billed for the noise.

## Input

```json
{
  "keywords": [
    "Auto Repair"
  ],
  "locations": [
    "Chicago, IL"
  ],
  "languages": "English (United States)",
  "sort": "Recommended",
  "price": [],
  "maxCrawlPages": 3,
  "unique_only": true,
  "urls": []
}
```

## Output

```json
{
  "is_ad": {
    "label": "Advertisement",
    "format": "boolean"
  },
  "name": {
    "label": "Business Name",
    "format": "text"
  },
  "rating": {
    "label": "Rating",
    "format": "text"
  },
  "review_count": {
    "label": "Review Count",
    "format": "text"
  },
  "is_claimed": {
    "label": "Claimed",
    "format": "text"
  },
  "price_level": {
    "label": "Price Level",
    "format": "text"
  },
  "categories": {
    "label": "Categories",
    "format": "text"
  },
  "coordinates": {
    "label": "Coordinates",
    "format": "object"
  },
  "full_address": {
    "label": "Full Address",
    "format": "text"
  },
  "city": {
    "label": "City",
    "format": "text"
  },
  "state": {
    "label": "State",
    "format": "text"
  },
  "zipcode": {
    "label": "Zip Code",
    "format": "text"
  },
  "phone_number": {
    "label": "Phone Number",
    "format": "text"
  },
  "images": {
    "label": "Images",
    "format": "array"
  },
  "hours": {
    "label": "Hours",
    "format": "object"
  },
  "owner_name": {
    "label": "Owner Name",
    "format": "text"
  },
  "about": {
    "label": "About",
    "format": "text"
  },
  "reviewhighlights": {
    "label": "Review Highlights",
    "format": "array"
  },
  "amenities": {
    "label": "Amenities",
    "format": "object"
  },
  "specialties": {
    "label": "Specialties",
    "format": "text"
  },
  "year_established": {
    "label": "Year Established",
    "format": "text"
  },
  "popular_items": {
    "label": "Popular Items",
    "format": "array"
  },
  "menu_url": {
    "label": "Menu URL",
    "format": "link"
  },
  "questions_answers": {
    "label": "Q&A",
    "format": "array"
  },
  "videos": {
    "label": "Videos",
    "format": "array"
  },
  "health_inspections": {
    "label": "Health Inspections",
    "format": "array"
  },
  "verified_licenses": {
    "label": "Verified Licenses",
    "format": "array"
  },
  "service_areas": {
    "label": "Service Areas",
    "format": "array"
  },
  "website": {
    "label": "Website",
    "format": "text"
  },
  "timestamp": {
    "label": "Timestamp",
    "format": "text"
  },
  "url": {
    "label": "Link",
    "format": "link"
  }
}
```

## About this Actor

This example demonstrates how to use [Yelp Advanced Business Scraper: Pay Per Result](https://apify.com/delicious_zebu/yelp-advanced-business-scraper-pay-per-result.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/delicious_zebu/yelp-advanced-business-scraper-pay-per-result.md) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

This Task's input is already configured above. Use it as-is rather than inventing a new one.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/delicious_zebu/yelp-advanced-business-scraper-pay-per-result.md

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).