# Pakistan Business Directory Scraper (`nickslam/pakistan-businesslist-scraper`) Actor

Scrapes business directory data from BusinessList.pk (Pakistan) including company information, reviews, products, and more

- **URL**: https://apify.com/nickslam/pakistan-businesslist-scraper.md
- **Developed by:** [Nick](https://apify.com/nickslam) (community)
- **Categories:** Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.50 / 1,000 base results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js/docs.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python/docs.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## Pakistan Business Directory Scraper

Scrapes business directory data from [BusinessList.pk](https://www.businesslist.pk), the Pakistan business directory. Find companies by keyword search, category, or location and extract their contact details, descriptions, and more.

---

### What It Does

The Actor browses BusinessList.pk and extracts company information into structured data. You can:

- **Filter by category** - e.g. restaurants, doctors-and-clinics, estate-agents
- **Search by keywords** - e.g. "Lawyers", "IT consulting", "Bakeries"
- **Filter by location** - choose one or more Pakistani cities (Karachi, Lahore, Islamabad, etc.)
- **Browse the full directory** - leave filters empty to scrape the entire directory

Results are saved as a dataset you can download as JSON, CSV, or Excel.

# Actor input Schema

## `categories` (type: `array`):

Optional: Filter by business categories.

Example: For category page like `https://www.businesslist.pk/category/estate-agents` enter only `estate-agents`.
## `searchKeywords` (type: `string`):

Optional: Search for specific companies or keywords. Enables premium pricing.
## `locations` (type: `array`):

Optional: Filter by Pakistan cities/regions (top locations). If not provided, browse modes use the full directory or your other filters.
## `maxResults` (type: `integer`):

Maximum number of companies to scrape
## `startPage` (type: `integer`):

Page number to start scraping from. Useful for resuming previous searches.
## `maxPages` (type: `integer`):

Maximum number of pages to scrape. Each page usually contains around 20 companies.
## `enableRateLimiting` (type: `boolean`):

Enable rate limiting (2 seconds delay) or disable (0.5 seconds delay)
## `hybridStrategy` (type: `string`):

`fast` = Cheerio + Impit HTTP (default). `browser` = Playwright (fallback).
## `includeContactDetails` (type: `boolean`):

Include business hours, year established, employees, contact person
## `includeExtendedCompanyInfo` (type: `boolean`):

Include website, description, and maps coordinates
## `includeRegistrationLegal` (type: `boolean`):

Include registration number and VAT number
## `includeMetadata` (type: `boolean`):

Include listing type, verified status, years with platform, tags
## `includeMediaContent` (type: `boolean`):

Include photos, logo, products
## `includeReviewSummary` (type: `boolean`):

Include review summary (rating and count) - Fast extraction
## `includeIndividualReviews` (type: `boolean`):

Include individual reviews - Slower (requires additional pages). Enables premium pricing.
## `proxy` (type: `object`):

Select proxies to be used by the crawler. Recommended: Use Apify Proxy with Residential proxies for better Cloudflare bypass.

## Actor input object example

```json
{
  "categories": [
    "restaurants",
    "consultants"
  ],
  "searchKeywords": "restaurant, IT services",
  "locations": [
    "karachi",
    "lahore"
  ],
  "maxResults": 20,
  "startPage": 1,
  "maxPages": 5,
  "enableRateLimiting": true,
  "hybridStrategy": "fast",
  "includeContactDetails": false,
  "includeExtendedCompanyInfo": false,
  "includeRegistrationLegal": false,
  "includeMetadata": false,
  "includeMediaContent": false,
  "includeReviewSummary": false,
  "includeIndividualReviews": false,
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ],
    "apifyProxyCountry": "PK"
  }
}
````

# Actor output Schema

## `companyData` (type: `string`):

Dataset containing all scraped company information

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "categories": [
        "restaurants"
    ],
    "locations": [
        "karachi"
    ],
    "proxy": {
        "useApifyProxy": true,
        "apifyProxyGroups": [
            "RESIDENTIAL"
        ],
        "apifyProxyCountry": "PK"
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("nickslam/pakistan-businesslist-scraper").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "categories": ["restaurants"],
    "locations": ["karachi"],
    "proxy": {
        "useApifyProxy": True,
        "apifyProxyGroups": ["RESIDENTIAL"],
        "apifyProxyCountry": "PK",
    },
}

# Run the Actor and wait for it to finish
run = client.actor("nickslam/pakistan-businesslist-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "categories": [
    "restaurants"
  ],
  "locations": [
    "karachi"
  ],
  "proxy": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ],
    "apifyProxyCountry": "PK"
  }
}' |
apify call nickslam/pakistan-businesslist-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=nickslam/pakistan-businesslist-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Pakistan Business Directory Scraper",
        "description": "Scrapes business directory data from BusinessList.pk (Pakistan) including company information, reviews, products, and more",
        "version": "1.0",
        "x-build-id": "UBIDQmuyyZngRZLSI"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/nickslam~pakistan-businesslist-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-nickslam-pakistan-businesslist-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/nickslam~pakistan-businesslist-scraper/runs": {
            "post": {
                "operationId": "runs-sync-nickslam-pakistan-businesslist-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/nickslam~pakistan-businesslist-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-nickslam-pakistan-businesslist-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "categories": {
                        "title": "Categories",
                        "type": "array",
                        "description": "Optional: Filter by business categories.\n\nExample: For category page like `https://www.businesslist.pk/category/estate-agents` enter only `estate-agents`.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "searchKeywords": {
                        "title": "Search Keywords ($$)",
                        "type": "string",
                        "description": "Optional: Search for specific companies or keywords. Enables premium pricing."
                    },
                    "locations": {
                        "title": "Locations",
                        "type": "array",
                        "description": "Optional: Filter by Pakistan cities/regions (top locations). If not provided, browse modes use the full directory or your other filters.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "abbottabad",
                                "ahmadpur-east",
                                "bahawalnagar",
                                "bahawalpur",
                                "burewala",
                                "chakdara",
                                "chakwal",
                                "chaman",
                                "chiniot",
                                "chishtian",
                                "dadu",
                                "daska",
                                "dera-ghazi-khan",
                                "dera-ismail-khan",
                                "faisalabad",
                                "gojra",
                                "gujranwala",
                                "gujrat",
                                "hafizabad",
                                "hyderabad",
                                "islamabad",
                                "jacobabad",
                                "jaranwala",
                                "jhang",
                                "jhelum",
                                "kamalia",
                                "kamoke",
                                "karachi",
                                "kasur",
                                "khairpur",
                                "khanewal",
                                "khanpur",
                                "khushab",
                                "khuzdar",
                                "kohat",
                                "kot-adu",
                                "lahore",
                                "larkana",
                                "mandi-bahauddin",
                                "mardan",
                                "mingora",
                                "mirpur-khas",
                                "multan",
                                "muridke",
                                "muzaffargarh",
                                "nawabshah",
                                "nowshera",
                                "okara",
                                "pakpattan",
                                "peshawar",
                                "quetta",
                                "rahim-yar-khan",
                                "rawalpindi",
                                "rawalpini",
                                "sadiqabad",
                                "sahiwal",
                                "sargodha",
                                "shekhupura",
                                "shikarpur",
                                "sialkot",
                                "sukkur",
                                "swabi",
                                "tando-allahyar",
                                "taxila",
                                "timergara",
                                "toba-tek-singh",
                                "vehari",
                                "wah-cantonment",
                                "wazirabad"
                            ],
                            "enumTitles": [
                                "Abbottabad",
                                "Ahmadpur East",
                                "Bahawalnagar",
                                "Bahawalpur",
                                "Burewala",
                                "Chakdara",
                                "Chakwal",
                                "Chaman",
                                "Chiniot",
                                "Chishtian",
                                "Dadu",
                                "Daska",
                                "Dera Ghazi Khan",
                                "Dera Ismail Khan",
                                "Faisalabad",
                                "Gojra",
                                "Gujranwala",
                                "Gujrat",
                                "Hafizabad",
                                "Hyderabad",
                                "Islamabad",
                                "Jacobabad",
                                "Jaranwala",
                                "Jhang",
                                "Jhelum",
                                "Kamalia",
                                "Kamoke",
                                "Karachi",
                                "Kasur",
                                "Khairpur",
                                "Khanewal",
                                "Khanpur",
                                "Khushab",
                                "Khuzdar",
                                "Kohat",
                                "Kot Adu",
                                "Lahore",
                                "Larkana",
                                "Mandi Bahauddin",
                                "Mardan",
                                "Mingora",
                                "Mirpur Khas",
                                "Multan",
                                "Muridke",
                                "Muzaffargarh",
                                "Nawabshah",
                                "Nowshera",
                                "Okara",
                                "Pakpattan",
                                "Peshawar",
                                "Quetta",
                                "Rahim Yar Khan",
                                "Rawalpindi",
                                "Rawalpini",
                                "Sadiqabad",
                                "Sahiwal",
                                "Sargodha",
                                "Shekhupura",
                                "Shikarpur",
                                "Sialkot",
                                "Sukkur",
                                "Swabi",
                                "Tando Allahyar",
                                "Taxila",
                                "Timergara",
                                "Toba Tek Singh",
                                "Vehari",
                                "Wah Cantonment",
                                "Wazirabad"
                            ]
                        }
                    },
                    "maxResults": {
                        "title": "Max Results",
                        "minimum": 1,
                        "type": "integer",
                        "description": "Maximum number of companies to scrape",
                        "default": 20
                    },
                    "startPage": {
                        "title": "Start Page",
                        "minimum": 1,
                        "type": "integer",
                        "description": "Page number to start scraping from. Useful for resuming previous searches.",
                        "default": 1
                    },
                    "maxPages": {
                        "title": "Max Pages",
                        "minimum": 1,
                        "type": "integer",
                        "description": "Maximum number of pages to scrape. Each page usually contains around 20 companies.",
                        "default": 5
                    },
                    "enableRateLimiting": {
                        "title": "Enable Rate Limiting",
                        "type": "boolean",
                        "description": "Enable rate limiting (2 seconds delay) or disable (0.5 seconds delay)",
                        "default": true
                    },
                    "hybridStrategy": {
                        "title": "Strategy",
                        "type": "string",
                        "description": "`fast` = Cheerio + Impit HTTP (default). `browser` = Playwright (fallback).",
                        "default": "fast"
                    },
                    "includeContactDetails": {
                        "title": "Include Contact & Details ($)",
                        "type": "boolean",
                        "description": "Include business hours, year established, employees, contact person",
                        "default": false
                    },
                    "includeExtendedCompanyInfo": {
                        "title": "Include Extended Company Information ($)",
                        "type": "boolean",
                        "description": "Include website, description, and maps coordinates",
                        "default": false
                    },
                    "includeRegistrationLegal": {
                        "title": "Include Registration & Legal ($)",
                        "type": "boolean",
                        "description": "Include registration number and VAT number",
                        "default": false
                    },
                    "includeMetadata": {
                        "title": "Include Metadata ($)",
                        "type": "boolean",
                        "description": "Include listing type, verified status, years with platform, tags",
                        "default": false
                    },
                    "includeMediaContent": {
                        "title": "Include Media & Product Information ($)",
                        "type": "boolean",
                        "description": "Include photos, logo, products",
                        "default": false
                    },
                    "includeReviewSummary": {
                        "title": "Include Review Summary ($)",
                        "type": "boolean",
                        "description": "Include review summary (rating and count) - Fast extraction",
                        "default": false
                    },
                    "includeIndividualReviews": {
                        "title": "Include Individual Reviews ($$)",
                        "type": "boolean",
                        "description": "Include individual reviews - Slower (requires additional pages). Enables premium pricing.",
                        "default": false
                    },
                    "proxy": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Select proxies to be used by the crawler. Recommended: Use Apify Proxy with Residential proxies for better Cloudflare bypass."
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
