# JustDial Vertical Lead Pack Builder (`technicaldost/justdial-vertical-lead-pack-builder`) Actor

Create niche Indian SMB lead lists with phones, ratings, websites, emails, and lead scores.

- **URL**: https://apify.com/technicaldost/justdial-vertical-lead-pack-builder.md
- **Developed by:** [Technical Dost Solutions](https://apify.com/technicaldost) (community)
- **Categories:** Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $4.00 / 1,000 justdial vertical lead pack 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 web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
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.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — 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

## JustDial Vertical Lead Pack Builder

![JustDial Vertical Lead Pack Builder icon](.actor/icon.svg)

Create niche Indian SMB lead lists with phones, ratings, websites, emails, and lead scores.

### What this Actor returns

- `name`
- `url`
- `platform`
- `category`
- `city`
- `country`
- `phone`
- `email`
- `price`
- `rating`
- `reviewCount`
- `sourceUrl`
- `leadScore`
- `confidenceScore`
- `scrapedAt`
- `notes`

### How to use it

1. Run once with the default input to validate the output schema.
2. Add public `startUrls` for live extraction where the target source allows public access.
3. Disable `fallbackToSampleIfEmpty` when you want failed/empty live runs to stay empty.
4. Schedule the Actor for monitoring workflows and export the dataset to JSON, CSV, Excel, API, or webhooks.

### Production notes

This Actor ships with a typed input schema, dataset schema, store icon, defensive parsing, sample data for integration tests, and generic public-page extraction. Some target platforms are dynamic, protected, or login-gated; for those, production-grade coverage should use compliant public URLs, official/export APIs, or a maintained provider adapter.

# Actor input Schema

## `vertical` (type: `string`):

Vertical for JustDial Vertical Lead Pack Builder.

## `cities` (type: `array`):

Cities for JustDial Vertical Lead Pack Builder.

## `maxResults` (type: `number`):

Max Results for JustDial Vertical Lead Pack Builder.

## `includeEmails` (type: `boolean`):

Include Emails for JustDial Vertical Lead Pack Builder.

## `useSampleData` (type: `boolean`):

Return a schema-valid sample row. Useful for testing integrations; disable for live extraction.

## `startUrls` (type: `array`):

Optional public pages to fetch and parse. Use this for live extraction when supported by the target site.

## `proxyConfiguration` (type: `object`):

Apify proxy configuration for production crawling.

## `fallbackToSampleIfEmpty` (type: `boolean`):

Return one clearly marked sample row if live extraction finds no records.

## Actor input object example

```json
{
  "vertical": "dental clinics",
  "cities": [
    "Pune"
  ],
  "maxResults": 25,
  "includeEmails": true,
  "useSampleData": false,
  "startUrls": [],
  "proxyConfiguration": {
    "useApifyProxy": true
  },
  "fallbackToSampleIfEmpty": true
}
```

# 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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("technicaldost/justdial-vertical-lead-pack-builder").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 = {}

# Run the Actor and wait for it to finish
run = client.actor("technicaldost/justdial-vertical-lead-pack-builder").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 '{}' |
apify call technicaldost/justdial-vertical-lead-pack-builder --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=technicaldost/justdial-vertical-lead-pack-builder",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/XetYlnpyiviCJCNt5/builds/tkzkqLz3izCr8jGwh/openapi.json