# Clean a scraped lead list

**Use case:** 

Checks every address in a lead list and hands the whole list back with a verdict on each row, keeping the names and companies exactly where they were. This is the everyday use: run it on a scrape before you import anything into your CRM or email tool.

## Input

```json
{
  "data": [
    {
      "name": "Ana Silva",
      "company": "Silva Ltd",
      "email": "ana.silva@apify.com"
    },
    {
      "name": "Ben Okafor",
      "company": "Okafor & Co",
      "email": "ben@gmial.com"
    },
    {
      "name": "Cara Lind",
      "company": "Lind Studio",
      "email": "info@lindstudio.co.uk"
    },
    {
      "name": "Dan Reeves",
      "company": "Reeves Ltd",
      "email": "dan@mailinator.com"
    },
    {
      "name": "Eve Mbeki",
      "company": "Mbeki Group",
      "email": "eve mbeki@@example"
    },
    {
      "name": "Frank Ortiz",
      "company": "Ortiz SA",
      "email": "frank@thisdomaindoesnotexistatall12345.com"
    }
  ],
  "fileFormat": "auto",
  "emailField": "email",
  "checkMailServer": true,
  "detectDisposable": true,
  "detectRole": true,
  "detectTypos": true,
  "markDuplicates": true,
  "keep": "all",
  "exportFormats": [],
  "dnsConcurrency": 20,
  "dnsTimeoutSecs": 10
}
```

## Output

```json
{
  "email": {
    "label": "Email",
    "format": "text"
  },
  "name": {
    "label": "Name",
    "format": "text"
  },
  "company": {
    "label": "Company",
    "format": "text"
  },
  "emailStatus": {
    "label": "Verdict",
    "format": "text"
  },
  "emailReason": {
    "label": "Reason",
    "format": "text"
  },
  "hasMailServer": {
    "label": "Domain accepts mail",
    "format": "boolean"
  },
  "isDisposable": {
    "label": "Throwaway",
    "format": "boolean"
  },
  "isRoleAddress": {
    "label": "Shared inbox",
    "format": "boolean"
  },
  "isFreeProvider": {
    "label": "Free provider",
    "format": "boolean"
  },
  "didYouMean": {
    "label": "Did you mean",
    "format": "text"
  },
  "mailboxChecked": {
    "label": "Mailbox checked",
    "format": "boolean"
  }
}
```

## About this Actor

This example demonstrates how to use [Email List Cleaner & Validator (Dataset, CSV or Sheet)](https://apify.com/nerolabs/email-list-cleaner.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/nerolabs/email-list-cleaner.md) to learn more, explore other use cases, and run it yourself.


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

- **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 full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/nerolabs/email-list-cleaner.md

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).