# GCC Jobs Aggregator - Bayt, GulfTalent & NaukriGulf (`get_anything/gcc-jobs-aggregator`) Actor

Search Bayt, GulfTalent and NaukriGulf in one run. Deduplicated Gulf job listings for UAE, Saudi Arabia, Qatar, Kuwait, Bahrain and Oman with seniority detection and optional Arabic labels.

- **URL**: https://apify.com/get\_anything/gcc-jobs-aggregator.md
- **Developed by:** [Get Anything](https://apify.com/get_anything) (community)
- **Categories:** Jobs, Lead generation
- **Stats:** 40 total users, 22 monthly users, 100.0% runs succeeded, 3 bookmarks
- **User rating**: 5.00 out of 5 stars

## Pricing

$1.50 / 1,000 job records

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

## GCC Jobs Aggregator - Bayt, GulfTalent & NaukriGulf

Search the three biggest Gulf job boards in one run. One query gives you deduplicated job listings from Bayt, GulfTalent and NaukriGulf across the UAE, Saudi Arabia, Qatar, Kuwait, Bahrain and Oman.

Companies in the Gulf post the same role on two or three boards at once. Scraping each board separately means paying three times and cleaning up the overlap yourself. This Actor merges those duplicates into one record that tells you every board the job appears on.

### What you get for each job

- Job title and company name
- Location and country
- Which boards it was found on, with a direct link to each posting
- Posted date, normalized to a single format across all three boards
- Description snippet where the board provides one
- Experience or salary text where available
- Seniority level and job function, detected from the title
- Arabic labels for titles and companies (optional, generated with the Anthropic API using your own key)

### Sources

| Board | Coverage | Notes |
|---|---|---|
| Bayt.com | All GCC | The region's largest job board |
| GulfTalent | All GCC | Strong for professional and managerial roles |
| NaukriGulf | All GCC | Rich metadata: descriptions, experience ranges, vacancy counts |

Everything comes from public search pages and APIs. No login, no cookies, no account risk.

### Input

| Field | Description |
|---|---|
| `keywords` | One or more role searches, e.g. `["Ecommerce Specialist", "Accountant"]` |
| `country` | One of: uae, saudi-arabia, qatar, kuwait, bahrain, oman. Default is uae |
| `sources` | Which boards to search. All three by default |
| `maxJobsPerSource` | Cap per board per keyword. Default 50 |
| `deduplicate` | Merge the same role posted on several boards into one record. Default on |
| `enableArabicLabels` | Add Arabic labels for titles and companies. Needs your `anthropicApiKey` |

### Pricing

You pay a small fee per job record in your results. Duplicates are merged before billing, so you never pay twice for the same role.

### Example output

```json
{
  "title": "Ecommerce Trade Manager",
  "company": "Chalhoub Group",
  "location": "Dubai",
  "country": "United Arab Emirates",
  "sources": ["bayt", "gulftalent"],
  "allLinks": {
    "bayt": "https://www.bayt.com/en/uae/jobs/ecommerce-trade-manager-74812345/",
    "gulftalent": "https://www.gulftalent.com/uae/jobs/ecommerce-trade-manager-591518"
  },
  "postedDate": "2026-05-26",
  "seniorityGuess": "Mid-Senior level",
  "functionGuess": "Ecommerce",
  "titleArabic": "مدير التجارة الإلكترونية",
  "searchKeyword": "Ecommerce Specialist"
}
```

### Tips

- Recruiters: run weekly per country and compare who keeps reposting the same role. A job that stays up across all three boards for a month usually means a hard-to-fill position.
- Sales teams: pair this with a hiring-signals tracker to turn job postings into warm leads.
- Job seekers: one run replaces checking three sites. The `sources` field tells you where to apply with the least competition.

***

### More GCC data tools by Get Anything

Part of a suite of Gulf-focused public-data Actors. You may also want:

- [GCC Jobs Search](https://apify.com/get_anything/gcc-jobs-search) — **Free** — every Gulf board + agencies, AI-ready
- [Indeed Scraper](https://apify.com/get_anything/indeed-gcc-jobs) — Gulf jobs, salaries & employers
- [Glassdoor Scraper](https://apify.com/get_anything/glassdoor-gcc-jobs) — Gulf jobs + employer salary data
- [Remote Jobs Aggregator](https://apify.com/get_anything/remote-jobs-aggregator) — Remotive, RemoteOK, Himalayas

# Actor input Schema

## `keywords` (type: `array`):

One or more role/keyword searches, e.g. 'Ecommerce Specialist', 'Accountant'.

## `country` (type: `string`):

Which Gulf country to search. One country per run keeps results clean.

## `sources` (type: `array`):

Which boards to search. All three by default.

## `maxJobsPerSource` (type: `integer`):

Cap on jobs fetched from each board per keyword.

## `deduplicate` (type: `boolean`):

Companies often post the same role on several boards. When on, those are merged into one record listing every source.

## `enableArabicLabels` (type: `boolean`):

Uses the Anthropic API to add natural Arabic labels for job titles and companies. Requires anthropicApiKey.

## `anthropicApiKey` (type: `string`):

Only required if enableArabicLabels is true. Never logged or stored in output.

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

Proxy settings for the job board requests. Apify Proxy is recommended.

## Actor input object example

```json
{
  "keywords": [
    "Ecommerce Specialist"
  ],
  "country": "uae",
  "sources": [
    "bayt",
    "gulftalent",
    "naukrigulf"
  ],
  "maxJobsPerSource": 50,
  "deduplicate": true,
  "enableArabicLabels": false,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}
```

# Actor output Schema

## `results` (type: `string`):

Structured results in the default dataset, one item per record.

# 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("get_anything/gcc-jobs-aggregator").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("get_anything/gcc-jobs-aggregator").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 get_anything/gcc-jobs-aggregator --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=get_anything/gcc-jobs-aggregator",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/ymUwdLC4F3GGmZkg4/builds/43oh31sNVcuMggfbr/openapi.json