# 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:** 1 total users, 0 monthly users, 0.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## 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 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.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.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/platform/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 ## 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. # 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 } } ``` # 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 '' with your token const client = new ApifyClient({ 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 '' with your token. client = ApifyClient("") # 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 " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "GCC Jobs Aggregator - Bayt, GulfTalent & NaukriGulf", "description": "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.", "version": "0.1", "x-build-id": "SQXRwbXqALUqg2Cn0" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/get_anything~gcc-jobs-aggregator/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-get_anything-gcc-jobs-aggregator", "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": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/get_anything~gcc-jobs-aggregator/runs": { "post": { "operationId": "runs-sync-get_anything-gcc-jobs-aggregator", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/get_anything~gcc-jobs-aggregator/run-sync": { "post": { "operationId": "run-sync-get_anything-gcc-jobs-aggregator", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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", "required": [ "keywords", "country" ], "properties": { "keywords": { "title": "Job keywords", "type": "array", "description": "One or more role/keyword searches, e.g. 'Ecommerce Specialist', 'Accountant'.", "default": [ "Ecommerce Specialist" ], "items": { "type": "string" } }, "country": { "title": "Country", "enum": [ "uae", "saudi-arabia", "qatar", "kuwait", "bahrain", "oman" ], "type": "string", "description": "Which Gulf country to search. One country per run keeps results clean.", "default": "uae" }, "sources": { "title": "Job boards", "type": "array", "description": "Which boards to search. All three by default.", "items": { "type": "string", "enum": [ "bayt", "gulftalent", "naukrigulf" ], "enumTitles": [ "Bayt.com", "GulfTalent", "NaukriGulf" ] }, "default": [ "bayt", "gulftalent", "naukrigulf" ] }, "maxJobsPerSource": { "title": "Max jobs per source", "type": "integer", "description": "Cap on jobs fetched from each board per keyword.", "default": 50 }, "deduplicate": { "title": "Merge duplicate postings", "type": "boolean", "description": "Companies often post the same role on several boards. When on, those are merged into one record listing every source.", "default": true }, "enableArabicLabels": { "title": "Generate Arabic labels", "type": "boolean", "description": "Uses the Anthropic API to add natural Arabic labels for job titles and companies. Requires anthropicApiKey.", "default": false }, "anthropicApiKey": { "title": "Anthropic API key", "type": "string", "description": "Only required if enableArabicLabels is true. Never logged or stored in output." }, "proxyConfiguration": { "title": "Proxy configuration", "type": "object", "description": "Proxy settings for the job board requests. Apify Proxy is recommended.", "default": { "useApifyProxy": true } } } }, "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 } } } } } } } } } } ```