# Glassdoor Jobs Scraper - GCC Salaries & Ratings (`get_anything/glassdoor-gcc-jobs`) Actor Scrape Glassdoor job listings across the GCC (UAE, Saudi Arabia, Qatar, Kuwait, Bahrain, Oman) with employer-provided salary ranges, company names, locations and apply links. Search by keyword and country. Uses a real browser to reach Glassdoor's salary-rich listings. - **URL**: https://apify.com/get\_anything/glassdoor-gcc-jobs.md - **Developed by:** [Get Anything](https://apify.com/get_anything) (community) - **Categories:** Jobs, Lead generation - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $5.00 / 1,000 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. 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 ## Glassdoor Jobs Scraper - GCC Salaries & Ratings Scrape **Glassdoor** job listings across the Gulf - UAE, Saudi Arabia, Qatar, Kuwait, Bahrain and Oman - with the thing Glassdoor does better than any other regional board: **employer-provided salary ranges**. Glassdoor sits behind PerimeterX + Cloudflare, so plain HTTP scrapers get a 403 "Security" page. This Actor drives a **real Chromium browser** to reach the listings the way a normal visitor does. ### What you get for each job - Job title and company - Company rating (where shown) - Location and country - **Salary range** and a parsed minimum + currency, when the employer provides one - Seniority level and job function, detected from the title - Posted age and Easy-Apply flag - Direct apply link ### Input | Field | Description | |---|---| | Keywords | One or more roles to search (e.g. "Accountant", "Marketing Manager") | | Countries | Any mix of UAE, Saudi Arabia, Qatar, Kuwait, Bahrain, Oman | | Max jobs per search | Cap per keyword, per country (Glassdoor loads 30/page and the Actor clicks "Show more jobs") | | Proxy | Residential proxy strongly recommended - Glassdoor blocks datacenter IPs | ### Notes - Public search pages only - no login. - A residential proxy is required for reliable results; datacenter IPs are blocked. - Salary is populated for a large share of GCC Glassdoor listings, which is where this Actor complements keyword boards that rarely publish pay. ### Output example ```json { "title": "Senior Accountant", "company": "Confidential", "companyRating": "3.8", "location": "Dubai", "country": "United Arab Emirates", "seniorityGuess": "Mid-Senior level", "functionGuess": "Finance", "salaryText": "AED 8,000 - AED 12,000", "salaryMin": 8000, "salaryCurrency": "AED", "postedAge": "5d", "easyApply": true, "link": "https://www.glassdoor.com/job-listing/..." } ```` ### Use it in ChatGPT or Claude Plug this Actor into an AI assistant via the [Apify MCP server](https://mcp.apify.com) and ask in plain language: > "What do finance roles in Abu Dhabi pay on Glassdoor?" > > "Find jobs in Qatar that list a salary range." Your assistant maps the request onto the inputs and returns structured, ready-to-use results. *** ### More GCC data tools by Get Anything Part of a suite of Gulf-focused public-data Actors. You may also want: - [Indeed Scraper](https://apify.com/get_anything/indeed-gcc-jobs) — Gulf jobs, salaries & employers - [GCC Jobs Search](https://apify.com/get_anything/gcc-jobs-search) — **Free** — every Gulf board + agencies, AI-ready - [GCC Jobs Aggregator](https://apify.com/get_anything/gcc-jobs-aggregator) — Bayt, GulfTalent & NaukriGulf - [UAE Hiring & Lead Signals](https://apify.com/get_anything/uae-hiring-lead-signals) — companies hiring now, AR/EN # Actor input Schema ## `keywords` (type: `array`): One or more roles to search, e.g. 'Accountant', 'Marketing Manager'. ## `countries` (type: `array`): Which Gulf countries to search on Glassdoor. ## `maxJobsPerSearch` (type: `integer`): Cap on jobs per keyword, per country. Glassdoor loads 30 per page; the Actor clicks 'Show more jobs' until this cap. ## `proxyConfiguration` (type: `object`): Residential proxies are strongly recommended - Glassdoor blocks datacenter IPs. ## Actor input object example ```json { "keywords": [ "Accountant" ], "countries": [ "uae" ], "maxJobsPerSearch": 60, "proxyConfiguration": { "useApifyProxy": true, "apifyProxyGroups": [ "RESIDENTIAL" ] } } ``` # 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 '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "keywords": [ "Accountant" ], "countries": [ "uae" ], "maxJobsPerSearch": 60 }; // Run the Actor and wait for it to finish const run = await client.actor("get_anything/glassdoor-gcc-jobs").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 = { "keywords": ["Accountant"], "countries": ["uae"], "maxJobsPerSearch": 60, } # Run the Actor and wait for it to finish run = client.actor("get_anything/glassdoor-gcc-jobs").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 '{ "keywords": [ "Accountant" ], "countries": [ "uae" ], "maxJobsPerSearch": 60 }' | apify call get_anything/glassdoor-gcc-jobs --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=get_anything/glassdoor-gcc-jobs", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Glassdoor Jobs Scraper - GCC Salaries & Ratings", "description": "Scrape Glassdoor job listings across the GCC (UAE, Saudi Arabia, Qatar, Kuwait, Bahrain, Oman) with employer-provided salary ranges, company names, locations and apply links. Search by keyword and country. Uses a real browser to reach Glassdoor's salary-rich listings.", "version": "0.1", "x-build-id": "n15NSdYzwduknh8bC" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/get_anything~glassdoor-gcc-jobs/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-get_anything-glassdoor-gcc-jobs", "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": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/get_anything~glassdoor-gcc-jobs/runs": { "post": { "operationId": "runs-sync-get_anything-glassdoor-gcc-jobs", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/get_anything~glassdoor-gcc-jobs/run-sync": { "post": { "operationId": "run-sync-get_anything-glassdoor-gcc-jobs", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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", "countries" ], "properties": { "keywords": { "title": "Job title / keywords", "type": "array", "description": "One or more roles to search, e.g. 'Accountant', 'Marketing Manager'.", "default": [ "Accountant" ], "items": { "type": "string" } }, "countries": { "title": "Countries", "type": "array", "description": "Which Gulf countries to search on Glassdoor.", "items": { "type": "string", "enum": [ "uae", "saudi-arabia", "qatar", "kuwait", "bahrain", "oman" ], "enumTitles": [ "United Arab Emirates", "Saudi Arabia", "Qatar", "Kuwait", "Bahrain", "Oman" ] }, "default": [ "uae" ] }, "maxJobsPerSearch": { "title": "Max jobs per search", "type": "integer", "description": "Cap on jobs per keyword, per country. Glassdoor loads 30 per page; the Actor clicks 'Show more jobs' until this cap.", "default": 60 }, "proxyConfiguration": { "title": "Proxy configuration", "type": "object", "description": "Residential proxies are strongly recommended - Glassdoor blocks datacenter IPs.", "default": { "useApifyProxy": true, "apifyProxyGroups": [ "RESIDENTIAL" ] } } } }, "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 } } } } } } } } } } ```