# ATS Jobs Scraper - Greenhouse, Lever, Ashby, Workday (`get_anything/ats-jobs-scraper`) Actor

Scrape jobs directly from company career pages on Greenhouse, Lever, Ashby, SmartRecruiters and Workday. Free, no login. Ships with a ready-made list of top Gulf employers hiring in Dubai, Abu Dhabi and Riyadh.

- **URL**: https://apify.com/get\_anything/ats-jobs-scraper.md
- **Developed by:** [Get Anything](https://apify.com/get_anything) (community)
- **Categories:** Jobs, Lead generation
- **Stats:** 14 total users, 7 monthly users, 98.4% runs succeeded, 2 bookmarks
- **User rating**: 5.00 out of 5 stars

## Pricing

Pay per usage

This Actor is paid per platform usage. The Actor is free to use, and you only pay for the Apify platform usage, which gets cheaper the higher subscription plan you have.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-usage

## 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

## ATS Jobs Scraper — Greenhouse, Lever, Ashby, SmartRecruiters & Workday

[![Run on Apify](https://img.shields.io/badge/Run%20on-Apify-00b0a0)](https://apify.com/get_anything/ats-jobs-scraper)
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)
[![Python 3.12+](https://img.shields.io/badge/python-3.12+-blue.svg)](https://www.python.org/)

**Free.** Scrape job postings straight from a company's own careers page, in seconds. No login, no proxies, no headless browser.

Most job scrapers go through job boards, which means stale listings, missing roles and rate limits. This one talks directly to the applicant tracking system (ATS) behind the careers page — the original source, updated the moment a recruiter posts a job.

Paste a career page URL or a company name. It works out which ATS the company uses and returns the jobs.

```bash
pip install -r requirements.txt
apify run
```

### Supported platforms

| ATS | Coverage | Example input |
|---|---|---|
| **Greenhouse** | Full, incl. descriptions | `greenhouse:stripe` or `https://boards.greenhouse.io/stripe` |
| **Lever** | Full, incl. descriptions | `https://jobs.lever.co/spotify` |
| **Ashby** | Titles, locations, type | `https://jobs.ashbyhq.com/ramp` |
| **SmartRecruiters** | Full, incl. departments | `smartrecruiters:Visa` |
| **Workday** | Full (needs the complete URL) | `https://nvidia.wd5.myworkdayjobs.com/NVIDIAExternalCareerSite` |

These are the companies' own public job board APIs. No proxies, no browser, no blocking — so a run costs almost nothing, and the Actor is free to use.

### The endpoints, if you'd rather roll your own

Everything here is a plain HTTP request. No key, no login.

```python
import requests

## Greenhouse — one GET, add ?content=true for full descriptions
requests.get("https://boards-api.greenhouse.io/v1/boards/stripe/jobs?content=true").json()["jobs"]

## Lever — descriptionPlain gives clean text, no HTML stripping
requests.get("https://api.lever.co/v0/postings/spotify?mode=json").json()

## SmartRecruiters — paginated, 100 per page
requests.get("https://api.smartrecruiters.com/v1/companies/Visa/postings?limit=100").json()["content"]

## Workday — POST, and limit CANNOT exceed 20 (higher returns an empty array, not an error)
requests.post(
    "https://nvidia.wd5.myworkdayjobs.com/wday/cxs/nvidia/NVIDIAExternalCareerSite/jobs",
    json={"appliedFacets": {}, "limit": 20, "offset": 0, "searchText": ""},
).json()["jobPostings"]
```

Ashby uses an unauthenticated GraphQL POST — see [`src/main.py`](src/main.py) for the query.

#### Three Workday traps

1. **`limit` above 20 returns an empty array**, not an error. It looks exactly like "no more results."
2. **It throttles fast paging.** If your loop treats a failed page as the end of the list, you'll silently collect a fraction of the jobs. This cost us 1,960 of NVIDIA's 2,000 jobs before we noticed. Pause between pages and retry a failed one.
3. **The URL parts aren't guessable.** The tenant, datacenter (`wd5`) and site name all come from the company's real careers URL.

### What you get for each job

- Job title, company, location
- Department and employment type, where the ATS provides them
- Posted date, normalized across all five platforms
- Seniority level and job function, inferred from the title
- Direct apply link
- Full description text (optional; Greenhouse and Lever)

```json
{
  "company": "Careem",
  "ats": "greenhouse",
  "title": "Account Manager I",
  "location": "Dubai, United Arab Emirates",
  "department": "Commercial",
  "employmentType": null,
  "postedDate": "2026-06-24",
  "seniorityGuess": "Mid-Senior level",
  "functionGuess": "Sales",
  "url": "https://boards.greenhouse.io/careem/jobs/1234567"
}
```

### Top Gulf employers, ready to run

The default input is a curated list of sought-after employers hiring in the UAE and Saudi Arabia. Every slug was checked against the live ATS, so you get real jobs on the first run.

| Company | Where | Input |
|---|---|---|
| Aldar Properties | Abu Dhabi | `lever:aldar` |
| Careem | Dubai | `greenhouse:careem` |
| Tamara | Dubai, Riyadh | `greenhouse:tamara` |
| Masdar | Abu Dhabi | `smartrecruiters:masdar` |
| Deliveroo | Dubai | `ashby:deliveroo` |
| Fresha | Riyadh, Dubai | `lever:fresha` |
| Lean Technologies | Riyadh | `ashby:leantech` |
| Kitopi | Dubai | `lever:kitopi` |

Add `"locationFilter": "Dubai"` (or `Riyadh`, `Abu Dhabi`, `Remote`) to narrow any run.

**Most big employers aren't reachable.** Of 42 top Gulf companies we checked, only 7 run a modern ATS. Emirates Group, ADNOC, Emaar, Majid Al Futtaim, Qatar Airways, DP World, Emirates NBD and Aramco all use Taleo, Oracle Cloud, Phenom or custom portals, none of which publish a public job API. For those, use the [GCC Jobs Aggregator](https://apify.com/get_anything/gcc-jobs-aggregator) instead, which reaches them via Bayt, GulfTalent and NaukriGulf.

### Input

| Field | Description |
|---|---|
| `companies` | Career page URLs, company slugs, or `ats:slug` to force a platform |
| `titleFilter` | Only keep jobs whose title contains this text |
| `locationFilter` | Only keep jobs whose location contains this text |
| `includeDescription` | Fetch the full description for each job |
| `maxJobsPerCompany` | Cap results per company. `0` means no limit |

Mix formats freely:

```json
{
  "companies": [
    "greenhouse:stripe",
    "https://jobs.lever.co/spotify",
    "https://jobs.ashbyhq.com/ramp",
    "smartrecruiters:Visa"
  ],
  "locationFilter": "Remote"
}
```

### Use it with Claude or ChatGPT

Every Apify Actor is exposed over MCP, so you can wire this into Claude Desktop, Claude Code or any MCP client and ask: *"what engineering roles are open at Stripe and Ramp right now?"* It also has a REST API and works with LangChain, n8n, Make and Zapier.

### Lessons from building it

Two bugs that shipped before we caught them, both from naive substring matching on job titles:

- `"coo" in title.lower()` classified **"Coordinator"** as a chief operating officer.
- `"partner" in title.lower()` promoted **"Partner Onboarding Specialist"** to firm partner.

Also: **"Assistant Vice President" is not an executive** — in Gulf banking and real estate it's an upper-mid individual contributor title. Use word boundaries, and print the raw titles behind every bucket before you trust an aggregate.

Some sites also fingerprint your TLS handshake, not just the `User-Agent`. When a site 403s a plain `requests` call but loads fine in Chrome, [`curl_cffi`](https://github.com/lexiforest/curl_cffi) with `impersonate="chrome"` fixes it. (None of the five ATS platforms above need this — but the Gulf job boards do.)

### Be a good citizen

These endpoints are public because companies want their jobs discovered. Cache aggressively, pause between requests, and don't hammer a small company's board. The reason this works without keys is that nobody has had to lock it down yet.

### Related

- [GCC Jobs Aggregator](https://apify.com/get_anything/gcc-jobs-aggregator) — Bayt, GulfTalent and NaukriGulf in one search, deduplicated
- [UAE Hiring & Lead Signals](https://apify.com/get_anything/uae-hiring-lead-signals) — which UAE companies are hiring now, with hiring-intent scores

### License

MIT — see [LICENSE](LICENSE).

***

### 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

## `companies` (type: `array`):

Paste a career page URL (e.g. https://jobs.lever.co/spotify), a company slug (e.g. stripe), or force an ATS with a prefix (e.g. greenhouse:stripe). Workday needs the full URL. The defaults are top Gulf employers - see the README for the full list.

## `titleFilter` (type: `string`):

Only keep jobs whose title contains this text. Leave empty for all jobs.

## `locationFilter` (type: `string`):

Only keep jobs whose location contains this text, e.g. 'Dubai', 'Remote', 'London'. Leave empty for all locations.

## `includeDescription` (type: `boolean`):

Fetch the full description text for each job. Supported on Greenhouse and Lever. Makes runs slightly slower.

## `maxJobsPerCompany` (type: `integer`):

Cap results per company. Set to 0 for no limit.

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

Not needed for most runs. These are official public APIs that do not block datacenter traffic.

## Actor input object example

```json
{
  "companies": [
    "lever:aldar",
    "greenhouse:careem",
    "greenhouse:tamara",
    "smartrecruiters:masdar",
    "ashby:deliveroo",
    "lever:fresha",
    "ashby:leantech"
  ],
  "titleFilter": "",
  "locationFilter": "",
  "includeDescription": false,
  "maxJobsPerCompany": 0,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
```

# 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 = {
    "companies": [
        "lever:aldar",
        "greenhouse:careem",
        "greenhouse:tamara",
        "smartrecruiters:masdar",
        "ashby:deliveroo",
        "lever:fresha",
        "ashby:leantech"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("get_anything/ats-jobs-scraper").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 = { "companies": [
        "lever:aldar",
        "greenhouse:careem",
        "greenhouse:tamara",
        "smartrecruiters:masdar",
        "ashby:deliveroo",
        "lever:fresha",
        "ashby:leantech",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("get_anything/ats-jobs-scraper").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 '{
  "companies": [
    "lever:aldar",
    "greenhouse:careem",
    "greenhouse:tamara",
    "smartrecruiters:masdar",
    "ashby:deliveroo",
    "lever:fresha",
    "ashby:leantech"
  ]
}' |
apify call get_anything/ats-jobs-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/acts/vsdNxJcbPCQ1wabY0/builds/dVuYBI107YP7hHXaG/openapi.json