# multi-ats-job-scraper (`arturpl6/multi-ats-job-scraper`) Actor

- **URL**: https://apify.com/arturpl6/multi-ats-job-scraper.md
- **Developed by:** [Artur Kierasiński](https://apify.com/arturpl6) (community)
- **Categories:** Jobs, Lead generation
- **Stats:** 2 total users, 1 monthly users, 88.9% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.00 / 1,000 scraped jobs

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/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
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.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## 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.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

## Multi-ATS Direct Job Scraper & Intent Monitor

Zero-maintenance hiring-intent tracking across corporate career boards powered by Greenhouse, Lever, and Ashby.

Designed for automated cron schedules and B2B workflows: with incremental delta sync (`onlyNewSinceLastRun`), the Actor compares current postings against previous runs and only outputs net-new or modified positions. Empty monitoring runs produce 0 dataset records and incur $0 in per-item event fees.

***

#### Key Capabilities

- **Incremental Delta Synchronization:** Enable `onlyNewSinceLastRun` to track board changes over time. Postings are classified as `NEW_JOB` or `UPDATED_JOB`. If no changes occurred since the last run, the Actor exits immediately.
- **Hiring Intent Signals:** Every job includes an `intent_signals` metadata block tagging whether the opening represents an engineering hire, a growth/sales expansion signal, or an executive/lead role.
- **Universal 3-in-1 Engine:** Automatically detects and queries official public JSON APIs for:
  - **Greenhouse:** (e.g. GitLab, Stripe, Figma, Airbnb)
  - **Lever:** (e.g. Spotify, Netflix, Shopify)
  - **Ashby:** (e.g. Linear, Ramp, Vercel, Retool)
- **Resource Efficient:** Operates on lightweight HTTP requests with no browser emulation or proxy overhead. Runs execute in seconds with sub-128 MB RAM footprints.

***

#### Input Parameters

| Parameter | Type | Default | Description |
| :--- | :--- | :--- | :--- |
| `companies` | `Array` | `["linear", "gitlab", "spotify"]` | List of company names, slugs, or career URLs. |
| `onlyNewSinceLastRun` | `Boolean` | `false` | When true, only outputs net-new or modified jobs since the previous run. |
| `ats_filter` | `String` | `"auto"` | Set to `auto` to detect automatically, or force `greenhouse`, `lever`, or `ashby`. |
| `keyword_filter` | `String` | `null` | Keyword to match against title, department, or description. |
| `remote_only` | `Boolean` | `false` | When true, only returns positions marked as remote. |
| `location_filter`| `String` | `null` | Filter by city, country, or region (e.g. `United States`, `Europe`). |
| `max_jobs_per_company` | `Integer` | `500` | Maximum postings to evaluate per company. |
| `max_total_jobs` | `Integer` | `5000` | Total cap across all companies in the run. |
| `include_description_text` | `Boolean` | `true` | Include clean plain text description. |
| `include_description_html` | `Boolean` | `false` | Include raw HTML description. |

##### Example Input (Daily Delta Monitor)

```json
{
  "companies": [
    "linear",
    "figma",
    "ramp",
    "spotify"
  ],
  "onlyNewSinceLastRun": true,
  "remote_only": true,
  "keyword_filter": "Engineer"
}
```

***

#### Sample Output (Delta Record)

```json
{
  "id": "ashby_d3bc1ced-3ce4-4086-a050-555055dbb1ff",
  "title": "Senior Fullstack Engineer",
  "company": "linear",
  "ats": "ashby",
  "event_type": "NEW_JOB",
  "intent_signals": {
    "is_engineering_hire": true,
    "is_growth_signal": false,
    "is_executive_hire": false
  },
  "location": "Europe",
  "is_remote": true,
  "workplace_type": "remote",
  "department": "Product",
  "team": "Engineering",
  "employment_type": "FullTime",
  "date_posted": "2026-10-12T08:00:00.000Z",
  "url": "https://jobs.ashbyhq.com/linear/d3bc1ced-3ce4-4086-a050-555055dbb1ff",
  "apply_url": "https://jobs.ashbyhq.com/linear/d3bc1ced-3ce4-4086-a050-555055dbb1ff",
  "salary": "$160,000 - $210,000",
  "description_text": "Building next-generation product management tools...",
  "scraped_at": "2026-10-12T10:15:00.000Z"
}
```

***

#### Use Cases

- **Sales Trigger Automation:** Trigger outbound outreach to prospective accounts when target companies post new engineering or sales headcount.
- **Scheduled Cron Monitoring:** Set up recurring schedules (daily/weekly) with `onlyNewSinceLastRun` enabled to ingest changes without paying for duplicate records.
- **AI & Workflow Integrations:** Stream verified hiring signals directly to Webhooks, Make.com, Zapier, or LLM agent pipelines.

# Actor input Schema

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

List of company slugs or direct career URLs. E.g. 'linear', 'gitlab', 'spotify', or 'https://boards.greenhouse.io/figma'.

## `onlyNewSinceLastRun` (type: `boolean`):

When enabled, compares postings against the previous run's state and only returns new or updated positions. Empty runs with no changes produce 0 items.

## `ats_filter` (type: `string`):

Select whether to automatically detect the ATS or force a specific provider.

## `keyword_filter` (type: `string`):

Only include jobs where title, department, or description contains this word or phrase (e.g. 'Engineer', 'Python', 'Product Manager').

## `remote_only` (type: `boolean`):

If enabled, only jobs explicitly identified as Remote will be returned.

## `location_filter` (type: `string`):

Filter by country, state, or city name (e.g. 'United States', 'Europe', 'San Francisco').

## `max_jobs_per_company` (type: `integer`):

Maximum number of postings to extract per target company.

## `max_total_jobs` (type: `integer`):

Total cap across all target companies to manage compute time and credits.

## `include_description_text` (type: `boolean`):

Include full, markdown/plain-text formatted job description.

## `include_description_html` (type: `boolean`):

Include original raw HTML body of the job description.

## Actor input object example

```json
{
  "companies": [
    "linear",
    "gitlab",
    "spotify"
  ],
  "onlyNewSinceLastRun": false,
  "ats_filter": "auto",
  "remote_only": false,
  "max_jobs_per_company": 500,
  "max_total_jobs": 5000,
  "include_description_text": true,
  "include_description_html": false
}
```

# Actor output Schema

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

Scraped job postings stored in the default dataset

# 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": [
        "linear",
        "gitlab",
        "spotify"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("arturpl6/multi-ats-job-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": [
        "linear",
        "gitlab",
        "spotify",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("arturpl6/multi-ats-job-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).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": [
    "linear",
    "gitlab",
    "spotify"
  ]
}' |
apify call arturpl6/multi-ats-job-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,arturpl6/multi-ats-job-scraper"
        }
    }
}
```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/NaHIKKMriy5eiBnQ5/builds/SbgAsWB1n53x8nMyX/openapi.json