# Universal ATS Job Scraper: Greenhouse,Lever\&Tech Stack Detector (`dataflow-tools/universal-ats-job-signal-tech-stack-intelligence-monitor`) Actor

Resolves any company's Greenhouse,Lever Ashby job board from a domain or career-page URL clean job metadata, and detects 250+ technologies from job descriptions to surface hiring & tech-stack intelligence signals.
Extract & detect tech stack buying signals across job boards into clean JSON/Markdown.

- **URL**: https://apify.com/dataflow-tools/universal-ats-job-signal-tech-stack-intelligence-monitor.md
- **Developed by:** [DataFlow Tools](https://apify.com/dataflow-tools) (community)
- **Categories:**
- **Stats:** 1 total users, 0 monthly users, 100.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## 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/actors/running/actors-in-store.md#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

## Universal ATS Job-Signal & Tech Stack Intelligence Monitor

Extract open jobs, monitor hiring surges, and automatically detect 250+ tech stack buying signals across **Greenhouse**, **Lever**, and **Ashby** job boards.

***

### 🚀 Key Capabilities

- **Universal Multi-ATS Support:** Point to a company domain (`stripe.com`), career page URL, or board slug. The Actor auto-resolves whether they run on Greenhouse, Lever, or Ashby.
- **250+ Tech Stack Keyword Detection:** Automatically parses and categorizes technologies across Cloud & Infra, Backend, Frontend, Databases, AI/Data, and Security using boundary-aware regex (zero false positives on short tokens like `Go` or `C`).
- **High-Speed HTTP Engine:** Direct REST API integration via native fetch without headless browser overhead. Runs execute in under 2 seconds per target with near-zero compute costs.
- **LLM & Pipeline Ready:** Outputs normalized JSON with clean plain-text descriptions (boilerplate HTML stripped) ready for RAG pipelines, CRM enrichment, or outbound sales triggers.
- **💼 Compensation & Salary Extraction:** Automatically parses salary ranges (`min`, `max`, `currency`) from structured API payloads and job description regex.
- **🎯 Seniority & Role Leveling:** Categorizes job seniority (`Intern`, `Junior`, `Mid`, `Senior`, `Lead`, `Staff`, `Principal`, `Manager`, `Director`, `VP`).
- **📍 Workplace Mode Detection:** Identifies `Remote`, `Hybrid`, or `On-site` work arrangements automatically.

***

### 💡 Top Use Cases

1. **B2B Outbound & Sales Triggers:** Identify when target accounts begin hiring for specific technologies (e.g., Snowflake, Kubernetes, React) to pitch relevant solutions.
2. **Competitive Intelligence:** Track engineering headcount growth and tech migrations across competitor product teams.
3. **Automated Talent Mapping:** Alert recruitment agencies immediately when new niche technical roles open up.

***

### 📥 Input Examples

#### Option A: Automatic Domain Resolution

Provide the company name and main website domain; the engine resolves the underlying ATS board automatically:

````json
{
  "targets": [
    { "companyName": "Asana", "domainOrUrl": "asana.com" },
    { "companyName": "Palantir", "domainOrUrl": "palantir.com" },
    { "companyName": "Notion", "domainOrUrl": "notion.so" }
  ],
  "keywordFilter": ["Kubernetes", "Rust"],
  "maxJobsPerTarget": 50
}


### 📤 Output Dataset Format

Every record pushed to the Apify dataset contains clean, structured metadata:

```json
[
  {
    "companyName": "Notion",
    "title": "Staff Software Engineer, Infrastructure",
    "department": "Engineering",
    "location": "San Francisco, California",
    "seniority": "Staff",
    "workplaceType": "Hybrid",
    "type": "FullTime",
    "atsPlatform": "ashby",
    "detectedTechStack": [
      "AWS",
      "Docker",
      "Kubernetes",
      "PostgreSQL",
      "TypeScript"
    ],
    "salary": {
      "min": 210000,
      "max": 260000,
      "currency": "USD",
      "rawText": "$210,000 - $260,000 USD"
    },
    "postedAt": "2026-08-24T14:44:49.699Z",
    "url": "[https://jobs.ashbyhq.com/notion/1fc309c8-da20-4ff2-84c7-8b863ece2b0a](https://jobs.ashbyhq.com/notion/1fc309c8-da20-4ff2-84c7-8b863ece2b0a)"
  }
]

# Actor input Schema

## `targets` (type: `array`):

Companies to scan. Provide a company domain for auto-detection, or specify the ATS platform and board slug directly.
## `keywordFilter` (type: `array`):

Filter jobs by title, description, or tech stack (e.g. Rust, Kubernetes).
## `maxJobsPerTarget` (type: `integer`):

Cap the number of job postings per company.
## `maxConcurrency` (type: `integer`):

Number of targets processed in parallel.
## `proxyConfiguration` (type: `object`):

Apify Proxy settings for web requests.

## Actor input object example

```json
{
  "targets": [
    {
      "companyName": "Figma",
      "atsPlatform": "greenhouse",
      "boardSlug": "figma"
    },
    {
      "companyName": "Notion",
      "atsPlatform": "ashby",
      "boardSlug": "notion"
    }
  ],
  "maxConcurrency": 5,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
````

# Actor output Schema

## `dataset` (type: `string`):

No description

# 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 = {
    "targets": [
        {
            "companyName": "Figma",
            "atsPlatform": "greenhouse",
            "boardSlug": "figma"
        },
        {
            "companyName": "Notion",
            "atsPlatform": "ashby",
            "boardSlug": "notion"
        }
    ],
    "proxyConfiguration": {
        "useApifyProxy": false
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("dataflow-tools/universal-ats-job-signal-tech-stack-intelligence-monitor").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 = {
    "targets": [
        {
            "companyName": "Figma",
            "atsPlatform": "greenhouse",
            "boardSlug": "figma",
        },
        {
            "companyName": "Notion",
            "atsPlatform": "ashby",
            "boardSlug": "notion",
        },
    ],
    "proxyConfiguration": { "useApifyProxy": False },
}

# Run the Actor and wait for it to finish
run = client.actor("dataflow-tools/universal-ats-job-signal-tech-stack-intelligence-monitor").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 '{
  "targets": [
    {
      "companyName": "Figma",
      "atsPlatform": "greenhouse",
      "boardSlug": "figma"
    },
    {
      "companyName": "Notion",
      "atsPlatform": "ashby",
      "boardSlug": "notion"
    }
  ],
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}' |
apify call dataflow-tools/universal-ats-job-signal-tech-stack-intelligence-monitor --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,dataflow-tools/universal-ats-job-signal-tech-stack-intelligence-monitor"
        }
    }
}

```

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/mMwlYOqqM2HtZ58F9/builds/E8aTZhf5BBUmfLm4c/openapi.json