# Company Hiring Signals: Job Growth from 12,000+ Career Sites (`artsiom_k/company-hiring-signals`) Actor

Which companies are hiring, for what and where: open and newly posted jobs, job functions, seniority, countries, remote share and salary ranges for 12,000+ companies on Greenhouse, Ashby, Lever and Workday. Filter by job title, location and function.

- **URL**: https://apify.com/artsiom_k/company-hiring-signals.md
- **Developed by:** [Artsiom Kunitsyn](https://apify.com/artsiom_k) (community)
- **Categories:** Lead generation, Jobs
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $3.50 / 1,000 companies

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

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

## Company Hiring Signals: Who Is Hiring at 9,000+ Companies

See **which companies are hiring right now, for what and where**. One row per company with its open
jobs, **jobs posted in the last 7, 30 and 90 days**, job functions (engineering, sales, data & AI,
healthcare...), seniority mix, countries, remote share and **salary ranges**, from the career sites
of 9,000+ companies on **Greenhouse, Ashby, Lever and Workday** (~930,000 open jobs, refreshed daily).

Filter by job title ("data engineer", "account executive", "nurse"), location, job function or a
list of companies, and sort by what matters to you: fastest hiring, most open roles or growth.

Built for **sales and recruiting teams** (find companies hiring for the roles you sell into or place),
**investors and analysts** (hiring as a growth signal) and **job seekers** (who is hiring in my field).

### Contents

- [What you get](#-what-you-get)
- [Output example](#-output-example)
- [Input](#️-input)
- [Input examples](#-input-examples)
- [Use it from an AI assistant](#-use-it-from-an-ai-assistant)
- [Good to know](#-good-to-know)
- [FAQ](#-faq)

### ✅ What you get

- **Hiring velocity:** jobs posted in the last 7, 30 and 90 days (the employer's own posting dates),
  and the share of open jobs posted in the last 30 days.
- **What they hire for:** job functions and seniority classified from every job title, top titles and
  departments.
- **Where:** jobs per country, top locations, remote/hybrid/on-site share.
- **Pay:** median yearly salary range per currency, from jobs that state one.
- **Trends:** open-jobs change, jobs added and jobs closed over 7 and 30 days, from a daily history
  of every company's board (see *Good to know*).
- **Career page links** for every company.
- **Fast:** the whole job market is aggregated in about a minute and a half; a run costs cents.

### 📋 Output example

```json
{
  "company_name": "OpenAI",
  "ats": "ashby",
  "careers_urls": ["https://jobs.ashbyhq.com/openai"],
  "open_jobs": 805,
  "new_jobs_7d": 75,
  "new_jobs_30d": 237,
  "new_jobs_90d": 545,
  "new_jobs_30d_share_pct": 29.4,
  "newest_posted_date": "2026-10-28",
  "job_functions": {"engineering": 279, "data_ai": 181, "management": 59, "marketing": 40, "product": 39},
  "seniority": {"mid": 484, "manager": 141, "lead_principal": 105, "director": 45},
  "top_titles": [{"title": "Applied AI Engineer, Codex", "jobs": 8}, {"title": "Applied AI Architect", "jobs": 6}],
  "countries": {"US": 631, "SG": 38, "GB": 33, "JP": 29, "IE": 19},
  "remote_share_pct": 67,
  "salary_ranges": [
    {"currency": "USD", "jobs": 631, "yearly_min_median": 252000, "yearly_max_median": 365000}
  ],
  "tracked_since": "2026-10-28",
  "open_jobs_change_30d": null,
  "index_updated_at": "2026-10-28T07:35:19+00:00"
}
```

With job filters set, `matching_jobs` and every signal count only the matching jobs (for example only
data engineers in Germany), while `open_jobs` stays the company's whole board.

### ⚙️ Input

| Parameter | Default | Description |
|---|---|---|
| `keywords` | none | Job title words or phrases, e.g. `["data engineer", "ml engineer"]`. |
| `excludeKeywords` | none | Ignore titles with these words, e.g. `["intern"]`. |
| `locations` | none | Countries, US states, cities or `remote`. |
| `jobFunctions` | all | `engineering`, `data_ai`, `sales`, `marketing`, `product`, `design`, `customer`, `people`, `finance`, `legal`, `healthcare`, `operations`, `trades`, `retail_hospitality`, `it_security`, `management`, `other`. |
| `workplaceTypes` | all | `remote`, `hybrid`, `onsite`. |
| `employmentTypes` | all | `full_time`, `part_time`, `contract`, ... |
| `companies` | all | Names, career-board URLs or `ats:slug`. Companies not in the index are read live from their board. |
| `ats` | all | `greenhouse`, `ashby`, `lever`, `workday`. |
| `minMatchingJobs` | `1` | Only companies with at least this many matching open jobs. |
| `minNewJobs30d` | `0` | Only companies that posted at least this many matching jobs in 30 days. |
| `sortBy` | `newJobs30d` | `newJobs30d`, `newJobs7d`, `openJobs`, `hiringShare`, `growth30d`. |
| `maxItems` | `50` | Max companies. `null` = all. |

### 🧪 Input examples

**Companies hiring data engineers in Germany:**

```json
{ "keywords": ["data engineer", "machine learning engineer"], "locations": ["Germany"], "maxItems": null }
```

**US companies building sales teams fast (20+ new sales jobs in 30 days):**

```json
{ "jobFunctions": ["sales"], "locations": ["US"], "minNewJobs30d": 20, "sortBy": "hiringShare", "maxItems": null }
```

**Track a list of accounts:**

```json
{ "companies": ["Stripe", "openai", "https://nvidia.wd5.myworkdayjobs.com/NVIDIAExternalCareerSite"], "maxItems": null }
```

**Remote-first companies hiring engineers:**

```json
{ "jobFunctions": ["engineering"], "workplaceTypes": ["remote"], "minMatchingJobs": 10, "sortBy": "openJobs" }
```

Run it weekly with an Apify Schedule and send the results to Google Sheets, a CRM or Slack to catch
companies the moment they start hiring.

### 🤖 Use it from an AI assistant

Connect Claude, ChatGPT, Cursor or any MCP client to Apify's MCP server and ask:

- "Which companies are hiring the most nurses in Texas?" → `jobFunctions: ["healthcare"]`, `locations: ["Texas"]`
- "Is Stripe hiring more engineers lately?" → `companies: ["Stripe"]`, `jobFunctions: ["engineering"]`
- "Find startups hiring their first salespeople" → `jobFunctions: ["sales"]`, `ats: ["ashby"]`, `sortBy: "hiringShare"`

Each run's status message sums it up ("928725 jobs from 9417 companies read: 54 companies match...").

### ℹ️ Good to know

- **Coverage:** companies whose career site runs on Greenhouse, Ashby, Lever or Workday (most
  US/European tech companies and many large employers). Companies on other systems (their own
  careers site, iCIMS, SuccessFactors...) aren't included. A company you name that isn't in the index
  is read live from its Greenhouse, Ashby, Lever or Workable board; Workday companies need their board URL.
- **New jobs** are counted by the date the employer posted them. Some boards don't give a date
  (`jobs_without_posted_date`).
- **Trends and closed jobs** come from a daily snapshot of every board that started on 2026-10-28:
  7-day fields fill in from early November, 30-day fields from late November. Workday boards are
  snapshotted three times a week.
- **Job functions and seniority** are classified from job titles: good for comparing companies, not
  perfect for every single title.
- **Company websites/domains** aren't included yet; the career page link identifies the company.
- Job postings come from the companies' public job boards; no personal data is collected.

### ❓ FAQ

**How is this different from a jobs scraper?** A jobs scraper returns one row per job. This returns
one row per company with the signals already counted, so 900,000 jobs become a list of the companies
you care about. For the jobs themselves, see the
[Career Site Jobs Scraper](https://apify.com/artsiom_k/career-site-jobs-scraper).

**How fresh is it?** The index is refreshed every day (`index_updated_at` on every row).

**What does a run cost?** One result per company returned; a run's platform cost is a cent or two.

### 🔗 You might also like

- [Career Site Jobs Scraper: Greenhouse, Lever, Ashby & Workday](https://apify.com/artsiom_k/career-site-jobs-scraper)
- [USAJobs Scraper - Federal Jobs, Salary, Grade & Agency](https://apify.com/artsiom_k/usajobs-scraper)
- [Clutch.co Scraper + Sortlist & GoodFirms: Merged Agency Leads](https://apify.com/artsiom_k/agency-directory-scraper)
- [Software Reviews Scraper: Capterra, GetApp & Software Advice](https://apify.com/artsiom_k/getapp-scraper)

# Actor input Schema

## `keywords` (type: `array`):

Only count jobs whose title contains one of these words or phrases (whole words, any case), e.g. "data engineer", "account executive", "nurse". Empty = every job.

## `excludeKeywords` (type: `array`):

Ignore jobs whose title contains one of these, e.g. "intern", "senior".

## `locations` (type: `array`):

Only count jobs in these places: countries ("Germany", "US"), US states ("Texas", "TX"), cities ("London") or "remote".

## `jobFunctions` (type: `array`):

Only count jobs in these functions (classified from the job title).

## `workplaceTypes` (type: `array`):

Only count remote, hybrid or on-site jobs (where the employer says).

## `employmentTypes` (type: `array`):

Only count these employment types (where the employer says).

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

Only these companies: names ("Stripe"), career-board URLs (job-boards.greenhouse.io/stripe, jobs.ashbyhq.com/openai, jobs.lever.co/..., nvidia.wd5.myworkdayjobs.com/...) or ats:slug. Empty = every company in the index.

## `ats` (type: `array`):

Only companies on these job-board systems.

## `minMatchingJobs` (type: `integer`):

Only companies with at least this many open jobs matching the filters above.

## `minNewJobs30d` (type: `integer`):

Only companies that posted at least this many matching jobs in the last 30 days.

## `sortBy` (type: `string`):

Which companies come first.

## `maxItems` (type: `integer`):

Return at most this many companies, best first. Set to null for all.

## Actor input object example

```json
{
  "minMatchingJobs": 1,
  "minNewJobs30d": 0,
  "sortBy": "newJobs30d",
  "maxItems": 50
}
```

# Actor output Schema

## `results` (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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("artsiom_k/company-hiring-signals").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 = {}

# Run the Actor and wait for it to finish
run = client.actor("artsiom_k/company-hiring-signals").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 '{}' |
apify call artsiom_k/company-hiring-signals --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,artsiom_k/company-hiring-signals"
        }
    }
}
```

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/EsAMTiW2DqzgEgh3X/builds/ftHtKWMtJWjiDXvcH/openapi.json