# Job Posting Technology Signal (`symphony_bots/job-posting-technology-signal`) Actor

Turn job postings into company technology, investment, department, senior-hiring, remote-hiring, and geographic-expansion signals.

- **URL**: https://apify.com/symphony\_bots/job-posting-technology-signal.md
- **Developed by:** [Sinan Kuşdoğan](https://apify.com/symphony_bots) (community)
- **Categories:** AI, Jobs, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $10.00 / 1,000 job signal 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.

- **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

## Job Posting Technology Signal

Turn public or supplied job postings into structured company-level buying and investment signals.

### Output

One dataset row is written per company with:

- job volume and department mix
- detected technology stack ranked by mentions
- AI, cloud, security, and data investment signals
- senior and remote hiring counts
- hiring locations and a geographic-expansion summary
- source URLs and generation time

Paste job records directly, or provide public pages that expose Schema.org `JobPosting` JSON-LD. Customize the technology dictionary for your market.

### Example input

```json
{
  "postings": [
    {
      "company": "Northstar Labs",
      "title": "Senior Machine Learning Engineer",
      "description": "Build LLM services with Python, AWS and Kubernetes.",
      "location": "Berlin, DE"
    }
  ]
}
```

### Responsible use

Signals are deterministic indicators from the supplied text, not claims about a company's confidential plans. Confirm important conclusions with primary sources. Only process public data or data you are authorized to use, and respect site terms, robots policies, privacy rules, and applicable law. The Actor does not bypass authentication.

### Billing

The recommended Store model is pay per event: one billable result per company summary, plus a small Actor-start event for fixed run cost.

# Actor input Schema

## `postings` (type: `array`):

Job records grouped by company.

## `startUrls` (type: `array`):

Optional career or job pages containing Schema.org JobPosting JSON-LD.

## `technologyDictionary` (type: `array`):

Exact technology names to detect in titles and descriptions.

## `maxConcurrency` (type: `integer`):

Maximum number of public job pages processed in parallel.

## `maxRequestsPerMinute` (type: `integer`):

Global request-rate limit for public job page extraction.

## Actor input object example

```json
{
  "postings": [
    {
      "company": "Northstar Labs",
      "title": "Senior Machine Learning Engineer",
      "description": "Build LLM services with Python, PyTorch, AWS and Kubernetes.",
      "location": "Berlin, DE",
      "datePosted": "2026-07-20"
    },
    {
      "company": "Northstar Labs",
      "title": "Data Platform Engineer",
      "description": "Scale Snowflake, Kafka and Terraform data infrastructure.",
      "location": "London, UK",
      "datePosted": "2026-07-21"
    },
    {
      "company": "Northstar Labs",
      "title": "Cloud Security Lead",
      "description": "Lead cloud security and IAM programs across Azure and AWS.",
      "location": "Remote",
      "datePosted": "2026-07-22"
    }
  ],
  "startUrls": [],
  "technologyDictionary": [
    "AWS",
    "Azure",
    "GCP",
    "Kubernetes",
    "Docker",
    "Terraform",
    "Python",
    "Java",
    "JavaScript",
    "TypeScript",
    "React",
    "Node.js",
    "Go",
    "Rust",
    "Snowflake",
    "Databricks",
    "Kafka",
    "PostgreSQL",
    "MongoDB",
    "Redis",
    "PyTorch",
    "TensorFlow",
    "LLM",
    "Generative AI"
  ],
  "maxConcurrency": 5,
  "maxRequestsPerMinute": 120
}
```

# Actor output Schema

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

No description

## `summary` (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("symphony_bots/job-posting-technology-signal").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("symphony_bots/job-posting-technology-signal").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 '{}' |
apify call symphony_bots/job-posting-technology-signal --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=symphony_bots/job-posting-technology-signal",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/KxaKsHqTuaEMHfQen/builds/CzWn3d16zMMtBsMvI/openapi.json