# Singapore MyCareersFuture Jobs, Salary & UEN Scraper (`velodata-labs/mycareersfuture-jobs-scraper`) Actor

Fast Singapore MyCareersFuture.gov.sg job board scraper in Golang. Extract job listings, disclosed SGD salary bands, company UEN registration numbers, addresses, skills, and application counts. MCP-ready for Clay, n8n, and Make.

- **URL**: https://apify.com/velodata-labs/mycareersfuture-jobs-scraper.md
- **Developed by:** [VeloData Labs](https://apify.com/velodata-labs) (community)
- **Security:** Limited permissions
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.00 / 1,000 singapore job & uen records

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

## Singapore MyCareersFuture Jobs, Salary & UEN Scraper

Extract active Singapore job postings, **mandatory SGD salary ranges** (`salaryMin`, `salaryMax`), **Singapore ACRA Unique Entity Numbers (`companyUen`)**, office addresses, required skills, and applicant counts from **MyCareersFuture.gov.sg** (Singapore Government official job board).

Built in **Golang** (`128 MB` RAM) with sub-second execution and full **Model Context Protocol (MCP)** compatibility for **Clay**, **n8n**, **Make**, **Zapier**, and APAC recruiting workflows.

***

### Key Capabilities

- **Disclosed SGD Salary Bands**: Because Singapore's Fair Consideration Framework mandates salary ranges on MyCareersFuture postings, nearly 100% of extracted records include structured `salaryMin`, `salaryMax`, and `salaryType` in SGD.
- **ACRA UEN & Corporate Address Enrichment**: Extracts the employer's official Singapore **UEN** (`companyUen`, e.g. `201630067M`), SSIC industry code, office building, street, district, and 6-digit Singapore postal code — ready for direct enrichment in **Clay** or **ACRA**.
- **Hiring Competition Signals**: Includes `applicationsCount`, `viewsCount`, `postedDate`, and `expiryDate`.

***

### Input Parameters

| Field | Type | Default | Description |
| :--- | :--- | :--- | :--- |
| `queries` | `array` | `["software engineer", "ai engineer"]` | Search keywords, job titles, skills, or company names. Leave empty to scrape latest postings across all categories. |
| `minSalary` | `integer` | `0` | Optional minimum monthly salary in SGD (e.g., `6000`, `10000`). |
| `positionLevel` | `string` | `""` | Optional seniority filter (`Professional`, `Manager`, `Executive`, `Senior Management`). |
| `includeDescription` | `boolean` | `false` | Fetch full plain-text job description and required years of experience. |
| `maxItems` | `integer` | `40` | Maximum number of Singapore job listings to extract. |

***

### Sample Output JSON

```json
{
  "uuid": "3bdd5050363af2a13a9ac7b48a2562f9",
  "jobPostId": "MCF-2026-1939239",
  "title": "Software Engineer",
  "companyName": "UNIZEN TECHNOLOGIES PTE. LTD.",
  "companyUen": "201630067M",
  "salaryMin": 10000,
  "salaryMax": 13000,
  "salaryCurrency": "SGD",
  "salaryType": "Monthly",
  "salarySummary": "SGD 10000 - 13000 (Monthly)",
  "positionLevels": ["Executive"],
  "employmentTypes": ["Permanent", "Full Time"],
  "categories": ["Information Technology"],
  "skills": ["Java", "Microservices", "Spring Boot", "Kubernetes"],
  "district": "D02 Anson, Tanjong Pagar",
  "address": "PS100, 100 PECK SEAH STREET, Singapore 079333",
  "postalCode": "079333",
  "applicationsCount": 4,
  "postedDate": "2026-11-02",
  "jobUrl": "https://www.mycareersfuture.gov.sg/job/information-technology/software-engineer-unizen-technologies-3bdd5050363af2a13a9ac7b48a2562f9",
  "scrapedAt": "2026-11-03T07:02:00Z"
}
```

# Actor input Schema

## `queries` (type: `array`):

List of job titles, skills, or company names to search on MyCareersFuture Singapore (e.g. 'software engineer', 'ai engineer', 'cybersecurity', 'product manager', 'fintech'). Leave empty to scrape the latest Singapore job postings across all categories.

## `minSalary` (type: `integer`):

Filter jobs offering at least this monthly salary in SGD (e.g., 6000, 8000, 10000).

## `positionLevel` (type: `string`):

Case-insensitive filter for seniority level (e.g., 'Manager', 'Senior Management', 'Professional', 'Executive', 'Fresh/entry level').

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

When enabled, fetches the full plain-text job description and minimum years of experience for each job.

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

Maximum number of Singapore job listings to return across all search queries.

## Actor input object example

```json
{
  "queries": [
    "software engineer",
    "ai engineer"
  ],
  "minSalary": 0,
  "includeDescription": false,
  "maxItems": 40
}
```

# Actor output Schema

## `jobs` (type: `string`):

JSON/CSV dataset of MyCareersFuture.gov.sg job postings including title, company name, Singapore UEN registration ID, SGD salary min/max, postal address, required skills, and application counts.

# 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 = {
    "queries": [
        "software engineer",
        "ai engineer"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("velodata-labs/mycareersfuture-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 = { "queries": [
        "software engineer",
        "ai engineer",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("velodata-labs/mycareersfuture-jobs-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 '{
  "queries": [
    "software engineer",
    "ai engineer"
  ]
}' |
apify call velodata-labs/mycareersfuture-jobs-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,velodata-labs/mycareersfuture-jobs-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/akQaFjiR7FgLLcqc5/builds/b0KsFdE6C3iKxERdh/openapi.json