# Mycareerstuture Job Scraper (`saswave/mycareerstuture-job-scraper`) Actor

$0.5 / 1000 results. Extract job postings from MyCareersFuture Singapore (mycareersfuture.gov.sg), the official government portal under Workforce Singapore (WSG). Extract detailed salary ranges, employer UEN numbers, required skill tags, postal codes, and regional district mappings on labor market.

- **URL**: https://apify.com/saswave/mycareerstuture-job-scraper.md
- **Developed by:** [SASWAVE](https://apify.com/saswave) (community)
- **Categories:** Jobs, Automation, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.50 / 1,000 results

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?

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

### Mycareersfuture Singapore Job Scraper

Extract structured job postings directly from MyCareersFuture Singapore (mycareersfuture.gov.sg), the official government job portal under Workforce Singapore (WSG).

Extract detailed salary ranges, employer UEN numbers, required skill tags, postal codes, and regional district mappings across Singapore's labor market.

### 🔹 Features

Complete Salary & Range Breakdown: Extract transparent minimum and maximum monthly salary ranges, payment structures (Monthly, Hourly), and salary visibility flags.

Singapore-Specific Location Data: Capture full building addresses, postal codes, precise map coordinates (lat, lng), and Singapore regional district mappings (e.g., D13 Macpherson, Braddell).

Employer & Recruitment Agency Context: Retrieve Unique Entity Numbers (UEN), agency posting disclosures (isPostedOnBehalf), responsive employer badges, and corporate logo URLs.

Granular Skill Tagging: Extract taxonomy skill tags mapped by MCF (e.g., Classroom Management, Social Inclusion, Storytelling) for role-specific skill auditing.

Government Job Schemes & Status: Track active posting status (Open), employment types (Permanent, Contract), and position seniority levels (Junior Executive, Manager).

### 🔹 Use Cases

Singapore Talent Market Analytics: Analyze wage benchmarks, salary transparency distributions, and skills demand across government-registered Singapore enterprises.

Corporate UEN & Hiring Audit: Cross-reference corporate UEN numbers to map hiring volumes, recruitment agency usage, and employer expansion plans in Singapore.

Job Aggregation & Niche Portals: Automatically sync government-vetted Singapore openings to specialized regional job boards and alert systems.

Workplace Trends Tracking: Monitor flexible work arrangement offerings (flexibleWorkArrangements) and government workforce scheme adoption across industry sectors.

### OUTPUT

```json
{
  "uuid": "002557e1db6aa41a491715c03f23f489",
  "score": 0.36238892277916696,
  "title_match_score": 0,
  "job_role_score": 0,
  "company_match_score": 0,
  "skills_match_score": 0,
  "recency_score": 1.080712,
  "metadata": {
    "jobPostId": "MCF-2026-1459943",
    "updatedAt": "2026-08-22T04:32:26",
    "newPostingDate": "2026-08-22",
    "totalNumberJobApplication": 0,
    "isPostedOnBehalf": false,
    "isHideSalary": false,
    "isHideHiringEmployerName": false,
    "jobDetailsUrl": "https://www.mycareersfuture.gov.sg/job/education-training/preschool-teacher-aceyl2-basic-4500islandwide-staffking-002557e1db6aa41a491715c03f23f489"
  },
  "address": {
    "overseasCountry": null,
    "foreignAddress1": null,
    "foreignAddress2": null,
    "block": "31",
    "street": "HARRISON ROAD",
    "floor": null,
    "unit": null,
    "building": "FOOD EMPIRE BUILDING",
    "postalCode": "369649",
    "isOverseas": false,
    "districts": [
      {
        "id": 13,
        "location": "D13 Macpherson, Braddell",
        "region": "Central",
        "sectors": [
          "34",
          "35",
          "36",
          "37"
        ],
        "regionId": "Central"
      }
    ],
    "lat": 1.33681385800501,
    "lng": 103.885210427158
  },
  "hiringCompany": null,
  "positionLevels": [
    {
      "id": 10,
      "position": "Junior Executive"
    }
  ],
  "schemes": [],
  "flexibleWorkArrangements": [],
  "salary": {
    "minimum": 3500,
    "maximum": 4500,
    "type": {
      "salaryType": "Monthly"
    }
  },
  "postedCompany": {
    "uen": "202033691E",
    "name": "STAFFKING PTE. LTD.",
    "logoFileName": "4e8131d04f469381f184657d448ce456/staffking.jpg",
    "logoUploadPath": "https://static.mycareersfuture.gov.sg/images/company/logos/4e8131d04f469381f184657d448ce456/staffking.jpg",
    "responsiveEmployer": {
      "isResponsive": true
    }
  },
  "skills": [
    {
      "skill": "Social Skills",
      "uuid": "0f5108db13c79f1bbd4fbc6ed3e101f3"
    },
    {
      "skill": "Certifications",
      "uuid": "13e637fe96062929286b911c16b3c2df"
    },
    {
      "skill": "Security",
      "uuid": "2fae32629d4ef4fc6341f1751b405e45"
    },
    {
      "skill": "Social Inclusion",
      "uuid": "306edb29afc75aa3c545f2a0d226e304"
    },
    {
      "skill": "Classroom Management",
      "uuid": "444d06ef756650f524f7fc8a7f13e0a0"
    },
    {
      "skill": "Computer Games",
      "uuid": "49fbeb68a39990d1a17aa491ed789f58"
    },
    {
      "skill": "Delivering Lessons",
      "uuid": "54ad53bfe9d8a304cf8411bb186967c6"
    },
    {
      "skill": "Culture",
      "uuid": "6926f2fd88f899a22a561f0e808aa8a9"
    },
    {
      "skill": "Portfolio Accounting",
      "uuid": "9f89d303987c918b74fbeea3c37fffec"
    },
    {
      "skill": "Classroom Management and Guidance of Children's Behaviour",
      "uuid": "a6749b152d9aea87d22ec1e19bfbd507"
    },
    {
      "skill": "Providing Quality Education",
      "uuid": "ae9a2b660b6272adedd5965945ab6049"
    },
    {
      "skill": "educational methods",
      "uuid": "cfff922f473d8d81eabf5ae49b846944"
    },
    {
      "skill": "Storytelling",
      "uuid": "d4ccb502776c96b2c114f3ec5d0c1599"
    },
    {
      "skill": "Assistant Teaching",
      "uuid": "da303a0d831f46592b7889769284651a"
    },
    {
      "skill": "Tidying up",
      "uuid": "deff1e313ad9ef124013ba3b7e9090d0"
    },
    {
      "skill": "Space Management",
      "uuid": "f1237b6a26766f22ca8013151e94a3e8"
    }
  ],
  "employmentTypes": [
    {
      "id": 7,
      "employmentType": "Permanent"
    }
  ],
  "categories": [
    {
      "id": 10,
      "category": "Education and Training"
    }
  ],
  "shiftPattern": null,
  "title": "Preschool Teacher [ACEY/L2] -Basic up to $4500/Islandwide",
  "status": {
    "id": "102",
    "jobStatus": "Open"
  },
  "retriever_score": 0
}
```

### 🛟 SUPPORT

Share your runs with the developer team and create issues on error to help us improve actor quality.

You might discover edge case we didn't test yet

We stay available anytime

# Actor input Schema

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

Extract job results from a search. Optional Filter. can provide keywords to filter results, ex: Python

## `min_salary` (type: `integer`):

Optional Filter

## `contract_type` (type: `string`):

Optional Filter

## `only_responsive_companies` (type: `boolean`):

Optional Filter

## `max_page` (type: `integer`):

max 500, website own pagination limit

## Actor input object example

```json
{
  "keywords": [],
  "min_salary": 0,
  "only_responsive_companies": false,
  "max_page": 1
}
```

# 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 = {
    "keywords": []
};

// Run the Actor and wait for it to finish
const run = await client.actor("saswave/mycareerstuture-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 = { "keywords": [] }

# Run the Actor and wait for it to finish
run = client.actor("saswave/mycareerstuture-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 '{
  "keywords": []
}' |
apify call saswave/mycareerstuture-job-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,saswave/mycareerstuture-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/ZWy4wiRmLgUTQ7AJj/builds/u4vp1vpoPHkU0UdcT/openapi.json