# MyCareersFuture Singapore — Job Listings Extractor (`cynix_dev/sg-mycareersfuture-jobs`) Actor

Extract job listings from MyCareersFuture.sg, Singapore's official government-backed jobs portal. Title, company (with UEN), salary range, location, category, skills, vacancies and posted date as typed JSON rows. No API key.

- **URL**: https://apify.com/cynix\_dev/sg-mycareersfuture-jobs.md
- **Developed by:** [Cynix Dev](https://apify.com/cynix_dev) (community)
- **Categories:** Jobs, Developer tools, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.00 / 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 Listings Extractor

Scrape **MyCareersFuture Singapore** — the national job portal — for job listings with salary ranges, company details, employment type and seniority. Filter by keyword, location, job type and salary floor. No API key.

### What it does

MyCareersFuture is Singapore's official jobs portal, operated with Workforce Singapore. Every listing carries structured attributes most boards hide: approved salary ranges (in SGD), employment type, seniority, skills, and the hiring company.

This Actor pages through the portal's search API and returns normalised records — deduplicated by job ID — ready for market research, comp benchmarking or lead generation.

### Features

- **Keyword search** — match any query the portal supports, from 'software engineer' to niche roles.
- **Structured salary data** — min/max SGD ranges per role, straight from MOM-approved listings.
- **Rich filters** — location, employment type, seniority, minimum salary floor.
- **Company metadata** — hiring organisation attached to every record.
- **Deduplicated by job ID** — safe to page deeply without double-counting.
- **Keyless and fast** — public search API, no login, no browser needed.

### What people use it for

- Salary benchmarking — build compensation bands for a role family across industries.
- Hiring-demand research — track how many open roles exist for a skill over time.
- Recruiting lead generation — find companies repeatedly hiring for a discipline.
- Career planning — compare demand and pay across seniority levels.
- Economic analysis — study the official jobs market with structured, approved listings only.

### Why MyCareersFuture data is different

Under Singapore's Fair Consideration Framework, employers must advertise roles on MyCareersFuture before hiring foreigners — and salaries must be posted. That makes it the most reliable free source of *verified* Singapore salary data: the numbers were reviewed as part of the job-ad approval process, not self-reported by employees.

#### Salary fields

Each record carries the advertised minimum and maximum in SGD. Roles with a fixed salary may show equal min/max. Use `minSalary` to exclude part-time or internship bands from your benchmarking set.

#### Seniority levels

Values follow the portal's taxonomy: Executive, Junior Executive, Non-executive, Middle Management, Senior Management, Fresh/entry level and Professional. Pass them verbatim in `seniority`.

### Input

All fields are optional. Combine `query` with `location`, `jobTypes`, `seniority` and `minSalary` to narrow the result set; cap volume with `maxItems`.

#### Input example

```json
{}
```

### Output

One record per job posting: title, company, salary range, employment type, seniority, location and categories, plus the MyCareersFuture URL and job ID.

Export the dataset as JSON, CSV, Excel, XML or JSONL from the Console, or pull it programmatically through the Apify API and any of the official clients.

### How to use it

1. Click **Try for free** (or **Start** if you already have an Apify account).
2. Fill in the input fields described above — the defaults already produce a working run.
3. Press **Start** and watch the log; results stream into the dataset as they are found.
4. When the run finishes, open the **Output/Storage** tab and export as JSON, CSV or Excel.

Runs can be scheduled (hourly, daily, weekly) and wired into Slack, Google Sheets, Zapier, Make, webhooks or your own backend through Apify integrations. Everything the Console does is also available over the [Apify API](https://docs.apify.com/api/v2).

### FAQ

#### Do I need credentials for MyCareersFuture?

No. The Actor uses the portal's public search interface.

#### Are all salaries filled in?

The vast majority are, because approved ads require salary disclosure. A small number of listings show ranges marked as negotiable.

#### How many jobs can I pull in one run?

Set `maxItems` up to a few thousand. Deep paging on a broad query returns the portal's full result set for that query.

#### Is historical data available?

The Actor reads current listings. Schedule recurring runs and store outputs yourself to build a time series.

#### Does this work for other countries?

MyCareersFuture is Singapore-specific by design.

### Other Actors by cynix\_dev

| Actor | What it does |
| --- | --- |
| [Company Tech Stack & Hiring Intelligence](https://apify.com/cynix_dev/company-tech-intel) | Detect technologies from company websites, extract tech requirements from job postings, discover competitors. |
| [Job Postings — ATS Boards Extractor](https://apify.com/cynix_dev/job-postings-ats) | Pull live job postings straight from companies' public applicant-tracking boards — Greenhouse, Lever, Ashby, SmartRecruiters, and … |
| [SEC EDGAR Filings Extractor](https://apify.com/cynix_dev/sec-edgar-filings) | Search and extract SEC EDGAR filings: full-text search across all filings or company filing histories by CIK. |
| [WHOIS & DNS Enrichment](https://apify.com/cynix_dev/whois-enrichment) | Enrich domains with structured WHOIS data (registrar, registration/expiration dates, status, nameservers) and optional DNS … |
| [News & Press Release Monitor](https://apify.com/cynix_dev/news-press-monitor) | Watch company newsrooms, blogs, and press pages and get one clean record per article — with new-item detection between runs, so a … |
| [Job Postings — ATS Boards Extractor](https://apify.com/cynix_dev/job-postings-ats) | Pull live job postings straight from companies' public applicant-tracking boards — Greenhouse, Lever, Ashby, SmartRecruiters, and … |
| [Company Tech Stack & Hiring Intelligence](https://apify.com/cynix_dev/company-tech-intel) | Detect technologies from company websites, extract tech requirements from job postings, discover competitors. |

### Legal and responsible use

This Actor collects only publicly available information. You are responsible for how you use the data, including compliance with the target site's Terms of Service, robots directives, copyright, and data protection law such as GDPR and CCPA. Do not use it to gather personal data without a lawful basis.

### Support and feedback

Found a bug, hit a site change, or need an extra field? Open a ticket on the **Issues** tab of this Actor — issues are read and fixed. Feature requests and custom-scraper enquiries are welcome through the same channel.

# Actor input Schema

## `search` (type: `string`):

Search term, e.g. 'software engineer', 'nurse', 'accountant'. Empty = all latest listings.

## `pageStart` (type: `integer`):

Result page to start from (20 jobs per page).

## `maxPages` (type: `integer`):

Maximum number of pages to fetch (20 listings each).

## Actor input object example

```json
{
  "search": "software engineer",
  "pageStart": 0,
  "maxPages": 5
}
```

# Actor output Schema

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

Dataset containing all scraped records.

# 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 = {
    "search": "software engineer"
};

// Run the Actor and wait for it to finish
const run = await client.actor("cynix_dev/sg-mycareersfuture-jobs").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 = { "search": "software engineer" }

# Run the Actor and wait for it to finish
run = client.actor("cynix_dev/sg-mycareersfuture-jobs").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 '{
  "search": "software engineer"
}' |
apify call cynix_dev/sg-mycareersfuture-jobs --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,cynix_dev/sg-mycareersfuture-jobs"
        }
    }
}

```

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/j8WYTBx4gRWXCjVRn/builds/7jc7vDMYhUtcPNw1o/openapi.json