# Singapore MyCareersFuture Jobs Scraper (Salary, Company) (`scrapers_lat/singapore-mycareersfuture-jobs-scraper`) Actor
Scrape Singapore job listings by keyword: job title, hiring company, employment type, seniority, salary range, categories, skills, vacancies, posting date and apply link. Export to JSON, CSV or Excel.
- **URL**: https://apify.com/scrapers\_lat/singapore-mycareersfuture-jobs-scraper.md
- **Developed by:** [Scrapers Lat](https://apify.com/scrapers_lat) (community)
- **Categories:** Jobs, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet
## Pricing
from $2.55 / 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/platform/actors/running/actors-in-store#pay-per-event
## What's an Apify Actor?
Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
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.
In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):
```bash
npm install apify-client
```
In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):
```bash
pip install apify-client
```
In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):
````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash
In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).
If your project is in a different language, use 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
## Singapore MyCareersFuture Jobs Scraper (Salary, Company, Skills)
> Collect Singapore job listings by keyword and export job title, hiring company, salary range, seniority, skills, vacancies and apply links. Clean structured data for job boards, recruiters and labour market research.
**๐ฅ [Input](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/input-schema) ยท ๐ค [Output](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/output-schema) ยท ๐ฐ [Pricing](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/pricing) ยท โถ๏ธ [Examples](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples)**
Salary range min & max per job
Company & skills for every listing
JSON / CSV / Excel output formats
### What you get
Each record is one Singapore job listing, ready for a job board, an ATS or a spreadsheet:
- **title**: the job title
- **company** and **companyUen**: the hiring company and its registration number
- **employmentType**: full time, part time, contract and so on
- **seniority**: the position level
- **categories** and **skills**: job categories and required skills
- **salaryMin**, **salaryMax**, **salaryType**, **salaryCurrency**: the salary range
- **numberOfVacancies** and **minimumYearsExperience**: role details
- **location**: the work location in Singapore
- **postedDate** and **expiryDate**: the posting window
- **totalApplications** and **totalViews**: demand signals
- **applyUrl**: a direct link to apply
- **observedAt**: when the record was collected
### Who is it for
| Use case | Who benefits |
|---|---|
| Job aggregation | Job boards syndicating Singapore roles |
| Recruitment | Recruiters tracking openings, salaries and hiring companies |
| Market research | Analysts studying salaries, skills and demand by category |
| Lead generation | Sales teams spotting companies that are actively hiring |
### How to use it
1. Enter a **search keyword** such as `software engineer`, `accountant` or `nurse`.
2. Optionally filter by **employment type** and a **minimum monthly salary**.
3. Set **Max Items** and run. Export as JSON, CSV or Excel, or pull it through the Apify API.
### Frequently Asked Questions
**Do I get salary data?**
Yes. Each job includes the published minimum and maximum salary, the salary period and the currency, when the employer discloses them.
**Can I focus on one kind of role?**
Yes. Use a specific keyword and optionally an employment type and minimum salary to narrow the results.
**Which companies are included?**
Listings from employers hiring in Singapore, with the company name and registration number where available, useful for building hiring-company lead lists.
**How fresh is the data?**
Jobs are read live at run time, so each record reflects what is posted at the moment of the run (see observedAt).
### Example use cases
Ready-to-run example tasks, each preconfigured for a common scenario. Open one and press run, or use it as a template:
- [Software Engineer jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-software-engineer-jobs-singapore): Scrape software engineer job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
- [Data Analyst jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-data-analyst-jobs-singapore): Scrape data analyst job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
- [Accountant jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-accountant-jobs-singapore): Scrape accountant job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
- [Registered Nurse jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-registered-nurse-jobs-singapore): Scrape registered nurse job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
- [Marketing Manager jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-marketing-manager-jobs-singapore): Scrape marketing manager job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
- [Project Manager jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-project-manager-jobs-singapore): Scrape project manager job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
- [Cyber Security jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-cyber-security-jobs-singapore): Scrape cyber security job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
- [Sales Executive jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-sales-executive-jobs-singapore): Scrape sales executive job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
- [Mechanical Engineer jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-mechanical-engineer-jobs-singapore): Scrape mechanical engineer job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
- [Business Analyst jobs in Singapore](https://apify.com/scrapers_lat/singapore-mycareersfuture-jobs-scraper/examples/sgmcf-business-analyst-jobs-singapore): Scrape business analyst job listings in Singapore with salary range, company, seniority and vacancies from MyCareersFuture.
### Related scrapers
- [Singapore Business Directory Scraper](https://apify.com/scrapers_lat/singapore-streetdirectory-scraper)
- [Singapore PropertyGuru Scraper](https://apify.com/scrapers_lat/singapore-propertyguru-scraper)
- [Jora Jobs Scraper](https://apify.com/scrapers_lat/jora-jobs-scraper)
### More scrapers at scrapers.lat
This actor is built and maintained by [scrapers.lat](https://scrapers.lat), where we publish scrapers for public platforms: finance, news, real estate, jobs, e-commerce and government data. Browse the full catalog or ask us for a custom scraper at [scrapers.lat](https://scrapers.lat).
---
> This actor is an independent tool and has no affiliation with MyCareersFuture or the Government of Singapore. It only accesses publicly available job listings. Use the results in accordance with the source's terms.
# Actor input Schema
## `searchQuery` (type: `string`):
Job keyword to search for, for example 'software engineer', 'accountant', 'nurse' or 'marketing'. Leave empty to browse all jobs.
## `employmentType` (type: `string`):
Optional. Filter by employment type.
## `salaryMin` (type: `integer`):
Optional. Only return jobs whose monthly salary is at least this amount, in Singapore dollars.
## `maxItems` (type: `integer`):
Maximum number of jobs to collect. Optional.
## Actor input object example
```json
{
"searchQuery": "software engineer",
"employmentType": "",
"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 '' with your token
const client = new ApifyClient({
token: '',
});
// Prepare Actor input
const input = {
"searchQuery": "software engineer",
"maxItems": 50
};
// Run the Actor and wait for it to finish
const run = await client.actor("scrapers_lat/singapore-mycareersfuture-jobs-scraper").call(input);
// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`๐พ 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);
});
// ๐ Want to learn more ๐? Go to โ 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 '' with your token.
client = ApifyClient("")
# Prepare the Actor input
run_input = {
"searchQuery": "software engineer",
"maxItems": 50,
}
# Run the Actor and wait for it to finish
run = client.actor("scrapers_lat/singapore-mycareersfuture-jobs-scraper").call(run_input=run_input)
# Fetch and print Actor results from the run's dataset (if there are any)
print("๐พ Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
print(item)
# ๐ Want to learn more ๐? Go to โ https://docs.apify.com/api/client/python/docs/quick-start
```
## CLI example
```bash
echo '{
"searchQuery": "software engineer",
"maxItems": 50
}' |
apify call scrapers_lat/singapore-mycareersfuture-jobs-scraper --silent --output-dataset
```
## MCP server setup
```json
{
"mcpServers": {
"apify": {
"command": "npx",
"args": [
"mcp-remote",
"https://mcp.apify.com/?tools=scrapers_lat/singapore-mycareersfuture-jobs-scraper",
"--header",
"Authorization: Bearer "
]
}
}
}
```
## OpenAPI specification
```json
{
"openapi": "3.0.1",
"info": {
"title": "Singapore MyCareersFuture Jobs Scraper (Salary, Company)",
"description": "Scrape Singapore job listings by keyword: job title, hiring company, employment type, seniority, salary range, categories, skills, vacancies, posting date and apply link. Export to JSON, CSV or Excel.",
"version": "0.1",
"x-build-id": "C3sEyRD9DbXRnuB16"
},
"servers": [
{
"url": "https://api.apify.com/v2"
}
],
"paths": {
"/acts/scrapers_lat~singapore-mycareersfuture-jobs-scraper/run-sync-get-dataset-items": {
"post": {
"operationId": "run-sync-get-dataset-items-scrapers_lat-singapore-mycareersfuture-jobs-scraper",
"x-openai-isConsequential": false,
"summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
"tags": [
"Run Actor"
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/inputSchema"
}
}
}
},
"parameters": [
{
"name": "token",
"in": "query",
"required": true,
"schema": {
"type": "string"
},
"description": "Enter your Apify token here"
}
],
"responses": {
"200": {
"description": "OK"
}
}
}
},
"/acts/scrapers_lat~singapore-mycareersfuture-jobs-scraper/runs": {
"post": {
"operationId": "runs-sync-scrapers_lat-singapore-mycareersfuture-jobs-scraper",
"x-openai-isConsequential": false,
"summary": "Executes an Actor and returns information about the initiated run in response.",
"tags": [
"Run Actor"
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/inputSchema"
}
}
}
},
"parameters": [
{
"name": "token",
"in": "query",
"required": true,
"schema": {
"type": "string"
},
"description": "Enter your Apify token here"
}
],
"responses": {
"200": {
"description": "OK",
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/runsResponseSchema"
}
}
}
}
}
}
},
"/acts/scrapers_lat~singapore-mycareersfuture-jobs-scraper/run-sync": {
"post": {
"operationId": "run-sync-scrapers_lat-singapore-mycareersfuture-jobs-scraper",
"x-openai-isConsequential": false,
"summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
"tags": [
"Run Actor"
],
"requestBody": {
"required": true,
"content": {
"application/json": {
"schema": {
"$ref": "#/components/schemas/inputSchema"
}
}
}
},
"parameters": [
{
"name": "token",
"in": "query",
"required": true,
"schema": {
"type": "string"
},
"description": "Enter your Apify token here"
}
],
"responses": {
"200": {
"description": "OK"
}
}
}
}
},
"components": {
"schemas": {
"inputSchema": {
"type": "object",
"properties": {
"searchQuery": {
"title": "Search keyword",
"type": "string",
"description": "Job keyword to search for, for example 'software engineer', 'accountant', 'nurse' or 'marketing'. Leave empty to browse all jobs."
},
"employmentType": {
"title": "Employment type (optional)",
"enum": [
"",
"Full Time",
"Part Time",
"Contract",
"Temporary",
"Internship",
"Freelance",
"Permanent"
],
"type": "string",
"description": "Optional. Filter by employment type.",
"default": ""
},
"salaryMin": {
"title": "Minimum monthly salary (SGD, optional)",
"minimum": 0,
"type": "integer",
"description": "Optional. Only return jobs whose monthly salary is at least this amount, in Singapore dollars."
},
"maxItems": {
"title": "Max Items",
"minimum": 1,
"maximum": 1000000,
"type": "integer",
"description": "Maximum number of jobs to collect. Optional."
}
}
},
"runsResponseSchema": {
"type": "object",
"properties": {
"data": {
"type": "object",
"properties": {
"id": {
"type": "string"
},
"actId": {
"type": "string"
},
"userId": {
"type": "string"
},
"startedAt": {
"type": "string",
"format": "date-time",
"example": "2025-01-08T00:00:00.000Z"
},
"finishedAt": {
"type": "string",
"format": "date-time",
"example": "2025-01-08T00:00:00.000Z"
},
"status": {
"type": "string",
"example": "READY"
},
"meta": {
"type": "object",
"properties": {
"origin": {
"type": "string",
"example": "API"
},
"userAgent": {
"type": "string"
}
}
},
"stats": {
"type": "object",
"properties": {
"inputBodyLen": {
"type": "integer",
"example": 2000
},
"rebootCount": {
"type": "integer",
"example": 0
},
"restartCount": {
"type": "integer",
"example": 0
},
"resurrectCount": {
"type": "integer",
"example": 0
},
"computeUnits": {
"type": "integer",
"example": 0
}
}
},
"options": {
"type": "object",
"properties": {
"build": {
"type": "string",
"example": "latest"
},
"timeoutSecs": {
"type": "integer",
"example": 300
},
"memoryMbytes": {
"type": "integer",
"example": 1024
},
"diskMbytes": {
"type": "integer",
"example": 2048
}
}
},
"buildId": {
"type": "string"
},
"defaultKeyValueStoreId": {
"type": "string"
},
"defaultDatasetId": {
"type": "string"
},
"defaultRequestQueueId": {
"type": "string"
},
"buildNumber": {
"type": "string",
"example": "1.0.0"
},
"containerUrl": {
"type": "string"
},
"usage": {
"type": "object",
"properties": {
"ACTOR_COMPUTE_UNITS": {
"type": "integer",
"example": 0
},
"DATASET_READS": {
"type": "integer",
"example": 0
},
"DATASET_WRITES": {
"type": "integer",
"example": 0
},
"KEY_VALUE_STORE_READS": {
"type": "integer",
"example": 0
},
"KEY_VALUE_STORE_WRITES": {
"type": "integer",
"example": 1
},
"KEY_VALUE_STORE_LISTS": {
"type": "integer",
"example": 0
},
"REQUEST_QUEUE_READS": {
"type": "integer",
"example": 0
},
"REQUEST_QUEUE_WRITES": {
"type": "integer",
"example": 0
},
"DATA_TRANSFER_INTERNAL_GBYTES": {
"type": "integer",
"example": 0
},
"DATA_TRANSFER_EXTERNAL_GBYTES": {
"type": "integer",
"example": 0
},
"PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
"type": "integer",
"example": 0
},
"PROXY_SERPS": {
"type": "integer",
"example": 0
}
}
},
"usageTotalUsd": {
"type": "number",
"example": 0.00005
},
"usageUsd": {
"type": "object",
"properties": {
"ACTOR_COMPUTE_UNITS": {
"type": "integer",
"example": 0
},
"DATASET_READS": {
"type": "integer",
"example": 0
},
"DATASET_WRITES": {
"type": "integer",
"example": 0
},
"KEY_VALUE_STORE_READS": {
"type": "integer",
"example": 0
},
"KEY_VALUE_STORE_WRITES": {
"type": "number",
"example": 0.00005
},
"KEY_VALUE_STORE_LISTS": {
"type": "integer",
"example": 0
},
"REQUEST_QUEUE_READS": {
"type": "integer",
"example": 0
},
"REQUEST_QUEUE_WRITES": {
"type": "integer",
"example": 0
},
"DATA_TRANSFER_INTERNAL_GBYTES": {
"type": "integer",
"example": 0
},
"DATA_TRANSFER_EXTERNAL_GBYTES": {
"type": "integer",
"example": 0
},
"PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
"type": "integer",
"example": 0
},
"PROXY_SERPS": {
"type": "integer",
"example": 0
}
}
}
}
}
}
}
}
}
}
```