MyCareersFuture Scraper — Jobs, Salaries, Skills & Companies

Scrape jobs from MyCareersFuture, Singapore's national jobs portal, into clean JSON, CSV, Excel or XML. The MyCareersFuture scraper extracts salary range, hiring company and UEN, skills, categories, position level, employment type, work arrangements, scheme eligibility, vacancies, application count and the apply link. Filter by keyword, salary, type, level or category and bulk-export thousands of jobs. Fast and reliable.

What does MyCareersFuture Scraper do?

The MyCareersFuture scraper crawls the MyCareersFuture Singapore job search and exports every posting as a structured row. Search by keyword, filter by salary, employment type, position level or category, set a limit, and get a clean dataset of salaries, companies, skills and requirements — ready to analyze or export to JSON, CSV, Excel or XML.

What data can you scrape from MyCareersFuture?

Data point	Description
💼 Job basics	Job post ID, UUID, title, address, apply link
🏢 Company	Company name and UEN (join jobs to companies)
💰 Salary	Minimum and maximum salary, salary type
🧠 Skills & categories	Required skills and job categories
🎚️ Requirements	Position level, employment type, work arrangement, years of experience
🏷️ Schemes	Government scheme eligibility
📊 Demand signals	Number of vacancies and application count
📅 Dates	Posting date, updated date, expiry date

What you get

Each job is returned as a structured record like this:

{
  "jobPostId": "MCF-2026-1313354",
  "uuid": "a1b2c3d4e5f6",
  "title": "Senior Data Engineer",
  "company": "ACME PTE LTD",
  "companyUen": "T17LL1383D",
  "isHiddenEmployer": false,
  "salaryMin": 8000,
  "salaryMax": 11000,
  "salaryType": "Monthly",
  "isSalaryHidden": false,
  "employmentTypes": ["Permanent", "Full Time"],
  "positionLevels": ["Senior Executive"],
  "categories": ["Information Technology"],
  "skills": ["Python", "ETL", "SQL"],
  "schemes": ["Career Conversion Programme"],
  "flexibleWorkArrangements": ["Hybrid"],
  "minimumYearsExperience": "5",
  "numberOfVacancies": "2",
  "applications": 37,
  "address": "21, WOODLANDS CLOSE, 737854",
  "postingDate": "2026-07-30",
  "updatedAt": "2026-07-30T02:00:00.000Z",
  "expiryDate": "2026-08-29",
  "url": "https://www.mycareersfuture.gov.sg/job/information-technology/...",
  "sourceUrl": "https://www.mycareersfuture.gov.sg",
  "collectedAt": "2026-07-30T08:45:00.000Z"
}

Output schema

Field	Type	Description
jobPostId	string	MyCareersFuture job post identifier
uuid	string	Internal unique job identifier
title	string	Job title
company	string	Hiring company name
companyUen	string	Company UEN (business registration number)
isHiddenEmployer	boolean	Whether the employer name is hidden
salaryMin	integer	Minimum salary
salaryMax	integer	Maximum salary
salaryType	string	Salary period (e.g. Monthly, Annually)
isSalaryHidden	boolean	Whether the salary is hidden by the employer
employmentTypes	array	Employment types (e.g. Permanent, Full Time)
positionLevels	array	Position/seniority levels
categories	array	Job categories
skills	array	Required skills
schemes	array	Government scheme eligibility
flexibleWorkArrangements	array	Flexible work arrangements (e.g. Hybrid, Remote)
minimumYearsExperience	string	Minimum years of experience required
numberOfVacancies	string	Number of vacancies for the role
applications	integer	Number of applications received
address	string	Job location / address
postingDate	string	Date the job was posted
updatedAt	string (ISO date)	Date the listing was last updated
expiryDate	string	Date the listing expires
url	string (URL)	Direct apply link for the job
sourceUrl	string (URL)	Search URL the job was found on
collectedAt	string (ISO date)	Timestamp when the record was collected

Use cases

• Salary benchmarking — collect minimum/maximum salaries by role, category and level.
• Recruitment intelligence — track who is hiring, which skills, and how many vacancies.
• Company lead generation — join jobs to companies via UEN for outreach lists.
• Job boards & aggregators — feed fresh Singapore jobs into your own board.
• Skills & demand analysis — measure in-demand skills and application volumes.
• Market research — study hiring trends across categories, schemes and levels.

How to scrape MyCareersFuture data

1. Add the MyCareersFuture Scraper to your Apify account.
2. Enter a search keyword (title or skill), or leave it empty to collect all jobs.
3. Optionally set a minimum salary, employment type, position level or category.
4. Set Max jobs to control how much data you collect.
5. Click Run, then export the results as JSON, CSV, Excel or XML — or pull them via the Apify API.

Input

{
  "search": "data engineer",
  "salaryMin": 6000,
  "sortBy": "min_monthly_salary",
  "maxItems": 1000
}

Field	Type	Description
search	string	Keyword / title / skill. Empty = all jobs.
salaryMin	integer	Minimum monthly salary (SGD). 0 = any.
sortBy	string	Sort order: newest, relevancy or salary.
employmentType	string	Filter (e.g. Permanent, Full Time, Contract).
positionLevel	string	Filter (e.g. Professional, Manager, Senior Executive).
category	string	Filter (e.g. Healthcare, Information Technology, Engineering).
maxItems	integer	Maximum number of jobs to collect.

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FAQ

How many jobs can I scrape? As many as you like — set Max jobs, or leave the search empty to collect the full listing set.

Do I need any setup or a login? No setup and no login. Just add the actor, enter a keyword or filters, and run.

Do all jobs show salary? Most do; some employers hide it (isSalaryHidden), in which case the salary fields are empty.

Which export formats are supported? JSON, CSV, Excel and XML, plus the Apify API and dataset views.

How fresh is the data? Every run collects live listings, each stamped with a postingDate, updatedAt and collectedAt.

Can I filter by salary, category or level? Yes — set a minimum salary, employment type, position level and/or category before running.

How does billing work? You pay per job you collect — no subscriptions and no minimums.

Can I connect it to other tools? The MyCareersFuture Scraper can be connected with almost any cloud service or web app thanks to integrations on the Apify platform. It works with Make, Zapier, Slack, Airbyte, GitHub, Google Drive and many more, plus the Apify API, JavaScript/Python clients and MCP. Or use webhooks to trigger an action whenever a run finishes.

Is it legal? The scraper collects only publicly available job listing data. You are responsible for how you use the data and for complying with MyCareersFuture's terms.

Related Actors

• PropertyGuru Scraper
• Singapore School Directory
• Google Maps Scraper

Notes

Original clean-room implementation. Returns only public data; you are responsible for compliance with MyCareersFuture's terms. Not affiliated with or endorsed by MyCareersFuture, WSG or the Singapore Government.