MyCareersFuture Singapore Jobs Scraper

Extract job listings from MyCareersFuture — Singapore's official government job portal — in a clean, consistent structure ready for analysis, job boards, recruiting tools and market research. No API key required.

---

Why this scraper?

🎯 Built for Singapore

A dedicated MyCareersFuture scraper. Search, filters and salary handling (SGD, monthly) are tuned for the official portal.

📄 Complete job data

Full job title and description (HTML, plain text and Markdown), required skills, government schemes, and the official occupation and industry classification codes (SSOC, SSIC, SSEC) for every record.

💶 Structured salary

Minimum and maximum monthly salary in SGD, parsed from the listing. Filter by a minimum and maximum salary. Missing salaries are returned as null, never guessed.

🏢 Company & hiring data

Company name, UEN, website, size, industry classification and description — plus the actual hiring company when a recruiter posts on behalf of an employer.

📊 Engagement signals

Views, applications, edit and repost counts, and posting/expiry dates for every listing.

---

Input parameters

Parameter	Type	Default	Description
searchQuery	array	["developer"]	Job keywords to search. Add one keyword per line. Leave empty to get all jobs.
categories	array	(empty)	Filter by job category, e.g. Information Technology, Finance, Healthcare / Pharmaceutical.
employmentTypes	array	(empty)	Filter by employment type, e.g. Full Time, Part Time, Contract, Flexi-work.
positionLevels	array	(empty)	Filter by seniority, e.g. Executive, Manager, Senior Management, Professional.
salaryMin	integer	0	Minimum monthly salary in SGD (filtered server-side). 0 = no minimum.
salaryMax	integer	0	Maximum monthly salary in SGD — jobs whose minimum pay exceeds this are excluded. 0 = no maximum.
sortBy	string	(empty)	Sort by relevance (default), newest first, or highest salary first.
postedWithinDays	integer	0	Only return jobs posted within this many days. 0 = no limit.
maxItems	integer	5	Maximum number of jobs to return. 0 = unlimited (all matching jobs).

---

Output schema

Every field below is present on every record. Fields the source does not publish for a given job are returned as null (or an empty array).

Field	Type	Description
id	string	Job UUID (unique identifier)
jobPostId	string	Human-readable job post ID, e.g. MCF-2026-0775065
url	string	Direct link to the job listing
title	string	Job title
descriptionHtml	string	Job description (raw HTML)
descriptionMarkdown	string	Description converted to Markdown
descriptionText	string	Job description (plain text)
companyName	string	Posted company name (may be a recruiter)
companyUen	string	Company UEN (Singapore business registration)
companyUrl	string | null	Company website
companySize	number | null	Number of employees (when available)
companySsicCode	string | null	Singapore Standard Industrial Classification code
companyDescription	string | null	Company description (plain text)
isResponsiveEmployer	boolean	Whether the employer is flagged as responsive
hiringCompanyName	string | null	Actual hiring company (when a recruiter posts on behalf)
hiringCompanyUen	string | null	Hiring company UEN
isOverseas	boolean	Whether this is an overseas posting
block	string | null	Block number
street	string | null	Street name
floor	string | null	Floor number
unit	string | null	Unit number
building	string | null	Building name
postalCode	string | null	Singapore postal code
district	string | null	District / area, e.g. Central, Islandwide
region	string | null	Region, e.g. Central Region, Islandwide
latitude	number | null	Workplace latitude (when the source provides it)
longitude	number | null	Workplace longitude (when the source provides it)
salaryMin	number | null	Minimum monthly salary in SGD
salaryMax	number | null	Maximum monthly salary in SGD
salaryType	string | null	Salary period, e.g. Monthly
categories	array	Job categories, e.g. ["Information Technology"]
employmentTypes	array	Employment types, e.g. ["Full Time", "Permanent"]
positionLevels	array	Seniority levels, e.g. ["Senior Executive"]
skills	array	Required skills, e.g. ["Python", "AWS", "SQL"]
schemes	array	Government schemes applicable to the role
flexibleWork	array	Flexible work arrangements offered
minimumYearsExp	number | null	Minimum years of experience required
numberOfVacancies	number | null	Number of open positions
otherRequirements	string | null	Additional requirements
shiftPattern	string | null	Shift pattern description
workingHours	string | null	Working hours information
ssocCode	string | null	Singapore Standard Occupational Classification code
occupationId	string | null	MOM Occupation ID, e.g. OCC013772
ssocVersion	string | null	SSOC version used, e.g. 2020v3
ssecEqa	string | null	Education qualification level code (SSEC-EQA)
ssecFos	string | null	Field of study code (SSEC-FOS)
createdAt	string | null	ISO timestamp when the job was created
publishDate	string | null	Original posting date (YYYY-MM-DD)
updatedAt	string | null	Last update date (YYYY-MM-DD)
expiryDate	string | null	Listing expiry date (YYYY-MM-DD)
totalViews	number | null	Total number of views
totalApplications	number | null	Total number of applications received
editCount	number | null	Number of times the listing was edited
repostCount	number | null	Number of times the listing was reposted
jobStatus	string | null	Job status, e.g. Open
isJdEnhanced	boolean	Whether the description has been AI-enhanced
isHideSalary	boolean	Whether salary is hidden from the listing
isPostedOnBehalf	boolean	Whether posted by a recruiter on behalf of an employer
sourceCode	string | null	Posting source, e.g. Employer Portal
source	string	Always mycareersfuture.gov.sg
scrapedAt	string	ISO timestamp of scrape time

Example record

{
  "id": "1ab5ae39dbcbb51cf192a48e6744661a",
  "jobPostId": "MCF-2026-1132619",
  "url": "https://www.mycareersfuture.gov.sg/job/information-technology/senior-developer-1ab5ae39dbcbb51cf192a48e6744661a",
  "title": "Senior Software Developer",
  "descriptionHtml": "<p>We are looking for an experienced backend engineer…</p>",
  "descriptionText": "We are looking for an experienced backend engineer…",
  "companyName": "Example Technologies Pte Ltd",
  "companyUen": "201812345K",
  "companyUrl": "https://example.com.sg",
  "companySize": 250,
  "companySsicCode": "62019",
  "isResponsiveEmployer": true,
  "district": "Central",
  "region": "Central Region",
  "salaryMin": 8000,
  "salaryMax": 12000,
  "salaryType": "Monthly",
  "categories": ["Information Technology"],
  "employmentTypes": ["Full Time", "Permanent"],
  "positionLevels": ["Senior Executive"],
  "skills": ["Java", "Spring Boot", "AWS", "Kubernetes"],
  "minimumYearsExp": 5,
  "numberOfVacancies": 2,
  "ssocCode": "25121",
  "occupationId": "OCC013772",
  "publishDate": "2026-07-08",
  "expiryDate": "2026-08-07",
  "totalViews": 340,
  "totalApplications": 27,
  "jobStatus": "Open",
  "source": "mycareersfuture.gov.sg"
}

---

Examples

Search for developer roles:

{
  "searchQuery": ["developer"],
  "maxItems": 100
}

IT jobs paying at least SGD 8,000, newest first:

{
  "searchQuery": ["engineer"],
  "categories": ["Information Technology"],
  "salaryMin": 8000,
  "sortBy": "newPostingDate",
  "maxItems": 200
}

Manager roles across multiple keywords:

{
  "searchQuery": ["product manager", "project manager"],
  "positionLevels": ["Manager"],
  "maxItems": 300
}

Daily feed — jobs posted in the last day:

{
  "searchQuery": ["analyst"],
  "postedWithinDays": 1,
  "sortBy": "newPostingDate",
  "maxItems": 500
}

Schedule this input in the Apify Scheduler (for example daily at 07:00) to keep an always-fresh feed of the newest listings.

---

💰 Pricing

$1.50 per 1,000 results — you only pay for successfully retrieved listings. Failed retries are never charged.

Results	Cost
100	~$0.15
1,000	~$1.50
10,000	~$15.00
100,000	~$150.00

Flat-rate alternatives typically charge $29–$49/month regardless of usage.

Subscription tiers lower the rate further, down to $0.90 per 1,000 at the highest tier. Use the Max results cap in the input to control your spend exactly.

---

Performance

Run size	Typical time
100 results	1–2 minutes
1,000 results	5–10 minutes
10,000 results	45–90 minutes

Each job's full detail is fetched individually to return complete data (description, company profile, classification codes), so larger runs take longer.

---

Known limitations

• Salary is only returned when the employer publishes it — many listings carry null salary fields, and the salary filters only apply to listings with a stated salary.
• The salary filter uses the listing's monthly minimum; annual-only roles may not match a monthly salary cap exactly.
• Listings can be removed by the source at any time, so a small share of URLs may expire shortly after scraping.

---

Technical details

• Source: mycareersfuture.gov.sg — Singapore's official government job portal
• Coverage: everything the public search exposes, filterable via the input parameters above
• Retry: automatic retry on network errors with exponential backoff

---

Need a custom scraper?

Unfenced Group builds Apify actors for any website — for free.

If the site you need isn't in our portfolio yet, just ask. We scope, build, and publish it at no cost to you. You only pay for results — we absorb the compute and proxy costs ourselves. Same pay-per-result pricing, same quality, same standards as every actor in this portfolio.

Get in touch: www.unfencedgroup.nl