MyCareersFuture Jobs Scraper

MyCareersFuture Jobs Scraper returns jobs from MyCareersFuture, Singapore's government job portal, one row per job: monthly salary range, skills, years of experience, education level, occupation code, the company with its UEN and industry, the recruitment agency where one posted the job, workplace address with coordinates, application and view counts, and the full description. Type a keyword such as data analyst and click Start, or leave it empty for the newest jobs of all 90,404 on the portal on 11 October 2026. It costs $0.30 per 1,000 jobs on the Free plan ($0.15 on Business), and the $5 of monthly credit in Apify's Free plan covers about 16,000 jobs.

What data does it return?

Field	Description
jobId, uuid, url	MyCareersFuture's job post ID, such as MCF-2026-1772808, the internal ID and the job page.
title	Job title as the employer wrote it.
company, companyUen, companyIndustry	The hiring company, its Singapore Unique Entity Number and its industry under the SSIC classification, such as INFORMATION TECHNOLOGY CONSULTANCY (EXCEPT CYBERSECURITY).
companyWebsite, companyLogo, companyEmployees, companyDescription	Company website, logo, employee count and profile text, as far as the company filled them in.
postedByAgency, agency, agencyUen	true when a recruitment agency posted the job for the company, with the agency's name and UEN.
responsiveEmployer	true when MyCareersFuture marks the employer as one that responds to applicants.
salaryMin, salaryMax, salaryPeriod, salaryCurrency	Salary range in SGD, such as 8000 to 9500 per month.
employmentTypes, positionLevels, categories	Types such as Full Time or Contract, levels such as Senior Executive, and job categories such as Information Technology.
skills	Skills tagged on the job, often 10 to 20 of them.
minimumYearsExperience, educationLevel, vacancies	Years of experience asked for, education level from Singapore's education classification, such as Bachelor's degree or equivalent, and the number of openings.
occupationCode	SSOC 2020 occupation code, such as 21222.
flexibleWorkArrangements, schemes	Arrangements such as Flexi-Hours and government hiring schemes, both usually empty.
address, postalCode, district, region	Workplace address, postcode, postal district such as D05 Pasir Panjang, Hong Leong Garden, Clementi New Town, and region: Central, East, North, North-East, West or Islandwide.
latitude, longitude	Coordinates of the workplace.
overseasCountry	Country of the workplace for the few jobs outside Singapore.
postedAt, firstPostedAt, expiresAt, updatedAt	Date of the latest posting or repost, the first posting, the closing date and the last change.
applications, views, reposts	Applications and views so far, and how often the job was reposted.
description, descriptionHtml	The full job description as plain text and as HTML.
searchQuery, key, scrapedAt	The search that found the job, the key mcf:<jobId> used by new-only mode, and the time of the run in UTC.

How to scrape MyCareersFuture

1. Enter Keywords as in the portal's search box: a job title, a skill or a company, such as nurse or DBS. Each keyword is its own search. Leave it empty for all jobs.
2. Narrow with Categories, Position levels and Minimum monthly salary (SGD). Employment types runs a separate search for each type and merges the results.
3. Set Posted in the last days, for example 1 for a daily alert or 7 for the last week, and keep Sort by on Newest first.
4. Turn on Leave out agency postings or fill Exclude keywords to drop jobs by title or company.
5. Set Maximum jobs (1,000 by default) and click Start. The jobs appear in the Output tab and can be exported as CSV, Excel or JSON. The SUMMARY record in the key-value store shows how many jobs each search matched and how many were returned.

An input for the API:

{
  "keywords": ["software engineer", "nurse"],
  "employmentTypes": ["Permanent", "Full Time"],
  "minSalary": 5000,
  "postedWithinDays": 7,
  "maxItems": 2000
}

Example output

A data analyst job from a run on 11 October 2026. companyDescription, description and descriptionHtml are cut short here and end in ...; the dataset has the full text.

{
  "key": "mcf:MCF-2026-1772808",
  "jobId": "MCF-2026-1772808",
  "uuid": "7b8842982d5974b1729af70395f24c02",
  "title": "Data Analyst",
  "url": "https://www.mycareersfuture.gov.sg/job/information-technology/data-analyst-cognizant-technology-solutions-asia-pacific-7b8842982d5974b1729af70395f24c02",
  "company": "COGNIZANT TECHNOLOGY SOLUTIONS ASIA PACIFIC PTE. LTD.",
  "companyUen": "200202851H",
  "companyIndustry": "INFORMATION TECHNOLOGY CONSULTANCY (EXCEPT CYBERSECURITY)",
  "companyWebsite": "https://www.cognizant.com/",
  "companyLogo": "https://static.mycareersfuture.gov.sg/images/company/logos/233bd52de74743edf6003e0bf26dc204/cognizant-technology-solutions-asia-pacific.jpg",
  "companyEmployees": null,
  "companyDescription": "About Cognizant:\n\nCognizant (Nasdaq-100: CTSH) engineers modern businesses. ...",
  "postedByAgency": false,
  "agency": null,
  "agencyUen": null,
  "responsiveEmployer": true,
  "salaryMin": 8000,
  "salaryMax": 9500,
  "salaryPeriod": "month",
  "salaryCurrency": "SGD",
  "employmentTypes": [
    "Full Time"
  ],
  "positionLevels": [
    "Senior Executive"
  ],
  "categories": [
    "Information Technology"
  ],
  "skills": [
    "Dashboards",
    "Data Analysis",
    "Performance Reporting",
    "Business Insights",
    "Technical Skills",
    "hands-on skills",
    "Data Storytelling and Visualisation",
    "Business Process Analysis",
    "Databricks",
    "Data-Driven Decision Making",
    "Collaboration With Stakeholders",
    "producing documentation",
    "SQL Development",
    "Information Visualization",
    "Power BI",
    "Data Visualisation"
  ],
  "minimumYearsExperience": 5,
  "vacancies": 1,
  "educationLevel": "Bachelor's degree or equivalent",
  "occupationCode": "21222",
  "flexibleWorkArrangements": [],
  "schemes": [],
  "workingHours": null,
  "shiftPattern": null,
  "otherRequirements": null,
  "address": "1 FUSIONOPOLIS LINK, NEXUS @ONE-NORTH, Singapore 138542",
  "postalCode": "138542",
  "district": "D05 Pasir Panjang, Hong Leong Garden, Clementi New Town",
  "region": "West",
  "overseasCountry": null,
  "latitude": 1.29925468229408,
  "longitude": 103.78960773275,
  "postedAt": "2026-10-07",
  "firstPostedAt": "2026-10-07",
  "updatedAt": "2026-10-07T08:38:00.000Z",
  "expiresAt": "2026-10-21",
  "applications": 70,
  "views": 462,
  "reposts": 0,
  "description": "Role Summary\nThe Data Analyst is responsible for transforming data ...",
  "descriptionHtml": "<p><strong>Role Summary</strong></p><p>The Data Analyst is responsible for transforming data ...",
  "searchQuery": "\"data analyst\"",
  "scrapedAt": "2026-10-11T15:51:20.811Z"
}

How much does it cost to scrape MyCareersFuture?

	Free plan	Starter	Scale	Business
1,000 jobs	$0.30	$0.24	$0.195	$0.15

You pay only for the events in the table. There is no start fee, and compute time and proxies are included.

The 3,000 newest jobs on the portal cost $0.90 on the Free plan and $0.45 on Business. Jobs dropped by Posted in the last days, Leave out agency postings or Exclude keywords, jobs found twice by different keywords and jobs a watch has already returned are not charged.

Limits

• MyCareersFuture answers slowly, a few seconds for each page of 100 jobs. On 11 October 2026 the 3,000 newest jobs took 80 seconds, and 796 jobs for software engineer and nurse from the last 7 days took 104 seconds.
• When sorting a search by date takes too long on the portal's side, the run continues with that search in relevance order and says so in the log.
• About 4 in 10 jobs have no street address: 1,176 of the 3,000 newest jobs were marked Islandwide, with address, postalCode, district and the coordinates empty. Only 2 were overseas.
• Company details depend on the company's profile: among the 3,000 newest jobs, companyEmployees was filled for 356 and companyWebsite for 1,101. workingHours, shiftPattern and otherRequirements are fields of the portal's own job record that employers rarely fill: they were empty on all 3,000 jobs, and on the full record of single jobs too, so expect them to be null.
• postedByAgency is true only when an agency names the client it posts for, as on 256 of the 3,000 newest jobs. Agencies that post under their own name appear as the company, so use Exclude keywords with their names if you want them out.
• The same vacancy can appear several times when different agencies post it: 5 of the 20 jobs for data analyst in one run were the same role from five staffing firms, each with its own jobId.
• If the portal asks the run to slow down (HTTP 429), it pauses a minute, at most three times, and then ends with the jobs it has.

Daily job alerts

Set Posted in the last days to 1 or 2, turn on Return only jobs new since the last run, give a Watch name or save the input as a task, and schedule a run each morning. The run returns and charges only jobs that no earlier run of the watch returned. Jobs over Maximum jobs stay new for the next run, and the watch forgets jobs after 120 days.

FAQ

Is it legal to scrape MyCareersFuture?

MyCareersFuture is a public job portal run by Workforce Singapore, and the actor reads the job search data its website loads in the browser, without logging in. The rows describe jobs and companies; the internal account IDs of the people who posted them are not collected. You are responsible for how you use the data.

Is the salary always there?

In our runs it was: all 3,000 of the newest jobs on 11 October 2026 had salaryMin and salaryMax, every one per month, because the portal's job form asks for a monthly range. A job whose employer chose to hide the salary would have the four salary fields empty.

Can I use the UEN to look up the company?

Yes. companyUen is the Unique Entity Number that Singapore gives every registered company, the key of ACRA's business registry. It stays the same across all of a company's jobs, so it also groups jobs by employer more reliably than the name.

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Support

This actor is built and maintained by deriverge s.r.o., a software company based in the Czech Republic. If a run fails or a field you need is missing, please open an issue in the Issues tab or write to us at info@deriverge.com. We respond in English and Czech. Runs can be scheduled in Apify Console or started from the API tab, which has examples for Python, JavaScript and cURL and works with Make, Zapier, n8n and the Apify MCP server. If the actor saves you time, a short review helps other people find it.