Jobstreet Malaysia & Singapore Job Scraper

Extract structured, enriched job listings from Jobstreet Malaysia and Jobstreet Singapore — ready for analysis, reporting, or automation.

What does Jobstreet Scraper do?

Enter any job keywords, pick a country (or both), and get a clean dataset back in seconds. Unlike other Jobstreet scrapers that return raw, unprocessed text, this actor enriches every listing with:

• Structured salary data — parsed min, max, currency, period, and annualised figures instead of a raw string like "RM 5,000 – RM 6,999 per month"
• Auto-detected skills — 80+ tech and process skills (Python, AWS, Docker, Agile…) identified from title, teaser, and bullet points
• Experience level — Junior / Mid / Senior / Management auto-inferred from the job title
• Work arrangement — On-site / Hybrid / Remote pulled directly from the listing
• Completeness score — 0–100 quality rating so you can instantly filter out low-signal listings

Why use this scraper?

Use case	How this actor helps
Salary benchmarking	Structured salary.min/max/annualMin/annualMax fields — paste straight into Excel or Power BI
Talent market research	See which skills dominate listings for any role across MY and SG
Competitor hiring analysis	Filter by company, classification, or location
Job alert automation	Schedule daily runs and pipe results to Slack or Google Sheets via Apify integrations
Academic / HR research	Clean, structured dataset covering two major ASEAN job markets

How to use Jobstreet Scraper

1. Open the Input tab
2. Enter your keywords — e.g. "software engineer", "data analyst", "product manager"
3. Select countries — Malaysia (MY), Singapore (SG), or both
4. Optionally filter by location, date posted, or work type
5. Click Start — your dataset is ready in the Output tab within seconds

No account or login required.

Input

Field	Type	Default	Description
keywords	string	—	Job search keywords (required), e.g. "devops engineer"
countries	array	["MY"]	One or both of "MY" (Malaysia) and "SG" (Singapore)
location	string	all	English city name, e.g. "Kuala Lumpur", "Penang", "Singapore"
maxResults	integer	unlimited	Cap total results (useful for exploratory or budgeted runs)
dateRange	select	last 7 days	Any time / 1 / 3 / 7 / 14 / 30 days
workType	select	all	Full time / Part time / Contract / Casual
sortMode	select	most recent	Most recent or most relevant

Location tip: Use English city names. "Penang" works; "Pulau Pinang" returns zero results.

Output

Each job is a structured JSON object. Example:

{
  "jobId": "92506170",
  "title": "Senior Software Developer",
  "company": "Vmall Enterprise Sdn Bhd",
  "companyUrl": "https://my.jobstreet.com/companies/vmall-enterprise-168559357935778",
  "companyLogoUrl": "https://bx-branding-gateway.cloud.seek.com.au/logo.png",
  "location": "Subang Jaya, Selangor",
  "country": "MY",
  "salary": {
    "raw": "RM 5,000 – RM 6,999 per month",
    "currency": "MYR",
    "min": 5000,
    "max": 6999,
    "period": "month",
    "annualMin": 60000,
    "annualMax": 83988
  },
  "workType": "Full time",
  "workArrangement": "Hybrid",
  "classification": "Information & Communication Technology",
  "subClassification": "Developers/Programmers",
  "teaser": "Lead a team of developers responsible for building new and supporting existing systems.",
  "bulletPoints": ["5+ years of experience", "Team leadership", "Agile environment"],
  "skills": ["Python", "Docker", "REST API", "Git", "Linux", "Agile"],
  "experienceLevel": {
    "level": "Senior",
    "yearsRequired": "5+"
  },
  "isFeatured": false,
  "listingDate": "2026-06-04T00:35:52Z",
  "listingDateDisplay": "1h ago",
  "jobUrl": "https://my.jobstreet.com/job/92506170",
  "completenessScore": 85,
  "scrapedAt": "2026-06-04T02:30:00.000000+00:00"
}

Download the dataset as JSON, CSV, Excel, XML, or RSS from the Output tab or via the Apify API.

Data fields

Field	Format	Description
jobId	string	Jobstreet unique job ID
title	string	Job title
company	string	Employer name
companyUrl	link	Company profile on Jobstreet
companyLogoUrl	link	Company logo image URL
location	string	City and state/region
country	string	MY or SG
salary.currency	string	MYR or SGD
salary.min / salary.max	number	Salary range in local currency
salary.annualMin / salary.annualMax	number	Annualised figure (e.g. monthly × 12)
workType	string	Full time / Part time / Contract / Casual
workArrangement	string	On-site / Hybrid / Remote
classification	string	Jobstreet job category
subClassification	string	Jobstreet sub-category
teaser	string	Short job summary shown in search results
bulletPoints	array	Key selling points listed by the employer
skills	array	Auto-extracted tech/process skills (80+ recognised)
experienceLevel.level	string	Junior / Mid / Senior / Management / Not specified
experienceLevel.yearsRequired	string	e.g. "3-5" or "5+"
isFeatured	boolean	Whether the listing is a sponsored/promoted ad
listingDate	ISO datetime	When the job was posted
listingDateDisplay	string	Human-readable age, e.g. "2d ago"
completenessScore	integer	0–100 data quality rating
jobUrl	link	Direct link to the full listing on Jobstreet
scrapedAt	ISO datetime	Timestamp of when this record was collected

Pricing & cost estimation

This actor uses pay-per-result billing — you only pay for jobs actually returned.

Scenario	Jobs	Estimated cost
Quick test run, last 24h	30–50	< $0.10
500 SG tech jobs, last 7 days	500	~$1.00
Full MY software listings, any time	~3 000	~$6.00

Use maxResults to cap spend on exploratory runs — start small to validate the data shape before going full scale.

Tips for best results

• Benchmark across markets — include both MY and SG in countries, then group by the country field in Excel or any BI tool
• Daily job alerts — set dateRange: "1" and schedule the actor to run every morning; connect to Slack or Google Sheets via Apify integrations
• Cap spend on large queries — set maxResults: 100 for a quick sample before running the full query
• Filter by quality — post-process with completenessScore >= 50 to focus on listings that include salary and work arrangement
• Salary-only analysis — filter where salary.min is not null to isolate the ~30–40% of listings that disclose pay

FAQ

Is scraping Jobstreet legal? This actor collects publicly visible job listings — the same data any visitor sees in their browser. Always comply with Jobstreet's Terms of Service and applicable data protection laws in your jurisdiction. Do not collect or store personal candidate data.

Does this include the full job description? The full description is not included in the dataset — skills and experience level are extracted from the title, teaser, and employer bullet points. To read the full listing, follow the jobUrl field.

Can I scrape Indonesia or Philippines too? Currently only Malaysia and Singapore are supported. Open a request in the Issues tab if you need additional countries.

Something broken or missing? Open an issue in the Issues tab. Include the keywords and input you used, plus any error from the run log. Custom scraping solutions are also available.