Glints Job Scraper 🌏

💰 $1.99 per 1,000 jobs — Southeast Asia's only dedicated Glints.com scraper. No API key required. No proxy. No browser.

Covers all 5 Glints markets: Indonesia 🇮🇩 · Singapore 🇸🇬 · Malaysia 🇲🇾 · Vietnam 🇻🇳 · Taiwan 🇹🇼

---

Why this scraper?

🌏 5-market coverage in one run

Indonesia, Singapore, Malaysia, Vietnam, and Taiwan — all configurable per run. Mix or match countries freely.

⚡ Fast & lightweight

Up to ~23,000 unique job listings per run without a browser. Runs complete in minutes on 256 MB memory.

💼 Rich structured data

Every job includes salary ranges, required skills (with must-have flags), geo-coordinates, company verification status, and hierarchical job categories.

🔁 Scheduler-ready incremental mode

Run daily and collect only newly posted jobs. State persists between runs — zero duplicate spend.

🎯 12 filter dimensions

Keyword, job type, work arrangement, education level, salary range, country, last-updated window, and more — all combinable.

📋 Full job descriptions (optional)

Enable fetchDetails to retrieve complete plain-text descriptions, benefits, and external apply links.

---

Input parameters

Field	Type	Default	Description
countries	string[]	All 5	Markets to scrape: ID SG MY VN TW
keyword	string	—	Keyword search (e.g. software engineer)
jobTypes	string[]	—	FULL_TIME PART_TIME CONTRACT INTERNSHIP PROJECT_BASED
workArrangements	string[]	—	REMOTE HYBRID ONSITE
educationLevels	string[]	—	HIGH_SCHOOL DIPLOMA BACHELOR_DEGREE MASTER_DEGREE DOCTORATE
lastUpdated	string	—	PAST_24_HOURS PAST_WEEK PAST_MONTH ANY_TIME
sortBy	string	LATEST	LATEST or RELEVANT
minSalary	number	—	Minimum salary (requires salaryCurrency)
salaryCurrency	string	—	IDR SGD MYR VND TWD
fetchDetails	boolean	false	Fetch full description, benefits, and apply URL
incrementalMode	boolean	false	Skip jobs seen in previous runs
stateStoreName	string	glints-scraper-state	KV store name for incremental state
maxResults	number	0 (unlimited)	Stop after N results
requestsPerSecond	number	3	Request rate (1–10)
debug	boolean	false	Verbose run logging

---

Output schema

Always present

Field	Type	Description
id	string	Unique Glints job UUID
title	string	Job title
url	string	Direct link to the job posting
status	string	OPEN or CLOSED
type	string|null	FULL_TIME PART_TIME CONTRACT INTERNSHIP PROJECT_BASED
workArrangement	string|null	REMOTE HYBRID ONSITE
createdAt	string	ISO 8601 posting date
updatedAt	string	ISO 8601 last update
isHot	boolean	Whether listing is featured/promoted
shouldShowSalary	boolean|null	Whether salary is publicly shown
educationLevel	string|null	Minimum education requirement
minYearsOfExperience	number|null	Minimum years of experience
maxYearsOfExperience	number|null	Maximum years of experience
source	string	NATIVE or EXTERNAL
jobSource	string	EMPLOYER or AGENCY
company.id	string	Company UUID
company.name	string	Company display name (brand name if set)
company.logoUrl	string|null	Full CDN URL to company logo
company.status	string	Verification status
company.isVIP	boolean	VIP/premium employer flag
company.isVerified	boolean	Whether company is verified
company.industry	string|null	Industry name
company.verificationTier	string|null	Verification tier (e.g. LEGAL_DOCUMENTS)
location.city	string|null	City name
location.citySubDivision	string|null	District/sub-division
location.formattedLocation	string|null	Full formatted location string
location.country	string|null	Country name
location.countryCode	string|null	ISO country code
location.latitude	number|null	Geographic latitude
location.longitude	number|null	Geographic longitude
salary	object|null	null when salary not disclosed
salary.minAmount	number|null	Minimum salary amount
salary.maxAmount	number|null	Maximum salary amount
salary.currency	string|null	Currency code (IDR SGD MYR etc.)
salary.salaryType	string|null	Pay type (BASIC etc.)
salary.salaryMode	string|null	Pay frequency (MONTH YEAR etc.)
skills	array	[{ name, mustHave }] — required skills
category.id	string|null	Category UUID
category.name	string|null	Category name (L2)
category.level	number|null	Hierarchy level
category.parentName	string|null	Parent L1 category name
category.parentId	string|null	Parent L1 category UUID

Only with fetchDetails: true

Field	Type	Description
description	string|null	Full job description in plain text
benefits	string[]|null	List of offered benefits
externalApplyURL	string|null	External ATS link if applicable
acceptsForeignApplications	boolean|null	Whether non-residents can apply
expiryDate	string|null	Listing expiry date (ISO 8601)
isCoverLetterMandatory	boolean|null	Whether a cover letter is required

All fetchDetails fields are null when fetchDetails: false.

---

Examples

Software jobs in Singapore (remote)

{
  "countries": ["SG"],
  "keyword": "software engineer",
  "workArrangements": ["REMOTE"],
  "jobTypes": ["FULL_TIME"]
}

Full Indonesia + Malaysia sweep

{
  "countries": ["ID", "MY"],
  "sortBy": "LATEST",
  "maxResults": 10000
}

Daily incremental feed (schedulers)

{
  "lastUpdated": "PAST_24_HOURS",
  "incrementalMode": true,
  "sortBy": "LATEST"
}

High-paying SG roles with full details

{
  "countries": ["SG"],
  "jobTypes": ["FULL_TIME"],
  "minSalary": 5000,
  "salaryCurrency": "SGD",
  "fetchDetails": true
}

---

💰 Pricing

$1.99 per 1,000 results — you only pay for successfully retrieved listings. Failed retries are never charged.

Results	Cost
100	~$0.20
1,000	~$1.99
10,000	~$19.90
100,000	~$199.00

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

Use the Max results cap to control your spend exactly.

---

Performance

Run type	Results	Time
Keyword, 1 country	up to 100	~10s
Full sweep, 1 country	up to 4,600	~5 min
Full sweep, all 5 countries	up to 23,000	~25 min
With fetchDetails: true, 1,000 results	1,000	~10 min

---

Known limitations

• Maximum 100 results per category/keyword per country without authentication (Glints platform limit)
• Salary data is only available when the employer has opted to show it (shouldShowSalary: true)
• Vietnam and Taiwan markets have significantly fewer listings than Indonesia and Singapore
• fetchDetails roughly doubles run time

---

Technical details

• Source: glints.com — Southeast Asia's leading talent platform
• Memory: 256 MB
• Deduplication: by job UUID within each run
• Incremental state: KeyValueStore glints-scraper-state, persists between runs
• Retry: Automatic retry on network errors with exponential backoff, 3 attempts per request

---

Additional services

Need a custom actor, additional filters, scheduled runs, or integration support?.nl](mailto:info@unfencedgroup.nl) — we build on request.

---

---

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