Pricing

from $0.79 / 1,000 results

Glints Job Scraper 🌏

💰 $1.99/1k jobs — Southeast Asia's only dedicated Glints.com scraper. Covers ID 🇮🇩 SG 🇸🇬 MY 🇲🇾 VN 🇻🇳 TW 🇹🇼. 92 job categories × 5 countries ≈ 46k results/run.

Pricing

from $0.79 / 1,000 results

Rating

0.0

(0)

Developer

Unfenced Group

Actor stats

Bookmarked

Total users

Monthly active users

a day ago

Last modified

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.

Example record

{
  "id": "0edbd1d6-752f-4a60-9a40-ebb1a505f81b",
  "title": "Staff Akuntan",
  "url": "https://glints.com/id/opportunities/jobs/staff-akuntan/0edbd1d6-752f-4a60-9a40-ebb1a505f81b",
  "status": "OPEN",
  "type": "FULL_TIME",
  "workArrangement": "ONSITE",
  "createdAt": "2026-06-16T08:12:51.748Z",
  "updatedAt": "2026-06-16T08:12:52.487Z",
  "isHot": false,
  "shouldShowSalary": true,
  "educationLevel": "HIGH_SCHOOL",
  "minYearsOfExperience": 0,
  "maxYearsOfExperience": 50,
  "source": "NATIVE",
  "jobSource": "EMPLOYER",
  "company": {
    "id": "4f67387e-82f9-476f-a5a3-8f7184a6ed6e",
    "name": "Sekolah Tunas Unggul",
    "logoUrl": "https://glints-dashboard.s3.ap-southeast-1.amazonaws.com/company-logo/5d9dc113ba099d0878f806553275a209.jpg",
    "status": "VERIFIED",
    "isVIP": false,
    "isVerified": true,
    "industry": "Education Management",
    "verificationTier": "LEGAL_DOCUMENTS"
  },
  "location": {
    "city": null,
    "citySubDivision": null,
    "formattedLocation": "Indonesia, Jawa Barat, Kab. Bandung, Kutawaringin",
    "country": "Indonesia",
    "countryCode": "ID",
    "latitude": -6.99972,
    "longitude": 107.50972
  },
  "salary": {
    "minAmount": 2000000,
    "maxAmount": 3000000,
    "currency": "IDR",
    "salaryType": "BASIC",
    "salaryMode": "MONTH"
  },
  "skills": [
    {
      "name": "Accounting",
      "mustHave": true
    },
    {
      "name": "Microsoft Excel",
      "mustHave": true
    },
    {
      "name": "Bookkeeping",
      "mustHave": true
    }
  ],
  "category": {
    "id": "e602d9fb-8a70-4ba7-916d-d0e49c6c5516",
    "name": "Accountant",
    "level": 3,
    "parentName": "Accounting",
    "parentId": "76caa9d7-4cec-4574-9eb4-b5ea9e3de07c"
  },
  "description": null,
  "benefits": null,
  "externalApplyURL": null,
  "acceptsForeignApplications": null,
  "expiryDate": null,
  "isCoverLetterMandatory": null
}

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.

Other scrapers in our Jobs — East & Southeast Asia collection:

Frequently asked questions

How do I search for jobs on Glints with this actor?

Pass your keywords and location, and the actor returns all matching listings — title, company, location, and the apply URL — as one structured dataset.

How does the data compare to browsing Glints directly?

Same listings, but the full result set at once instead of page-by-page, structured into typed fields you can filter, sort, or export.

Can I filter by role or region across Southeast Asia?

Yes. Pass location and keyword filters and the actor returns only matching listings. Run several searches in one go and they merge into one dataset.

How do I keep the data current?

Schedule a daily or weekly run. Each run is timestamped, so new listings are easy to isolate.

Run it on a schedule

This actor is built for repeat use. Set it to run daily, weekly, or hourly, and the data keeps flowing without you touching it.

Schedule runs — open the actor, go to Schedules, and pick a cadence. Each run only charges you for the results it returns.
Connect it to your stack — push results straight to Google Sheets, Slack, a webhook, or your database using Apify Integrations. No glue code needed.
Pull results via API — every run writes a clean dataset you can fetch with one API call, ready for whatever you build on top of it.

Set it once and it runs on its own.

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

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