Glints Job Scraper 🌏

Pricing

from $0.99 / 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 $0.99 / 1,000 results

Rating

0.0

(0)

Developer

👁 Unfenced Group

Unfenced Group

Maintained by Community

Actor stats

Bookmarked

Total users

Monthly active users

3 days 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.

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

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URL: https://apify.com/unfenced-group/glints-scraper