# Glints Jobs Scraper (`crawlerbros/glints-scraper`) Actor Scrape job listings from Glints.com - Southeast Asia's leading job platform covering Singapore, Indonesia, Malaysia, Vietnam, and Taiwan. Get full job details including salary, skills, employment type, company info, and application URLs. - **URL**: https://apify.com/crawlerbros/glints-scraper.md - **Developed by:** [Crawler Bros](https://apify.com/crawlerbros) (community) - **Categories:** Automation, Jobs, Agents - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $3.00 / 1,000 results This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage. Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Actors are written with capital "A". ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. The best way to integrate Actors is as follows. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md). For usage examples, see the [API](#api) section below. For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt). # README ## Glints Jobs Scraper Extract job listings from [Glints.com](https://glints.com/) — Southeast Asia's leading job platform with over 3 million active users across Singapore, Indonesia, Malaysia, Vietnam, and Taiwan. Get structured job data including title, company, salary, skills, employment type, work arrangement, and application URLs. ### Features - **Multi-country search** — search across Singapore, Indonesia, Malaysia, Vietnam, and Taiwan - **Keyword search** — find jobs by title, skills, or keywords - **Direct URL scraping** — scrape specific Glints job posting pages - **Category browse** — search by job category or industry - **Employment type filter** — full-time, contract, internship, project-based, part-time - **Work arrangement filter** — on-site, hybrid, remote - **Experience level filter** — fresh graduate to senior level - **Full job details** — description, skills, benefits, salary range, expiration date - **Skills extraction** — structured list of required and preferred skills ### Data Source Glints.com is a publicly accessible job platform. This actor requires no API keys, tokens, or credentials. ### Input | Field | Type | Description | |---|---|---| | `mode` | select | `search`, `byUrl`, or `byCategory` | | `searchQuery` | string | Job title, skills, or keywords | | `country` | select | SG / ID / MY / VN / TW (or empty for all) | | `jobUrls` | array | Glints job URLs to scrape (mode=byUrl) | | `categoryName` | string | Job category to browse (mode=byCategory) | | `employmentType` | select | FULL_TIME / CONTRACT / INTERNSHIP / PROJECT_BASED / PART_TIME | | `workArrangement` | select | ONSITE / HYBRID / REMOTE | | `seniorityLevel` | select | NO_EXPERIENCE / FRESH_GRAD / ONE_TO_THREE_YEARS / etc. | | `maxItems` | integer | Maximum records to return (1–500) | ### Output Each record contains: | Field | Description | |---|---| | `jobId` | Unique Glints job UUID | | `title` | Job title | | `company` | Employer display name | | `companyLogoUrl` | Company logo image URL | | `companyId` | Company UUID | | `companyStatus` | Company verification status | | `location` | Location name | | `city` | City name | | `country` | ISO country code (SG/ID/MY/VN/TW) | | `countryName` | Country full name | | `employmentType` | Full-time, Contract, Internship, etc. | | `workArrangement` | On-site / Hybrid / Remote | | `salary` | Salary display string | | `salaryMin` | Minimum salary amount | | `salaryMax` | Maximum salary amount | | `currency` | Currency code (SGD, IDR, MYR, VND, etc.) | | `salaryPeriod` | monthly / annual / hourly | | `skills` | List of required/preferred skills | | `category` | Job sub-category (e.g., "Backend Developer") | | `categoryTop` | Top-level category (e.g., "Computer & Software") | | `educationLevel` | Required education level | | `minYearsOfExperience` | Minimum years of experience required | | `maxYearsOfExperience` | Maximum years of experience | | `seniorityLevel` | Derived seniority level string | | `description` | Full job description (plain text) | | `benefits` | List of benefits offered | | `datePosted` | ISO UTC posting date | | `dateUpdated` | ISO UTC last updated date | | `expirationDate` | Job expiry date (if available) | | `jobUrl` | Glints job listing URL | | `applicationUrl` | Direct application URL | | `isHot` | Whether the job is marked as hot/featured | | `jobSource` | Source (EMPLOYER/NATIVE) | | `sourceUrl` | Source URL of the scraped record | | `scrapedAt` | ISO UTC timestamp of scrape time | | `recordType` | Always "job" | ### Example Usage **Search for software engineers in Singapore:** ```json { "mode": "search", "searchQuery": "software engineer", "country": "SG", "maxItems": 50 } ```` **Find remote Python jobs in Indonesia:** ```json { "mode": "search", "searchQuery": "python developer", "country": "ID", "workArrangement": "REMOTE", "maxItems": 100 } ``` **Browse by category in Malaysia:** ```json { "mode": "byCategory", "categoryName": "Computer & Software", "country": "MY", "maxItems": 50 } ``` **Scrape specific job URLs:** ```json { "mode": "byUrl", "jobUrls": [ "https://glints.com/sg/opportunities/jobs/00fb8918-c4dd-4200-97a9-e46f3e51d65e" ] } ``` ### FAQs **Which countries are supported?** Singapore (SG), Indonesia (ID), Malaysia (MY), Vietnam (VN), and Taiwan (TW). **How is the data structured?** All records are flat JSON objects. Salary data includes both structured fields (salaryMin, salaryMax, currency) and a display string. **Why are some jobs missing salary information?** Glints only shows salary when employers enable it (`shouldShowSalary: true`). The salary fields will be absent if not available. **Can I get jobs from multiple countries in one run?** Yes — leave the `country` field empty to receive results from all available countries. **How many results can I get per run?** Glints returns up to 30 jobs per search page. Use `maxItems` to control the limit (max 500). For more results, try multiple searches with different keywords. **Is this actor free to use?** Yes — it uses Glints' public website and requires no API keys or credentials. # Actor input Schema ## `mode` (type: `string`): What to fetch: search for jobs, scrape specific job URLs, or browse by category. ## `searchQuery` (type: `string`): Job title, skills, or keywords to search for (mode=search or byCategory). ## `country` (type: `string`): Filter jobs by country code. Leave empty for all SE Asia countries. ## `jobUrls` (type: `array`): List of Glints job detail URLs to scrape (e.g. https://glints.com/sg/opportunities/jobs/...). ## `categoryName` (type: `string`): Job category or industry to browse (e.g. 'Computer & Software', 'Marketing', 'Finance'). ## `employmentType` (type: `string`): Filter by employment type. ## `workArrangement` (type: `string`): Filter by work location arrangement. ## `seniorityLevel` (type: `string`): Filter by years of experience required. ## `maxItems` (type: `integer`): Maximum number of job records to return. ## Actor input object example ```json { "mode": "search", "searchQuery": "software engineer", "country": "SG", "jobUrls": [], "employmentType": "", "workArrangement": "", "seniorityLevel": "", "maxItems": 5 } ``` # Actor output Schema ## `jobs` (type: `string`): Dataset containing all scraped Glints job records. # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "mode": "search", "searchQuery": "software engineer", "country": "SG", "jobUrls": [], "employmentType": "", "workArrangement": "", "seniorityLevel": "", "maxItems": 5 }; // Run the Actor and wait for it to finish const run = await client.actor("crawlerbros/glints-scraper").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "mode": "search", "searchQuery": "software engineer", "country": "SG", "jobUrls": [], "employmentType": "", "workArrangement": "", "seniorityLevel": "", "maxItems": 5, } # Run the Actor and wait for it to finish run = client.actor("crawlerbros/glints-scraper").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "mode": "search", "searchQuery": "software engineer", "country": "SG", "jobUrls": [], "employmentType": "", "workArrangement": "", "seniorityLevel": "", "maxItems": 5 }' | apify call crawlerbros/glints-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=crawlerbros/glints-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Glints Jobs Scraper", "description": "Scrape job listings from Glints.com - Southeast Asia's leading job platform covering Singapore, Indonesia, Malaysia, Vietnam, and Taiwan. Get full job details including salary, skills, employment type, company info, and application URLs.", "version": "1.0", "x-build-id": "gAwhylBA5dyZpJhlW" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/crawlerbros~glints-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-crawlerbros-glints-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/crawlerbros~glints-scraper/runs": { "post": { "operationId": "runs-sync-crawlerbros-glints-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/crawlerbros~glints-scraper/run-sync": { "post": { "operationId": "run-sync-crawlerbros-glints-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "required": [ "mode" ], "properties": { "mode": { "title": "Mode", "enum": [ "search", "byUrl", "byCategory" ], "type": "string", "description": "What to fetch: search for jobs, scrape specific job URLs, or browse by category.", "default": "search" }, "searchQuery": { "title": "Search query", "type": "string", "description": "Job title, skills, or keywords to search for (mode=search or byCategory).", "default": "software engineer" }, "country": { "title": "Country", "enum": [ "", "SG", "ID", "MY", "VN", "TW" ], "type": "string", "description": "Filter jobs by country code. Leave empty for all SE Asia countries.", "default": "SG" }, "jobUrls": { "title": "Job URLs (mode=byUrl)", "type": "array", "description": "List of Glints job detail URLs to scrape (e.g. https://glints.com/sg/opportunities/jobs/...).", "default": [], "items": { "type": "string" } }, "categoryName": { "title": "Category name (mode=byCategory)", "type": "string", "description": "Job category or industry to browse (e.g. 'Computer & Software', 'Marketing', 'Finance')." }, "employmentType": { "title": "Employment type", "enum": [ "", "FULL_TIME", "CONTRACT", "INTERNSHIP", "PROJECT_BASED", "PART_TIME" ], "type": "string", "description": "Filter by employment type.", "default": "" }, "workArrangement": { "title": "Work arrangement", "enum": [ "", "ONSITE", "HYBRID", "REMOTE" ], "type": "string", "description": "Filter by work location arrangement.", "default": "" }, "seniorityLevel": { "title": "Experience level", "enum": [ "", "NO_EXPERIENCE", "FRESH_GRAD", "LESS_THAN_A_YEAR", "ONE_TO_THREE_YEARS", "THREE_TO_FIVE_YEARS", "FIVE_TO_TEN_YEARS" ], "type": "string", "description": "Filter by years of experience required.", "default": "" }, "maxItems": { "title": "Max items", "minimum": 1, "maximum": 500, "type": "integer", "description": "Maximum number of job records to return.", "default": 30 } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```