# JobsDB Scraper (`saswave/jobsdb-scraper`) Actor $0.7 / 1000 results. Across Hong Kong and Thailand. Extraction tool for JobsDB (jobsdb.com) Southeast Asia. Extract real-time job listings, salary figures, recruitment contact emails, company profiles, role categories, and work arrangements. - **URL**: https://apify.com/saswave/jobsdb-scraper.md - **Developed by:** [SASWAVE](https://apify.com/saswave) (community) - **Categories:** Automation, Lead generation, Jobs - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 1 bookmarks - **User rating**: No ratings yet ## Pricing from $0.70 / 1,000 results This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have. Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event ## What's an Apify Actor? Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows. 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. - **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use). - **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`. - **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`. - **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`. - **Any other language** — 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 ### Jobsdb Scraper Extraction tool for Jobsdb across Thailand & Hong Kong. Extract real-time job listings, salary figures, recruitment contact emails, company profiles, role categories, and work arrangements. ### 🚀 Features Multi-Country Coverage: Extract structured job data from Jobsdb regional portals (HK hk.jobsdb.com, TH th.jobsdb.com). Transparent Compensation Data: Capture raw integer ranges (salary\_minimum, salary\_maximum), local currencies, display ranges, and hidden status flags. Recruiter & Direct Contact Signals: Extract application instructions (abstract), direct submission emails (e.g., HR contact addresses), and hiring urgency tags (Be an early applicant). Structured Categorization: Retrieve normalized role titles, Jobsdb industry categories, employment types (Full time, Contract), and work arrangements (On-site, Hybrid, Remote). Employer Branding Metrics: Gather company IDs, direct corporate profile URLs, logo branding assets, and recruiter display names. ### 💡 Use Cases Labor Market Analytics: Compare cross-border wage metrics, hiring volumes, and emerging skill demands across Hong Kong and Thailand. Lead Generation for B2B Services: Identify companies actively hiring and extract direct HR contact emails listed in job abstracts to pitch recruitment, software, or outsourcing solutions. Regional Job Board Aggregation: Build localized job search engines or candidate notification bots with real-time feeds from Southeast Asia's primary employment portal. Competitive Talent Auditing: Track hiring sprees, salary benchmarks, and regional office expansions of industry competitors in SEA markets. ### OUTPUT ```json { "id": "94175234", "title": "Analyst Programmer (Digital Solutions)", "abstract": "Manage enterprise systems and Kubernetes platforms to ensure reliable operations.", "adDisplay": "NONE", "advertiser_name": "ESD Services Limited (ESDlife)", "advertiser_id": "61312183", "company_logo": "https://bx-branding-gateway.cloud.seek.com.au/bac528af-e7ea-4592-a3fb-da81c70befa4.1/jdpLogo", "company_bullets": [ "Enterprise-Scale Systems & Kubernetes", "3 years of solid development experiences", "Automation & Continuous Improvement" ], "categories": [ "Engineering - Software", "Information & Communication Technology" ], "role_titles": [ "analyst-programmer", "programmer", "analyst" ], "salary_currency": "HKD", "salary_display": null, "salary_maximum": 4200000, "salary_minimum": 3400000, "salary_period": "Monthly", "salary_hiden": true, "work_types": [ "Full time" ], "listed_at": "2026-08-24T10:47:40.000Z", "listed_at_display": "1h ago", "location": "Hung Hom, Kowloon City District", "company_name": "ESDlife", "company_url": "https://hk.jobsdb.com/companies/esdlife-171089110327662", "tags": [ "Be an early applicant" ], "work_arrangements": [ "On-site" ] } ``` ### 🛟 SUPPORT Share your runs with the developer team and create issues on error to help us improve actor quality. You might discover edge case we didn't test yet We stay available anytime # Actor input Schema ## `keywords` (type: `string`): Keyword search ## `where` (type: `string`): Where ? ## `domain_country` (type: `string`): No description ## `job_type` (type: `array`): Multi Select ## `work_options` (type: `array`): Multi Select ## `distance` (type: `string`): No description ## `sort_by` (type: `string`): No description ## `listed_at` (type: `string`): No description ## `classification` (type: `array`): Multi Select ## `max_pages` (type: `integer`): 0 or empty = no limit ## `salary_min_y` (type: `string`): No description ## `salary_max_y` (type: `string`): No description ## `salary_min_m` (type: `string`): No description ## `salary_max_m` (type: `string`): No description ## `salary_min_h` (type: `string`): No description ## `salary_max_h` (type: `string`): No description ## Actor input object example ```json { "keywords": "", "where": "", "domain_country": "HK", "job_type": [], "work_options": [], "distance": "50", "sort_by": "listedAt", "listed_at": "", "classification": [], "max_pages": 1, "salary_min_y": "", "salary_max_y": "", "salary_min_m": "", "salary_max_m": "", "salary_min_h": "", "salary_max_h": "" } ``` # Actor output Schema ## `results` (type: `string`): No description # 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 = { "max_pages": 1 }; // Run the Actor and wait for it to finish const run = await client.actor("saswave/jobsdb-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 = { "max_pages": 1 } # Run the Actor and wait for it to finish run = client.actor("saswave/jobsdb-scraper").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}") for item in client.dataset(run.default_dataset_id).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "max_pages": 1 }' | apify call saswave/jobsdb-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "type": "http", "url": "https://mcp.apify.com/?tools=fetch-actor-details,saswave/jobsdb-scraper" } } } ``` The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer ` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations). ## OpenAPI specification Download the OpenAPI definition: https://api.apify.com/v2/actors/aUdKbBY1u2YOy6OD6/builds/lec5hgqcVwcTjGhZb/openapi.json