# JobStreet Jobs Scraper — APAC Hiring Data (`khadinakbar/jobstreet-jobs-scraper`) Actor Search public JobStreet listings in Malaysia, Singapore, Indonesia, and the Philippines. Returns structured jobs, companies, salary, location, work type, dates, and apply URLs for recruiters and hiring research. - **URL**: https://apify.com/khadinakbar/jobstreet-jobs-scraper.md - **Developed by:** [Khadin Akbar](https://apify.com/khadinakbar) (community) - **Categories:** Jobs, MCP servers - **Stats:** 1 total users, 0 monthly users, 0.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $5.00 / 1,000 jobstreet job record scrapeds This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. 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/docs.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python/docs.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/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 ## JobStreet Jobs Scraper — APAC Hiring Data Search public JobStreet job listings in Malaysia, Singapore, Indonesia, and the Philippines. This actor is for recruiters, job-market researchers, talent-intelligence teams, and AI agents that need clean vacancy data rather than manual search results. It uses a residential, session-consistent Playwright browser because JobStreet protects normal HTTP clients with Cloudflare. Each persisted record is validated before it is written and billed, so the dataset remains stable for CSV exports, APIs, and downstream AI workflows. ### What it extracts Every dataset item represents one public JobStreet vacancy. Fields are intentionally flat and consistent for spreadsheet, database, and agent use. | Field | Description | | --- | --- | | `jobId`, `title`, `jobUrl` | Stable public vacancy identity and direct URL. | | `companyName`, `companyUrl` | Employer information where JobStreet exposes it. | | `location`, `country` | Public location and selected JobStreet market. | | `salaryText`, `salaryCurrency`, `salaryMin`, `salaryMax`, `salaryPeriod` | Displayed salary plus normalized values when available. | | `workType`, `workArrangement` | Employment type and on-site, hybrid, or remote signal. | | `classification`, `subClassification` | JobStreet occupation taxonomy. | | `description`, `postedAt`, `postedText` | Public teaser/detail text and exposed posting date. | | `sourceUrl`, `scrapedAt` | Search provenance and collection timestamp. | Salary, company profile, work arrangement, and posting date are public-site dependent. The actor returns `null` when JobStreet does not expose a value rather than inferring or fabricating it. ### When to use it Use this actor for: - Building an APAC recruitment or employer-hiring dataset. - Comparing salary ranges and job classifications in a specific market. - Finding recent technical, sales, finance, healthcare, or operations roles. - Feeding structured JobStreet listings into a CRM, ATS, spreadsheet, or AI agent. - Monitoring public vacancy demand by keyword and location. Do not use it to apply for jobs, access JobStreet accounts, retrieve applicant data, or scrape platforms other than JobStreet. For broad multi-board search, use a general jobs aggregator instead. ### Input The only required field is `keywords`; it defaults to `software engineer` so the Apify input prefill is immediately runnable. ```json { "keywords": "data engineer", "country": "MY", "location": "Kuala Lumpur", "postedWithinDays": "7", "sortBy": "date", "maxResults": 50, "includeJobDetails": true } ```` `country` accepts `MY`, `SG`, `ID`, and `PH`. Use `location` for a city or region, such as `Singapore` or `Jakarta`; leave it empty to search the entire selected country. `maxResults` is a hard cap from 1 to 500 and also caps the per-job event charge. `includeJobDetails` visits each selected public vacancy page to collect a fuller description when one is exposed; turn it off for a lighter search-result-only pull. The `postedWithinDays` filter retains records whose exposed ISO posting timestamp is within the period. Listings that only expose human-readable age text remain in the output because their exact date cannot be verified. `sortBy` expresses the public search preference; JobStreet ultimately controls the ordering its public site returns. ### Output example ```json { "jobId": "92506170", "title": "Senior Software Engineer", "companyName": "Example Sdn Bhd", "companyUrl": "https://my.jobstreet.com/companies/example-123", "location": "Kuala Lumpur", "country": "MY", "salaryText": "RM 5,000 – RM 7,000 per month", "salaryCurrency": "MYR", "salaryMin": 5000, "salaryMax": 7000, "salaryPeriod": "month", "workType": "Full time", "workArrangement": "Hybrid", "classification": "Information & Communication Technology", "subClassification": "Developers/Programmers", "description": "Build and maintain modern cloud applications.", "jobUrl": "https://my.jobstreet.com/job/92506170", "postedAt": "2026-07-14T00:00:00.000Z", "postedText": "1d ago", "sourceUrl": "https://my.jobstreet.com/software-engineer-jobs/in-kuala-lumpur", "scrapedAt": "2026-07-15T10:30:00.000Z" } ``` The actor writes an `OUTPUT` record and a detailed `RUN_SUMMARY` record to the default key-value store for every terminal path. The outcome is one of `COMPLETE`, `PARTIAL`, `VALID_EMPTY`, `INVALID_INPUT`, `UPSTREAM_FAILED`, or `CONFIG_ERROR`. A valid search with no matches succeeds as `VALID_EMPTY`; a fully blocked valid search fails honestly as `UPSTREAM_FAILED`. Useful records are retained as `PARTIAL` if some pages or detail pages fail. ### Pricing This actor uses Pay per event + usage: | Event | Price | When it is charged | | --- | ---: | --- | | Actor start | $0.00005 | Per GB of actor memory when the Actor starts (two events at the default 2048 MB). | | JobStreet job record scraped | $0.005 | Only after a validated job record is persisted. | Platform compute and residential proxy usage are charged separately by Apify under Pay per event + usage. Before extraction, the actor displays the maximum potential job-event cost based on `maxResults`. At the default 2048 MB, a run capped at 20 results has a maximum job-event charge of $0.10 plus $0.00010 for the memory-scaled start event and platform usage. Invalid input and records that fail validation are not billed as job results. ### API and AI-agent use Use this when you need public JobStreet vacancy data for APAC recruitment, salary benchmarking, or hiring research. Do not use it for applicant data or non-JobStreet job boards. It returns one record per job with title, company, location, salary, work arrangement, posting date, and apply URL. It is charged at $0.005 per persisted job plus a $0.00005-per-GB run start and platform usage. JavaScript example: ```javascript import { ApifyClient } from 'apify-client'; const client = new ApifyClient({ token: process.env.APIFY_TOKEN }); const run = await client.actor('khadinakbar/jobstreet-jobs-scraper').call({ keywords: 'product manager', country: 'SG', location: 'Singapore', maxResults: 25, }); const { items } = await client.dataset(run.defaultDatasetId).listItems(); console.log(items); ``` ### Reliability, limits, and responsible use JobStreet may change its public markup, result order, data availability, or anti-bot controls. The actor uses residential proxies, a consistent browser session, retries, and Cloudflare block detection. If all required public routes are blocked, it fails with a visible diagnostic instead of returning a silent empty success. A smaller result cap is the best first run while validating a new keyword or location. Use the public data in accordance with JobStreet’s terms, applicable privacy law, employment law, and your organization’s data-governance policies. Do not use the actor to collect private applicant information, bypass authentication, or make employment decisions without appropriate human review. # Actor input Schema ## `keywords` (type: `string`): Use this when you need a JobStreet keyword search such as software engineer or data analyst. Enter plain job-search text, for example 'senior data engineer'. The default is 'software engineer' and the maximum length is 120 characters. This is not a JobStreet URL or an employer name filter. ## `country` (type: `string`): Use this when you need results from one supported JobStreet country. Choose MY for Malaysia, SG for Singapore, ID for Indonesia, or PH for the Philippines; for example 'SG'. The default is MY. This is not a free-text city or an all-country search. ## `location` (type: `string`): Use this when the JobStreet search should be narrowed to a city or region. Enter an ordinary place name, for example 'Kuala Lumpur' or 'Singapore'. Leave it blank to search the selected country. This is not a country code; choose country separately. ## `postedWithinDays` (type: `string`): Use this when you only want listings whose exposed posting timestamp is within a recent period. Choose a number of days such as '7', or 'any' to keep every listing the target returns. The default is 7 days. Listings without an exposed timestamp are kept because their age cannot be verified from the public result. ## `sortBy` (type: `string`): Use this when you want to state whether relevance or recency is more important for the search. Choose 'date' for the newest available listings or 'relevance' for JobStreet's keyword ordering. The default is date. This is a preference passed to the public search route, not a guarantee that JobStreet exposes every ranking signal. ## `maxResults` (type: `integer`): Use this when you need to cap records and Pay per event charges for a run. Enter an integer from 1 to 500, for example 50. The default is 20 and the job-event maximum is displayed at run start. This is not a page count and it never permits more than 500 rows in one run. ## `includeJobDetails` (type: `boolean`): Use this when you want the actor to visit each selected public job page for a fuller description where JobStreet exposes one. Set true for richer job content or false for faster search-result records. The default is true. This does not bypass login walls or retrieve non-public applicant information. ## Actor input object example ```json { "keywords": "senior data engineer", "country": "SG", "location": "Kuala Lumpur", "postedWithinDays": "7", "sortBy": "date", "maxResults": 50, "includeJobDetails": true } ``` # Actor output Schema ## `jobs` (type: `string`): No description ## `output` (type: `string`): No description ## `summary` (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 = { "keywords": "software engineer", "country": "MY", "postedWithinDays": "7", "sortBy": "date", "maxResults": 20, "includeJobDetails": true }; // Run the Actor and wait for it to finish const run = await client.actor("khadinakbar/jobstreet-jobs-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 = { "keywords": "software engineer", "country": "MY", "postedWithinDays": "7", "sortBy": "date", "maxResults": 20, "includeJobDetails": True, } # Run the Actor and wait for it to finish run = client.actor("khadinakbar/jobstreet-jobs-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 '{ "keywords": "software engineer", "country": "MY", "postedWithinDays": "7", "sortBy": "date", "maxResults": 20, "includeJobDetails": true }' | apify call khadinakbar/jobstreet-jobs-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=khadinakbar/jobstreet-jobs-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "JobStreet Jobs Scraper — APAC Hiring Data", "description": "Search public JobStreet listings in Malaysia, Singapore, Indonesia, and the Philippines. Returns structured jobs, companies, salary, location, work type, dates, and apply URLs for recruiters and hiring research.", "version": "1.6", "x-build-id": "GHIcZNOjRxYTJvIYu" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/khadinakbar~jobstreet-jobs-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-khadinakbar-jobstreet-jobs-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": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/khadinakbar~jobstreet-jobs-scraper/runs": { "post": { "operationId": "runs-sync-khadinakbar-jobstreet-jobs-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/khadinakbar~jobstreet-jobs-scraper/run-sync": { "post": { "operationId": "run-sync-khadinakbar-jobstreet-jobs-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": [ "keywords" ], "properties": { "keywords": { "title": "Job search keywords", "type": "string", "description": "Use this when you need a JobStreet keyword search such as software engineer or data analyst. Enter plain job-search text, for example 'senior data engineer'. The default is 'software engineer' and the maximum length is 120 characters. This is not a JobStreet URL or an employer name filter.", "default": "software engineer" }, "country": { "title": "JobStreet country", "enum": [ "MY", "SG", "ID", "PH" ], "type": "string", "description": "Use this when you need results from one supported JobStreet country. Choose MY for Malaysia, SG for Singapore, ID for Indonesia, or PH for the Philippines; for example 'SG'. The default is MY. This is not a free-text city or an all-country search.", "default": "MY" }, "location": { "title": "Location filter", "type": "string", "description": "Use this when the JobStreet search should be narrowed to a city or region. Enter an ordinary place name, for example 'Kuala Lumpur' or 'Singapore'. Leave it blank to search the selected country. This is not a country code; choose country separately.", "default": "" }, "postedWithinDays": { "title": "Posted within", "enum": [ "any", "1", "3", "7", "14", "30" ], "type": "string", "description": "Use this when you only want listings whose exposed posting timestamp is within a recent period. Choose a number of days such as '7', or 'any' to keep every listing the target returns. The default is 7 days. Listings without an exposed timestamp are kept because their age cannot be verified from the public result.", "default": "7" }, "sortBy": { "title": "Sort preference", "enum": [ "date", "relevance" ], "type": "string", "description": "Use this when you want to state whether relevance or recency is more important for the search. Choose 'date' for the newest available listings or 'relevance' for JobStreet's keyword ordering. The default is date. This is a preference passed to the public search route, not a guarantee that JobStreet exposes every ranking signal.", "default": "date" }, "maxResults": { "title": "Maximum job records", "minimum": 1, "maximum": 500, "type": "integer", "description": "Use this when you need to cap records and Pay per event charges for a run. Enter an integer from 1 to 500, for example 50. The default is 20 and the job-event maximum is displayed at run start. This is not a page count and it never permits more than 500 rows in one run.", "default": 20 }, "includeJobDetails": { "title": "Include job details", "type": "boolean", "description": "Use this when you want the actor to visit each selected public job page for a fuller description where JobStreet exposes one. Set true for richer job content or false for faster search-result records. The default is true. This does not bypass login walls or retrieve non-public applicant information.", "default": true } } }, "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 } } } } } } } } } } ```