# Jobstreet & JobsDB Jobs Scraper · SE-Asia Salary & Filters (`memo23/jobstreet-scraper`) Actor

Scrape Jobstreet & JobsDB jobs across SE-Asia (MY, PH, SG, ID, VN, TH, HK). Paste any keyword/location search URL — returns title, company, location, salary, classification, work type, listing date, teaser & apply link as clean JSON/CSV. Pure HTTP, no browser

- **URL**: https://apify.com/memo23/jobstreet-scraper.md
- **Developed by:** [Muhamed Didovic](https://apify.com/memo23) (community)
- **Categories:** Jobs, AI, Agents
- **Stats:** 29 total users, 8 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.90 / 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.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#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

## Jobstreet & JobsDB Jobs Scraper

Scrape job listings from **Jobstreet** (Malaysia, Philippines, Singapore, Indonesia, Vietnam) and **JobsDB** (Thailand, Hong Kong) — the SEEK-powered job boards of South-East Asia. Paste any search URL and get clean, structured rows: title, company, location, salary, classification, work type, listing date, teaser and apply link. Pure HTTP, no browser.

![How it works](https://raw.githubusercontent.com/muhamed-didovic/muhamed-didovic.github.io/main/assets/how-it-works-jobstreet.png)

### Why use this scraper

- **All of SE-Asia in one actor** — one row shape across Jobstreet MY/PH/SG/ID/VN and JobsDB TH/HK. Country and locale are detected automatically from the URL you paste.
- **Search-URL driven** — copy any search from the site (keywords + location + filters) and it's paginated for you up to your item cap.
- **Clean, flat output** — one row per job, salary text preserved, classification split into category + sub-category, CSV-friendly by default.
- **Pure HTTP, no browser** — fast and cheap; no Playwright, no headless Chrome.
- **Optional employer email enrichment** — discover each employer's website and harvest a contact email (opt-in, billed only on a hit).

### What it does

Give it one or more Jobstreet/JobsDB **search** URLs. For each, it reads the live results and emits one dataset row per job with all the fields below. Searches paginate automatically until you hit `Maximum items`.

### Supported inputs

| Input | Example | Supported |
|---|---|---|
| Keyword search | `jobstreet.com.my/developer-jobs` | ✅ |
| Keyword + location | `jobstreet.com.ph/accounting-jobs/in-Manila` | ✅ |
| Query-string search | `jobstreet.com.my/jobs?keywords=marketing&where=Kuala+Lumpur` | ✅ |
| JobsDB search | `th.jobsdb.com/jobs?keywords=developer` | ✅ |
| Single job URL `/job/{id}` | — | ❌ paste a search URL instead |

### Use cases

- **Labour-market & salary research** across SE-Asia markets.
- **Recruitment & sourcing** — monitor new postings by keyword, city, or classification.
- **Competitive hiring intelligence** — track which companies are hiring for what.
- **Aggregation & job-board feeds** — pull fresh listings into your own product.

### How it works

1. You paste Jobstreet/JobsDB search URLs.
2. The actor detects the country, language and region from the page, then queries the site's own search service and paginates through results.
3. Each job is normalised into one flat row and pushed to the dataset.

### Input configuration

| Field | Type | Description |
|---|---|---|
| `startUrls` | array | Jobstreet/JobsDB **search** URLs (auto-paginated). |
| `maxItems` | integer | Hard cap on jobs collected. Default 10000. |
| `flatten` | boolean | JSON-stringify arrays into `*_json` columns for CSV (default on). |
| `enrichEmails` | boolean | Opt-in employer contact-email enrichment (billed per email found). |
| `maxConcurrency` | integer | Parallel row processing (mainly for enrichment). Default 8. |
| `proxy` | object | Proxy config. Defaults to Apify Residential. |

### Output sample

```json
{
  "portal": "jobstreet",
  "jobId": "92683012",
  "title": "Junior Software Developer",
  "company": "SEAGULL COOLING TECHNOLOGIES (ASIA PACIFIC) SDN. BHD.",
  "location": "Pusat Bandar Damansara, Kuala Lumpur",
  "classification": "Information & Communication Technology",
  "subClassification": "Engineering - Software",
  "workType": "Full time",
  "salaryDisplay": "RM 3,500 – RM 5,000 per month",
  "listingDate": "2026-06-12T03:02:16Z",
  "listingDateLabel": "8d ago",
  "teaser": "Work with senior developers, project teams, and business stakeholders to design, develop…",
  "bulletPoints": [],
  "canonicalUrl": "https://www.jobstreet.com.my/job/92683012",
  "scrapedAt": "2026-06-20T15:36:00.000Z"
}
```

### Key output fields

| Field | Description |
|---|---|
| `jobId` | Stable Jobstreet/JobsDB job id |
| `title` | Job title |
| `company` | Advertiser / employer name |
| `location` | Job location (city, region) |
| `classification` / `subClassification` | Category + sub-category |
| `workType` | Full time / Part time / Contract / Casual |
| `salaryDisplay` | Salary text as shown |
| `listingDate` / `listingDateLabel` | ISO date + relative label |
| `teaser` / `descriptionText` | Description snippet |
| `bulletPoints` | Highlight bullets (when present) |
| `canonicalUrl` | Link to the job on the site |
| `contactEmail` / `contactWebsite` | Employer contact (only when `enrichEmails` is on) |

### FAQ

**Does it return the full job description?** It returns the **teaser** (description snippet) plus all structured fields. The full HTML body is served by Jobstreet through an authenticated API and isn't included.

**Can I scrape a single `/job/{id}` URL?** No — paste a **search** URL (e.g. `jobstreet.com.my/developer-jobs`). Single-job detail is auth-walled.

**Which countries?** Jobstreet MY, PH, SG, ID, VN and JobsDB TH, HK — pass the matching country's search URL.

**Do I need a proxy?** Apify Residential (the default) is recommended for larger runs.

### Support

Found an issue or want a field added? Open an issue on the actor's Issues tab and we'll take a look.

### Additional services

Need employer contact emails? Turn on `enrichEmails` to append a best-effort contact email + website per employer (billed only when an email is found).

### Explore more scrapers

Check the publisher's profile for more job-board and directory scrapers (Seek, Naukri, StepStone, Glassdoor and more).

### ⚠️ Disclaimer

This actor collects only publicly available job-listing data for legitimate research, recruitment and aggregation use. Respect Jobstreet/JobsDB terms of service and applicable laws (including data-protection rules) in your jurisdiction. You are responsible for how you use the scraped data.

### SEO Keywords

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# Actor input Schema

## `startUrls` (type: `array`):

Full Jobstreet/JobsDB search URLs. Each is paginated automatically until `Maximum items` is reached.

## `flatten` (type: `boolean`):

When enabled (default), arrays (e.g. `bulletPoints`) are JSON-stringified into `*_json` fields for CSV. Disable to keep the full nested JSON.

## `enrichEmails` (type: `boolean`):

If enabled, tries to find a contact email for each employer by discovering the company's website (Clearbit) and reading its contact/about pages. Adds contactEmail + contactWebsite columns plus a detailed emailEnrichment object. Best-effort, billed per contact email found; only charged when an email is returned, never for misses.

## `maxItems` (type: `integer`):

Hard cap on the number of jobs collected. Each search returns 30 results/page and paginates automatically; use this cap to control billing.

## `maxConcurrency` (type: `integer`):

Maximum number of rows processed in parallel (mainly relevant when employer-email enrichment is on). 6-12 is the sweet spot.

## `maxRequestRetries` (type: `integer`):

Number of retries before a failed request is given up.

## `proxy` (type: `object`):

Leave empty — the actor already routes all traffic through its own built-in residential proxy at no extra cost to you. Only set this if you want to use your own proxies.

## Actor input object example

```json
{
  "startUrls": [
    "https://www.jobstreet.com.my/developer-jobs",
    "https://www.jobstreet.com.ph/accounting-jobs",
    "https://www.jobstreet.com.my/jobs?keywords=marketing&where=Kuala+Lumpur"
  ],
  "flatten": true,
  "enrichEmails": false,
  "maxItems": 10000,
  "maxConcurrency": 8,
  "maxRequestRetries": 5
}
```

# 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 '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "startUrls": [
        "https://www.jobstreet.com.my/developer-jobs",
        "https://www.jobstreet.com.ph/accounting-jobs",
        "https://www.jobstreet.com.my/jobs?keywords=marketing&where=Kuala+Lumpur"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("memo23/jobstreet-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 '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "startUrls": [
        "https://www.jobstreet.com.my/developer-jobs",
        "https://www.jobstreet.com.ph/accounting-jobs",
        "https://www.jobstreet.com.my/jobs?keywords=marketing&where=Kuala+Lumpur",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("memo23/jobstreet-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 '{
  "startUrls": [
    "https://www.jobstreet.com.my/developer-jobs",
    "https://www.jobstreet.com.ph/accounting-jobs",
    "https://www.jobstreet.com.my/jobs?keywords=marketing&where=Kuala+Lumpur"
  ]
}' |
apify call memo23/jobstreet-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=memo23/jobstreet-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/acts/RJFqA5shoot8chgeP/builds/2w6pdexsvQYwsosCP/openapi.json