# Mudah Malaysia Cars Scraper (`parseforge/mudah-my-cars-scraper`) Actor

Pull Mudah.my car listings straight from any cars for sale URL or search query. Records carry title, make, model, year, mileage, price in MYR, transmission, location, seller type, and listing URL. Useful for Malaysia auto pricing research and dealer competitive scans.

- **URL**: https://apify.com/parseforge/mudah-my-cars-scraper.md
- **Developed by:** [ParseForge](https://apify.com/parseforge) (community)
- **Categories:** E-commerce, Automation, Integrations
- **Stats:** 3 total users, 0 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $7.50 / 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/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

![ParseForge Banner](https://github.com/ParseForge/apify-assets/blob/ad35ccc13ddd068b9d6cba33f323962e39aed5b2/banner.jpg?raw=true)

## 🚗 Mudah Malaysia Cars Scraper

> 🚀 **Export Mudah Malaysian car listings in seconds. Straight from https://www.mudah.my/malaysia/cars-for-sale into structured spreadsheet rows.**

The Mudah Malaysia Cars Scraper turns the public Mudah search at <https://www.mudah.my/malaysia/cars-for-sale> into a clean, structured dataset. Provide a search URL or use the default and the actor walks the listings, extracts each card, and writes one row per listing.

| 🎯 Target Audience | 💡 Primary Use Cases |
|---|---|
| 📊 Market analysts | Track pricing trends across listings |
| 🏢 Dealerships and agencies | Monitor competition |
| 🤖 ML engineers | Build training sets for price prediction |
| 📰 Journalists | Spot pricing patterns for stories |
| 👩‍💻 Developers | Mirror public Mudah data into a private DB |
| 💼 Investors | Source deal flow programmatically |

### 📋 What the Mudah Malaysia Cars Scraper does

- Loads any Mudah search URL you supply, or uses the default listings page.
- Parses each listing card and flattens its attributes into a row.
- Extracts structured fields from embedded JSON-LD when present, with HTML fallback.
- Surfaces errors as a clean record instead of crashing.
- Exports to spreadsheet, JSON, JSONL, XML, RSS, or HTML formats.

> 💡 **Why it matters:** Mudah lists thousands of records with no public bulk export. This actor turns the search results into a clean dataset you can drop into a sheet, a BI tool, or a database.

### 📊 Data fields

Each record includes: `location`, `make`, `mileage`, `model`, `price_myr`, `results`, `scrapedAt`, `seller_type`, `title`, `transmission`, `url`, `year`. These field names come straight from the actor's dataset schema, so what you see here is what lands in your dataset.

> ⚠️ **Good to Know:** Some Mudah pages render listings client-side. This actor extracts what is in the initial HTML and embedded JSON-LD blocks. For deep crawls behind JavaScript pagination, supply a fully composed search URL.

### 🚀 How to use

1. Click **Try for free**.
2. Paste a Mudah search URL (or leave the default).
3. (Optional) Add a search query.
4. Click **Start**. Within seconds, your dataset is ready to download.

### 🔗 Recommended Actors

| Actor | What it does |
|---|---|
| [ParseForge OurAirports Scraper](https://apify.com/parseforge/ourairports-scraper) | Global airport database. |
| [ParseForge Alpha Vantage Scraper](https://apify.com/parseforge/alpha-vantage-public-scraper) | Public market data. |
| [ParseForge NBA Stats Scraper](https://apify.com/parseforge/nba-stats-scraper) | Player and team stats. |
| [ParseForge CurseForge Mods Scraper](https://apify.com/parseforge/curseforge-mods-scraper) | Public mod metadata. |

> 💡 **Pro Tip:** browse the complete [ParseForge collection](https://apify.com/parseforge) for production grade scrapers across business intelligence, real estate, e commerce, sports, finance, and public records.

**Disclaimer:** This actor scrapes only publicly available data. ParseForge is not affiliated with, endorsed by, or sponsored by any of the third party services referenced. Users are responsible for complying with the target site terms of service and applicable law. [Create a free account w/ $5 credit](https://console.apify.com/sign-up?fpr=vmoqkp).

### 🆘 Need Help?

If you hit a bug, have questions about setup, or need a scraper we haven't built yet, open our [contact form](https://tally.so/r/BzdKgA) or write to parseforge@protonmail.com. We also take on paid custom data projects.

For faster answers, join our [Discord](https://parseforge.co/discord). It's the best place to get support and suggest new actors.

# Actor input Schema

## `startUrl` (type: `string`):

Full search/listing URL from https://www.mudah.my/malaysia/cars-for-sale. If empty, the actor uses the site's default listings page.

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

Maximum number of cars to collect per run.

## `searchQuery` (type: `string`):

Optional free-text query. Appended to the Mudah search if provided.

## Actor input object example

```json
{
  "startUrl": "https://www.mudah.my/malaysia/cars-for-sale",
  "maxItems": 10
}
```

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

// Prepare Actor input
const input = {
    "startUrl": "https://www.mudah.my/malaysia/cars-for-sale",
    "maxItems": 10
};

// Run the Actor and wait for it to finish
const run = await client.actor("parseforge/mudah-my-cars-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 = {
    "startUrl": "https://www.mudah.my/malaysia/cars-for-sale",
    "maxItems": 10,
}

# Run the Actor and wait for it to finish
run = client.actor("parseforge/mudah-my-cars-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 '{
  "startUrl": "https://www.mudah.my/malaysia/cars-for-sale",
  "maxItems": 10
}' |
apify call parseforge/mudah-my-cars-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/9gDncrh387MboMOFy/builds/mZtP1P2CFq911PIDD/openapi.json