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Mudah Malaysia Cars Scraper

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Mudah Malaysia Cars Scraper

Mudah Malaysia Cars Scraper

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.

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from $7.50 / 1,000 results

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ParseForge

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🚗 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.

🕒 Last updated: 2026-06-05 · 📊 12 fields per record · Mudah public listings · Search filters supported

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 analystsTrack pricing trends across listings
🏢 Dealerships and agenciesMonitor competition
🤖 ML engineersBuild training sets for price prediction
📰 JournalistsSpot pricing patterns for stories
👩‍💻 DevelopersMirror public Mudah data into a private DB
💼 InvestorsSource 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.

🎬 Full Demo

🚧 Coming soon.

⚙️ Input

FieldTypeRequiredDescription
startUrlstringNoFull Mudah listings URL. Defaults to the main listings page.
maxItemsintegerNoFree users: 10. Paid users: up to 1,000,000. Prefill: 10.
searchQuerystringNoOptional free-text query appended to the Mudah search.
proxyConfigurationobjectNoApify proxy configuration. Defaults to Apify proxy enabled.

Example 1, default listings

{
"startUrl": "https://www.mudah.my/malaysia/cars-for-sale",
"maxItems": 50
}

Example 2, filtered search

{
"startUrl": "https://www.mudah.my/malaysia/cars-for-sale",
"searchQuery": "toyota",
"maxItems": 25
}

⚠️ 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.

📊 Output

Each record is a flat object with scrapedAt and error appended.

FieldTypeDescription
📄 titlestringtitle field from the listing.
📄 makestringmake field from the listing.
📄 modelstringmodel field from the listing.
📄 yearstringyear field from the listing.
📄 mileagestringmileage field from the listing.
📄 price_myrstringprice_myr field from the listing.
📄 transmissionstringtransmission field from the listing.
📄 locationstringlocation field from the listing.
📄 seller_typestringseller_type field from the listing.
📄 urlstringurl field from the listing.
🕒 scrapedAtstringWhen this row was fetched.
errorstringSet if the upstream response was an error.

✨ Why choose this Actor

| 🆓 | Works with the public Mudah pages, no login required. | | 🧹 | Clean snake case keys ready for BI tools. | | 🛟 | Surfaces upstream errors as a clean record instead of crashing. | | 🌍 | Accepts any Mudah search URL, so you control the filters. | | 💾 | Push to dataset, instant spreadsheet export. |

📈 How it compares to alternatives

ApproachSetup timeClean keysFree tier
Roll your own scraperhoursn/a
Browser extensionminuteslimited
This Actor5 seconds

🚀 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.

💼 Business use cases

📊 Price monitoring. Schedule a daily run to track listing prices over time.

🏢 Competitive intelligence. Watch your competitors and adjust your inventory strategy.

🤖 ML feature engineering. Build a training set for price prediction or anomaly detection.

📰 Market reporting. Spot pricing patterns across regions and segments.

🔌 Automating Mudah Malaysia Cars Scraper

  • Make / Zapier, trigger a run and push to Airtable, Sheets, or Slack.
  • Cron schedule, native Apify scheduler.
  • Webhooks, get a POST when a run finishes.
  • Pipe to BigQuery / Snowflake / Postgres, native integrations.

🌟 Beyond business use cases

🎓 Education. Teach a data class with a fresh, real-world dataset.

🧪 Personal research. Track listings in your area, build dashboards.

🤝 Non profit and open data. Build public dashboards of market trends.

🧰 Tinkering and prototyping. Spin up a feed in seconds for a side project.

🤖 Ask an AI assistant about this scraper

Drop this README into ChatGPT, Claude, or any AI assistant and ask it to map your workflow to the actor inputs.

❓ Frequently Asked Questions

❓ Do I need an account on Mudah? No, the actor reads only public pages.

❓ Can I run filtered searches? Yes, compose the search URL on Mudah and paste it in.

❓ Are values cleaned up? Yes, keys are normalized and numeric fields are surfaced where possible.

❓ Can I schedule runs? Yes, native Apify scheduler or Make / Zapier.

❓ Is this scraping or API? Scraping of public HTML and embedded JSON-LD.

❓ Will the schema change? Core fields are stable. Site-specific fields may evolve.

❓ What format can I download? Spreadsheet, JSONL, XML, RSS, or HTML, straight from the Apify dataset UI.

❓ How fast is it? Seconds for small batches, scales with maxItems.

❓ What about pagination? Provide a URL with a page parameter for now.

❓ Is there a free tier? Yes, free Apify users get 10 records per run as a preview.

🔌 Integrate with any app

Apify ships native integrations with Make, Zapier, Slack, Discord, Google Drive, Google Sheets, Gmail, Airbyte, Keboola, Telegram, GitHub, and any REST API or webhook endpoint.

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💡 Pro Tip: browse the complete ParseForge collection 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.