Carousell (Carousell.sg) Products Scraper

Scrape product listings from Carousell (carousell.sg) — title, price, seller rating, deal method, condition, photos and likes — from any category page, search-results page or single listing URL. Export clean JSON, CSV or Excel data, or call it as an API and run it on a schedule. Paste a URL (or type a keyword), press Start, and get structured Carousell listing data in minutes.

Target website: carousell.sg

Carousell is one of Southeast Asia's largest classifieds marketplaces, and its listings change constantly as sellers post and re-list items. This scraper lets you pull up-to-date listing data on demand, so you can track pricing trends, monitor specific categories, or feed listings into your own catalog or analytics pipeline. Because it runs on the Apify platform, you also get API access, scheduling and integrations with Make, Zapier and Google Sheets out of the box.

✨ Features of this Carousell product listings scraper

• Product listing extraction — title, price, currency, description, photos, categories and detail attributes (condition, brand, model, etc.) from every listing.
• Seller and engagement data — seller handle, rating, review count, years on Carousell, deal method and accepted payment methods.
• Pagination support — automatically loads more results on category and search pages, so you can collect as many listings as maxItems allows.
• Search or URL input — start from category URLs, search-result URLs, individual listing URLs, or just a keyword.
• Built-in anti-bot handling — Carousell's Cloudflare protection and proxying are handled for you, with no proxy setup needed.
• No browser required — runs are simple and lightweight, with no browser to manage on your side.

🚀 How to scrape Carousell product listings in 5 steps

1. Sign up for a free Apify account — includes $5 monthly credit.
2. Open the actor page and click Try for free.
3. Fill in the Input fields (start URL or search query is required).
4. Click Start and wait for the run to complete.
5. Download results from the Output tab in JSON, CSV, or Excel format.

You can also run this actor via the Apify API or integrate it directly into your workflows using Zapier, Make, or n8n.

💰 Pricing

This actor uses pay-per-result billing based on the compute units a run consumes.

• New Apify accounts include $5 of free monthly credit.
• Runs use plain requests rather than a browser, so they cost significantly less than browser-based scrapers.
• Each page takes roughly 10–20 seconds to load, so keep maxItems modest for quick, cheap test runs.

🔧 Carousell scraper input configuration

Field	Type	Required	Default	Description
startUrls	array	—	https://www.carousell.sg/categories/beauty-personal-care-11/fragrance-deodorants-1663/?search=perfume&t-search_query_source=ss_dropdown	Carousell category, search-result or individual product page URLs to start from.
search	string	—	—	Optional keyword search to run instead of (or in addition to) Start URLs.
maxItems	integer	—	1	Maximum number of listings to extract per start URL or search query.
proxyCountry	string	—	Singapore	Country of the proxy used to load Carousell. Carousell.sg works best with Singapore.

Supported URL types:

• Category pages — https://www.carousell.sg/categories/...
• Search-result pages — https://www.carousell.sg/search/...
• Individual product pages — https://www.carousell.sg/p/...

Sample input:

{
    "startUrls": [{ "url": "https://www.carousell.sg/search/perfume" }],
    "maxItems": 10
}

📦 Carousell scraper output data

Each listing is saved as one dataset item with the fields url, title, price, priceCurrency, categories, isCertified, isFreeShipping, description, primaryImage, images, paymentMethods, variants, peopleWhoWantThis, noOfLikes, detailAttributes, dealMethod and sellerDetails. The dataset has 1 view, Overview, a table of the cover photo, title, price, likes, deal method, categories, seller details and listing URL. Download it as JSON, HTML, CSV or Excel.

Output at a glance:

Title	Price	Condition	Brand	Deal method	Seller rating	Reviews
Wtt wts perfume	S$20	Like new	Khadlaj	—	5.0	66
French Scented Perfume 10ml	S$8.90	Brand new	UD CLUB	Seller's custom delivery	5.0	3

Sample output (raw JSON):

[
    {
        "url": "https://www.carousell.sg/p/wtt-wts-perfume-1467526631/",
        "title": "Wtt wts perfume",
        "price": "20.00",
        "priceCurrency": "SGD",
        "categories": ["Beauty & Personal Care", "Fragrance & Deodorants"],
        "isCertified": false,
        "isFreeShipping": false,
        "description": "Khadlaj 25th Anniversary Integrity\n90% left\nFull box presentation\n\nDupe of Armani Stronger With You\n\n• Top Notes: Grapefruit, Bergamot, Elemi",
        "primaryImage": "https://media.karousell.com/media/photos/products/2026/10/12/wtt_wts_perfume_1791815364_656a987f_progressive.jpg",
        "images": [
            "https://media.karousell.com/media/photos/products/2026/10/12/wtt_wts_perfume_1791815364_6079f9d0_progressive.jpg",
            "https://media.karousell.com/media/photos/products/2026/10/12/wtt_wts_perfume_1791815364_75b4df29_progressive.jpg"
        ],
        "paymentMethods": [],
        "variants": [],
        "peopleWhoWantThis": null,
        "noOfLikes": null,
        "detailAttributes": [
            { "title": "Condition", "value": "Like new" },
            { "title": "Type", "value": "Perfume (Eau de Parfum)" },
            { "title": "Brand", "value": "Khadlaj" }
        ],
        "dealMethod": null,
        "sellerDetails": {
            "sellerHandle": "@gnarlybikes",
            "rating": 5,
            "reviewCount": 66,
            "yearsOnCarousell": 13
        }
    }
]

Carousell listing data fields

Field	Description
url	Direct link to the listing.
title	Listing title.
price	Listed price.
priceCurrency	Currency code for the price (e.g. SGD).
categories	Breadcrumb category path for the listing.
isCertified	Whether the listing carries Carousell's certified badge.
isFreeShipping	Whether free standard shipping is offered.
description	Full listing description text.
primaryImage	URL of the first/cover photo.
images	URLs of the remaining listing photos.
paymentMethods	Accepted payment methods shown in the listing's payment section.
variants	Available variant groups (e.g. color, storage) and their options.
peopleWhoWantThis	Number of users who marked they also want this item, when shown.
noOfLikes	Number of likes on the listing, when shown.
detailAttributes	Listing-specific attributes (Condition, Brand, Model, etc.) as title/value pairs.
dealMethod	How the seller offers to complete the deal (e.g. "Meet-up").
sellerDetails	Object with the seller's handle, rating, review count, and years on Carousell.

🐍 How to scrape Carousell with Python, JavaScript or the API

Run the actor programmatically with the official Apify clients. Replace <YOUR_API_TOKEN> with the token from your Apify Console.

Python (pip install apify-client):

from apify_client import ApifyClient

client = ApifyClient("<YOUR_API_TOKEN>")

run = client.actor("confidential_gnat/carousell-products-scraper").call(run_input={
    "startUrls": [{"url": "https://www.carousell.sg/search/perfume"}],
    "maxItems": 10,
})

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

JavaScript (npm install apify-client):

import { ApifyClient } from 'apify-client';

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

const run = await client.actor('confidential_gnat/carousell-products-scraper').call({
    startUrls: [{ url: 'https://www.carousell.sg/search/perfume' }],
    maxItems: 10,
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

cURL — start a run and wait for the dataset:

curl -X POST "https://api.apify.com/v2/acts/confidential_gnat~carousell-products-scraper/run-sync-get-dataset-items?token=<YOUR_API_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{"startUrls": [{"url": "https://www.carousell.sg/search/perfume"}], "maxItems": 10}'

💡 What you can use Carousell product listing data for

• Price monitoring across listings in a category (phones, electronics, fragrances, furniture, etc.)
• Market research on what is being sold, how it is described, and which conditions and delivery options sellers offer
• Lead generation by tracking new listings that match a search query for resale, sourcing or competitive analysis
• Seller reputation analysis using ratings, review counts and years active on the platform
• Catalog enrichment with product photos and detailed attributes for your own systems

Resellers, price-comparison sites, market researchers and e-commerce analysts in Southeast Asia typically use this data.

⚠️ Limitations & known issues

• Login-required pages — The actor cannot access content behind authentication (e.g. private messages, saved offers).
• Slower pages — Each page takes roughly 10–20 seconds to load, so large runs take longer.
• Likes and "people also want this" — These counts are not always present in the page data, so noOfLikes and peopleWhoWantThis can be null.
• Layout changes — Carousell periodically updates its page layout, which can occasionally affect specific fields until selectors are updated.

❓ Frequently asked questions

Can I scrape Carousell legally?

The actor only collects data that is already publicly visible on carousell.sg — it never logs in or accesses private content. Scraping publicly available data is generally considered lawful (see hiQ Labs v. LinkedIn), but you are responsible for complying with Carousell's Terms of Service and any applicable laws such as GDPR if you handle personal data like seller handles.

What data does the Carousell scraper return?

Each listing returns its title, price, currency, categories, description, photos, detail attributes, deal method, payment methods and seller details (handle, rating, review count, years on Carousell). Likes and "people also want this" counts are included when Carousell shows them.

How many listings can I scrape from one Carousell URL or search?

maxItems limits the number of listings per start URL or search query, not for the whole run. The scraper keeps loading more results until it reaches that number or the results run out.

Do I need a proxy to scrape carousell.sg?

No. Carousell's Cloudflare protection and proxying are handled for you, so there is nothing to set up. The optional proxyCountry field (default Singapore) only changes where requests appear to come from.

How do I scrape Carousell with Python?

Use the Python example above: call the actor with ApifyClient, then iterate over the dataset items of the finished run.

Can I run this Carousell scraper on a schedule?

Yes. Use Apify Schedules to run it hourly, daily or weekly, for example to track price changes in a category over time.

What output formats are supported?

JSON, CSV, Excel, XML and RSS, either from the Output tab or through the Apify API.

Why are likes or "people also want this" counts sometimes missing?

Carousell loads some details (such as like counts) after the page first renders, so they can be absent from the data the scraper receives. Those fields are returned as null rather than guessed.

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💬 Support & contact

If you encounter any issues or have questions, please open an issue or reach out via the Apify Community Forum.

You can also find more of our actors on the Actor Flow page.