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Coles Reviews Scraper

Extract customer product reviews from Coles in Australia and New Zealand by product URL - rating, title, text, reviewer handle, photos, badges, and the product EAN - with no Coles API required.

What does Coles Reviews Scraper do?

Coles Reviews Scraper collects customer reviews from product pages on coles.com.au, the online store of one of Australia's two biggest supermarket chains. Paste Coles product page URLs, set how many reviews you want per product, and the Actor returns structured review records - including star rating, review text, reviewer nickname, attached photos, review badges, and the product EAN barcode - ready to export to JSON, CSV, or Excel. No Coles account or API required.

• ⭐ Full review data - title, text, rating, and reviewer handle
• 📸 Photo URLs - capture customer-uploaded product photos
• 🏷️ EAN barcode - match reviews to the same grocery item elsewhere
• 🎫 Review badges - flag incentivized and syndicated reviews
• 📊 Clean output - structured records ready for analysis

What data can you extract from Coles reviews?

Review data	Reviewer and trust	Product and context
📝 Review title	👤 User nickname	🔗 Product URL
💬 Review text	🆔 Author ID	🔢 EAN barcode
⭐ Rating	🎫 Badges (incentivized)	🆔 Review ID
📸 Photo URLs	🔁 Syndicated and featured flags	📅 Last modification time

Can I capture photos attached to Coles reviews?

Yes. Many Coles shoppers add photos of the product they bought, and the Actor returns those image URLs in a photos array. That is useful for spotting packaging issues, freshness complaints, or how a product looks in real kitchens, not just the studio shot on the listing.

How does Coles Reviews Scraper work?

1. Add one or more coles.com.au product page URLs
2. Set maxReviewsPerStartUrl to control how many reviews to pull per URL
3. Run the Actor on the Apify platform
4. Results stream to a dataset you can preview or export as JSON, CSV, or Excel

How to use Coles Reviews Scraper

1. Create a free Apify account
2. Paste coles.com.au product page URLs
3. Set how many reviews to collect per start URL
4. Click Start
5. Download your data from the Dataset tab

Input example

{
  "startUrls": [
    { "url": "https://www.coles.com.au/product/coles-full-cream-milk-3l-8150288" }
  ],
  "maxReviewsPerStartUrl": 10
}

What does the output look like?

Each review is one structured record, including any attached photos, review badges, and the product EAN:

{
  "productUrl": "https://www.coles.com.au/product/danone-yopro-pouch-mixed-berries-150g-5312328",
  "authorId": "inf12232561",
  "userNickname": "angelinab99",
  "id": "1164068182",
  "rating": 5,
  "title": "Best on the go filling snack",
  "reviewText": "The perfect filling snack for on the go! I keep a bunch in my fridge for those busy days and eat them in the car.",
  "badges": ["incentivizedReview"],
  "isRatingsOnly": false,
  "isSyndicated": true,
  "isFeatured": false,
  "lastModificationTime": "2024-06-03T11:47:41.000+00:00",
  "photos": ["https://photos-eu.bazaarvoice.com/photo/2/cGhvdG86eW9wcm8tYXU/b6dd9c57-4f9d-5074-8682-86947c1481d6"],
  "sourceClient": "yopro-au",
  "ean": "9344962003824"
}

Why use Coles Reviews Scraper?

Feature	Manual or copy-paste	Coles Reviews Scraper
Volume	A few reviews at a time	Hundreds of reviews per run
Photos	Open each review by hand	Photo URLs in every record
Product matching	None	EAN barcode on every review
Trust signals	Not visible	Incentivized and syndicated badges
Export	None	JSON, CSV, Excel

What can you do with Coles review data?

• Australian grocery brand monitoring - food and household brands track how their products are rated by Coles shoppers across Australia and New Zealand
• Private-label vs. brand sentiment - compare reviews of Coles own-brand lines against the national brands they sit beside on the shelf
• Incentivized-review auditing - use the badges field to separate incentivized and syndicated reviews from organic buyer feedback
• Cross-retailer product matching - line up the same item across Coles, Woolworths, and other stores using the EAN barcode

For ongoing monitoring, schedule the Actor daily for fast-selling staples or weekly for stable catalog items.

How much does Coles Reviews Scraper cost?

Coles Reviews Scraper uses Apify's pay-per-event pricing: a small fee each time a run starts, plus a per-result fee of $2.00 per 1,000 reviews on the free tier. That rate drops on higher plans, down to $1.10 per 1,000 reviews on the Business plan. Apify gives you $5 in free usage credits every month on the free plan, enough to collect around 2,500 reviews at no cost. See the Actor's Pricing tab for the current rate on each plan.

How do I run Coles Reviews Scraper via the Apify API?

curl -X POST "https://api.apify.com/v2/acts/e-commerce~coles-reviews-scraper/runs?token=YOUR_API_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "startUrls": [{ "url": "https://www.coles.com.au/product/coles-full-cream-milk-3l-8150288" }],
    "maxReviewsPerStartUrl": 10
  }'

What can I integrate Coles Reviews Scraper with?

The Actor runs on the Apify platform, so its data feeds straight into your stack:

• Google Sheets and Excel - build an Australian grocery review dashboard
• Make, Zapier, and n8n - run a workflow whenever new reviews appear
• Slack - notify your team when a product's rating slips
• LangChain and MCP - pipe Coles reviews into AI agents and apps
• Apify API and webhooks - load reviews straight into your data warehouse

Limitations

• Collects only publicly visible reviews; it does not access private or account-only data.
• Coles pseudonymizes reviewers, so only nicknames and author IDs are available, never full names.
• Targets coles.com.au product pages; coverage depends on the current page structure.

FAQ

Which Coles site does this Actor cover?

It targets coles.com.au product pages and the customer reviews shown on them, covering Coles products sold in Australia and New Zealand. Paste the product page URLs you want reviews from.

Can I get the photos shoppers attach to Coles reviews?

Yes. When a reviewer uploads images, their URLs are returned in the photos array, so you can review real customer photos alongside the written feedback.

What does the EAN field give me?

EAN is the product barcode used on Australian grocery items. It lets you match Coles reviews to the exact same product on other retailers, which is handy for FMCG and private-label analysis.

Can I tell incentivized or syndicated reviews apart from organic ones?

Yes. The badges field flags incentivized reviews, and the isSyndicated and isFeatured flags mark reviews shared from other sources or highlighted by Coles, so you can weight or filter them.

Can I run Coles Reviews Scraper with the Apify API?

Yes. Start and schedule runs over the Apify REST API and pull results with the apify-client packages for Node.js or Python.

Does it work with MCP and AI agents?

Yes. Connect the Actor through the Apify MCP server and your AI agents can collect Coles reviews on demand.

Is it legal to scrape Coles reviews?

Coles is an Australian retailer, so Australian privacy law applies. This Actor collects only publicly posted reviews and pseudonymized reviewer handles, never private personal data. Keep your use case lawful, and read is web scraping legal? if you are unsure.

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• 🛒 E-commerce Scraping Tool - get product data from Coles, Amazon, eBay, and any other e-commerce site

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