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🛒 Coles Reviews Spider · Apify Actor

Extract high-quality customer reviews from Coles products with clean, structured JSON output. Optimized for sentiment tracking, product insights, brand monitoring, and retail analytics. Built and maintained by DataWizards.

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📌 What Is Coles Reviews Spider?

The Coles Reviews Spider Apify Actor is designed to automatically collect detailed product reviews from Coles.com.au using only the product URL(s). It extracts clean review metadata, customer sentiments, product details, translations, timestamps, and more — making it ideal for consumer research, market intelligence, and brand performance tracking.

This actor uses Apify Residential proxies to ensure stability, speed, and anti-blocking performance on large-scale crawls.

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🧠 Key Features

✔️ Full Review Extraction

Captures everything from title, rating, and body to full review text and demographic insights.

✔️ Translated Fields

Includes auto-translated Title, Body, Full Review, and Product Name for multilingual analytics.

✔️ Clean Retail Metadata

Brand, product name, product ID, review type, segment, and structured timelines (e.g., 2025_Q1).

✔️ Anti-Block Protection

Supports Apify Residential Proxy for consistent performance.

✔️ Ideal for Analytics

Perfect for sentiment classification, topic modeling, and longitudinal product review analysis.

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🛠️ Input Schema

{
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

🔐 Proxy Configuration

• useApifyProxy: Set to true
• apifyProxyGroups: "RESIDENTIAL" ensures high-quality scraping without blocking

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📤 Output Example

[
 {
    "Product_Id": "332394",
    "Review_Id": "1181083014",
    "Rating": 5,
    "Title": "My favourite breakfast",
    "Body": "Tip Top English muffins are soft, moist and delicious.....can be topped with whatever takes your fancy...I prefer tasty cheese and ham",
    "Sentiment": null,
    "Section": "",
    "Higher_Topic": null,
    "Granular_Topic": null,
    "Source": "Bazaarvoice",
    "Full_Review": "My favourite breakfast: Tip Top English muffins are soft, moist and delicious...",
    "Review_Type": "Product Review",
    "Title_Trans": "My favourite breakfast",
    "Body_Trans": "Tip Top English muffins are soft, moist and delicious...",
    "Full_Review_Trans": "My favourite breakfast: Tip Top English muffins are soft...",
    "Product_Name_Trans": "TIP TOP MUFFINS ORIGINAL ENGLISH 6 PACK",
    "Product_Segment": null,
    "Gender": "Male",
    "Year_Quarter": "2025_Q1",
    "Country": "Australia",
    "Date": "02-20-2025",
    "Product_Name": "TIP TOP MUFFINS ORIGINAL ENGLISH 6 PACK",
    "Brand": "Tip Top",
    "URL": "https://www.coles.com.au/product/tip-top-muffins-english-original-400g-332394",
    "Crawled_Date": "12-06-2025"
  }
]

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🚀 Use Cases

🧃 Product Sentiment Tracking

Measure customer satisfaction across time, brands, and product lines.

📈 Retail & Market Insights

Analyze category performance and identify emerging consumer trends.

🏷️ Brand Monitoring

Track reputation, identify complaints, and evaluate product improvements.

🤖 AI & NLP Pipelines

Perfect input for sentiment analysis, topic modeling, summarization, and customer-voice classification.

📦 Competitive Intelligence

Compare consumer opinions across competing retail products.

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✅ Best Practices

• Use RESIDENTIAL proxies for optimal scraping performance.
• Crawl during non-peak hours for faster response times.
• Store results in Apify Dataset for easier filtering and exporting.
• For large-scale monitoring, schedule the actor to run daily or weekly.
• Validate URLs or inputs before running the actor in automation pipelines.

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🤝 Support

Need custom data fields, new endpoints, special filtering rules, or integration guidance? ✨ DataWizards are always ready to help you!

📩 Email: hello.datawizard@gmail.com ✉️ Email Subject: Coles Reviews Spider – Support Request 🔗 LinkedIn: https://linkedin.com/in/data-wizards-aa8080342

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🛠️ Customization & Enhancements

Want simplified output, custom sentiment scoring, or API-ready structured fields? We happily tailor this actor to match your exact workflow.

🌟 DataWizards = Precision, speed, and reliable data extraction.

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🐞 Feedback & Bug Reporting

If you encounter issues or want a new feature:

📧 Bug Report Email: hello.datawizard@gmail.com ✉️ Subject: Bug Report – Coles Reviews Spider

Or open an issue directly on Apify.

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🔍 SEO Keywords

Coles reviews scraper, Coles product review extractor, Apify Coles actor, retail sentiment scraper, Bazaarvoice reviews scraper, supermarket data scraping, product feedback miner, Australia retail analytics

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🏁 Start extracting Coles customer insights with Coles Reviews Spider —

your smartest, fastest way to collect structured retail review data like a pro.

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