---

🕸️ Instacart Reviews Spider · Apify Actor

Extract detailed customer reviews and ratings directly from Instacart product pages in clean, structured JSON. Perfect for brand monitoring, sentiment analysis, product performance tracking, and market research. Built and maintained by DataWizards.

---

📌 What Is Instacart Reviews Spider?

The Instacart Reviews Spider is an advanced Apify Actor that scrapes verified product reviews from Instacart listings.

It automatically extracts review titles, user ratings, review text, and more — enabling businesses, analysts, and developers to collect valuable insights from real customer feedback with just a few clicks.

---

🧠 Key Features

• ✅ Structured JSON Output — clean and developer-ready
• ✅ Extracts ratings, titles, body text, and review IDs
• ✅ Collects overall product ratings (if available)
• ✅ Supports multiple Instacart product URLs
• ✅ Integrated Apify Proxy support with RESIDENTIAL IPs
• ✅ Lightweight, reliable, and easy to automate

---

🛠️ Input Schema

Here’s how to configure your input for the actor:

{
  "Urls": [
    "https://www.instacart.com/store/kroger/products/21055983"
  ],
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

🔐 Proxy Configuration

• useApifyProxy: Set to true to enable Apify’s proxy network.
• apifyProxyGroups: Use "RESIDENTIAL" to reduce blocking and ensure smoother data extraction.

---

📤 Output Example

[
  {
    "id": "21055983",
    "review_id": "8",
    "rating": 40,
    "title": "I was excited",
    "body": "Recently I bought these, they have great absorption, but my son got rash on the side of his legs from the sticky part of the diaper. I hope you can improve better.",
    "url": "https://www.instacart.com/store/kroger/products/21055983",
    "overall_rating": null,
    "overall_rating_amount": null
  },
  {
    "id": "21055983",
    "review_id": "12",
    "rating": 100,
    "title": "Super absorbent!",
    "body": "My son wears the night time pull-ups at night and he loved them! Not only do they have cute designs for kids but they are super absorbent and made of good quality.",
    "url": "https://www.instacart.com/store/kroger/products/21055983",
    "overall_rating": null,
    "overall_rating_amount": null
  }
]

---

🚀 Use Cases

• 🧴 Brand Sentiment Analysis – Monitor how customers perceive your product across Instacart.
• 🛍️ Product Research – Understand buyer preferences and improve offerings.
• 📊 E-commerce Analytics – Feed structured review data into dashboards or BI tools.
• 🤖 Machine Learning Models – Train sentiment or feedback classification models.
• 📈 Competitor Insights – Compare reviews across brands or categories.

---

✅ Best Practices

• Use RESIDENTIAL proxies for stable, unblocked scraping sessions.
• Validate all Instacart product URLs before starting the run.
• Schedule scraping at intervals to keep data updated without triggering anti-bot measures.
• Integrate output with Google Sheets, Databases, or Analytics dashboards for live insights.
• Always comply with Instacart’s Terms of Service when using scraped data.

---

🧰 Advanced Tips

• Combine the Instacart Reviews Spider with your product catalog for real-time customer satisfaction tracking.
• Use Apify’s Webhooks to automatically trigger actions when new reviews are found.
• Set up Actor runs on schedule for continuous data collection.

---

🤝 Support

Need customization or facing issues? DataWizards are always ready to assist you with custom integrations, simplified outputs, or bug fixes.

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

---

🧰 Need Customization?

Whether you want a simplified JSON structure, real-time webhook integration, or multi-store scraping, we’re here to help.

💡 DataWizards = Smart, fast, and scalable data extraction.

---

🐞 Feedback & Bug Reports

Found an issue or have a feature idea?

📧 Email: hello.datawizard@gmail.com 🛠️ Subject: Bug Report – Instacart Reviews Spider Or open an issue directly on Apify.

🏁 Start analyzing customer voices today with Instacart Reviews Spider —

your fastest path to clean, actionable review data from Instacart.

---