YourparadeReviews Parser Spider

Introduction

The YourparadeReviews Parser Spider is a powerful Apify Actor designed to extract and parse detailed product reviews from websites powered by Yourparade (such as Smart and Sexy). It leverages advanced scraping techniques to gather comprehensive review data, including ratings, sentiments, and user details, enabling businesses to gain valuable insights into customer feedback. This tool streamlines the process of collecting review data for analysis, helping you make data-driven decisions.

Features

• Comprehensive Review Extraction: Scrapes full review details, including text, ratings, timestamps, and user information from product pages.
• Sentiment Analysis: Provides sentiment scores for each review to gauge overall customer satisfaction.
• Topic Extraction: Automatically identifies key topics mentioned in reviews, such as fit, price, and shipping.
• Verified Buyer Data: Includes flags for verified purchases and incentivized reviews for enhanced reliability.
• High Performance: Handles multiple URLs efficiently with robust error handling and rate limiting.
• Structured Output: Delivers clean, JSON-formatted data ready for export to CSV, Excel, or databases.
• Scalable and Reliable: Built on Apify's infrastructure for dependable, large-scale scraping operations.

Input Parameters

Parameter	Type	Required	Description	Example
Urls	array	Yes	A list of URLs to product pages from which to extract reviews. Each URL must be a valid HTTP or HTTPS link.	["https://www.smartandsexy.com/collections/best-selling-bras/products/mesh-plunge-bra-classic-leopard"]

Example Usage

Input

{
  "Urls": [
    "https://www.smartandsexy.com/collections/best-selling-bras/products/mesh-plunge-bra-classic-leopard"
  ]
}

Output

[
  {
    "url": "https://www.smartandsexy.com/collections/best-selling-bras/products/mesh-plunge-bra-classic-leopard",
    "product_id": "4374529474692",
    "yotpo_store_id": "Ld5O2knf6aV2aK0wc3tAuOAYqSn0YJ6g07PlOmHt",
    "review_id": "796215784",
    "rating": "5",
    "title": "None",
    "review_text": "Super fast delivery. The bras are beautiful and fit perfectly. Great sales price. Will definitely order more.",
    "created_at": "2026-01-04T16:18:13",
    "verified_buyer": "True",
    "is_incentivized": "True",
    "incentive_type": "yotpo_loyalty_points",
    "is_shop": "True",
    "user_id": "36510039",
    "user_name": "Cassandra",
    "user_type": "User",
    "sentiment": "0.9909484",
    "votes_up": "0",
    "votes_down": "0",
    "country_code": "N/A",
    "country_label": "N/A",
    "variant_size": "N/A",
    "variant_color": "N/A",
    "language": "en",
    "topics": [
      {
        "name": "bra",
        "sentence": "The bras are beautiful and fit perfectly."
      },
      {
        "name": "fit",
        "sentence": "The bras are beautiful and fit perfectly."
      },
      {
        "name": "shipping",
        "sentence": "Super fast delivery."
      },
      {
        "name": "price",
        "sentence": "Great sales price."
      }
    ],
    "images": [],
    "videos": [],
    "custom_fields": null,
    "comment": null,
    "actor_id": "xzbel1dPadbBajyQk",
    "run_id": "LQ0a2JgJoojurRSRD"
  },
  {
    "url": "https://www.smartandsexy.com/collections/best-selling-bras/products/mesh-plunge-bra-classic-leopard",
    "product_id": "4374529474692",
    "yotpo_store_id": "Ld5O2knf6aV2aK0wc3tAuOAYqSn0YJ6g07PlOmHt",
    "review_id": "793849915",
    "rating": "5",
    "title": "I highly recommend buying!",
    "review_text": "I love the bras! I love the colors. They are very comfortable! I will buy my bras from Smart and Sexy!",
    "created_at": "2025-12-25T18:37:46",
    "verified_buyer": "True",
    "is_incentivized": "True",
    "incentive_type": "yotpo_loyalty_points",
    "is_shop": "False",
    "user_id": "79258177",
    "user_name": "Irene M.",
    "user_type": "User",
    "sentiment": "0.99069506",
    "votes_up": "0",
    "votes_down": "0",
    "country_code": "US",
    "country_label": "\ud83c\uddfa\ud83c\uddf8 United States",
    "variant_size": "40B",
    "variant_color": "N/A",
    "language": "en",
    "topics": [
      {
        "name": "bra",
        "sentence": "I love the bras!"
      },
      {
        "name": "color",
        "sentence": "I love the colors."
      },
      {
        "name": "purchase",
        "sentence": "I highly recommend buying!"
      }
    ],
    "images": [],
    "videos": [],
    "custom_fields": null,
    "comment": null,
    "actor_id": "xzbel1dPadbBajyQk",
    "run_id": "LQ0a2JgJoojurRSRD"
  },
  {
    "url": "https://www.smartandsexy.com/collections/best-selling-bras/products/mesh-plunge-bra-classic-leopard",
    "product_id": "4374529474692",
    "yotpo_store_id": "Ld5O2knf6aV2aK0wc3tAuOAYqSn0YJ6g07PlOmHt",
    "review_id": "799333604",
    "rating": "5",
    "title": "Everything",
    "review_text": "Great neutral color, perfect fit and reasonable price. Can't ask for more.",
    "created_at": "2026-01-14T02:39:35",
    "verified_buyer": "True",
    "is_incentivized": "True",
    "incentive_type": "yotpo_loyalty_points",
    "is_shop": "False",
    "user_id": "167774238",
    "user_name": "CA F.",
    "user_type": "User",
    "sentiment": "0.99041486",
    "votes_up": "0",
    "votes_down": "0",
    "country_code": "US",
    "country_label": "\ud83c\uddfa\ud83c\uddf8 United States",
    "variant_size": "36C",
    "variant_color": "N/A",
    "language": "en",
    "topics": [
      {
        "name": "color",
        "sentence": "Great neutral color, perfect fit and reasonable price."
      }
    ],
    "images": [],
    "videos": [],
    "custom_fields": null,
    "comment": null,
    "actor_id": "xzbel1dPadbBajyQk",
    "run_id": "LQ0a2JgJoojurRSRD"
  }
]

Use Cases

• Market Research: Analyze customer sentiments and trends across products to inform marketing strategies.
• Competitive Intelligence: Compare review data from competitors to identify strengths and weaknesses.
• Price Monitoring: Track mentions of pricing in reviews to optimize product pricing.
• Content Aggregation: Collect and aggregate reviews for content creation or social media insights.
• Academic Research: Study consumer behavior and feedback patterns in e-commerce.
• Business Automation: Automate the extraction of review data for dashboards or reporting tools.

Installation and Usage

1. Search for "YourparadeReviews Parser Spider" in the Apify Store
2. Click "Try for free" or "Run"
3. Configure input parameters
4. Click "Start" to begin extraction
5. Monitor progress in the log
6. Export results in your preferred format (JSON, CSV, Excel)

Output Format

The Actor outputs a JSON array of review objects. Each object includes fields like url, product_id, review_id, rating, review_text, created_at, verified_buyer, sentiment, topics (an array of extracted topics with sentences), and more. This structured format ensures easy integration with data analysis tools, with sentiment scores ranging from 0 to 1 and topics highlighting key discussion points.

Support

For custom/simplified outputs or bug reports, please contact:

• Email: support@getdataforme.com
• Subject line: "custom support"
• Contact form: https://getdataforme.com/contact/

We're here to help you get the most out of this Actor!