How do the JSON output and object table of Unwrangle costco product reviews API work?

In this article, I will clarify the object table and JSON output of the Unwrangle Costco Product Reviews API. As a programmer, you may already be familiar with these data structures, but understanding their specific use in the context of this API is essential for effectively working with the data it provides. By examining the object table and JSON output in detail, I hope to provide a clear understanding of their structure, properties, and relationships, and how they can be used to extract valuable insights from the vast amount of product review data available through the Unwrangle API.

Object and Description of API

Objects	Description

success
url	Requested URL for scraping
page
total_results
no_of_pages
result_count
reviews
id	Retailer ID of the review
date	Date when review was published
rating	Rating by reviewer
review_title	Review title by reviewer
review_text	Review's text content
review_url	Review's url
author_name	Reviewer's name
author_url	Reviewer's retailer profile link
author_avatar	Reviewer's avatar
meta_data	Dict containing meta data like whether purchase is verified and user recommends product.
lang_code	Country level language of review content
location	State / city level language of reviewer
response

success: A boolean value indicating whether the API request was successful or not.
url: The URL that was scraped to obtain the data.
page: The page number of the search results.
total_results: The total number of results available for the given search query.
no_of_pages: The total number of pages of search results.
result_count: The number of results returned in the API response.
reviews: A list of dictionaries, each containing details of a single review.
id: A unique identifier for the review, typically the retailer's ID for the review.
date: The date the review was published.
rating: The rating given by the reviewer, usually on a scale of 1-5.
review_title: The title of the review given by the reviewer.
review_text: The text content of the review.
review_url: The URL of the review.
author_name: The name of the reviewer.
author_url: The URL of the reviewer's retailer profile.
author_avatar: The URL of the reviewer's avatar image.
meta_data: A dictionary containing additional metadata about the review, such as whether the purchase was verified or whether the reviewer recommends the product.
lang_code: The language code for the review, indicating the language in which it was written.
location: The location of the reviewer, typically the state or city.
response: A boolean value indicating whether the API response was successful or not.

The information in the table is useful because it provides a clear understanding of the different objects that can be extracted from the Unwrangle Costco product reviews API. Knowing the available objects and their detailed description can help developers and data analysts to understand what kind of data they can expect to retrieve from the API and how it can be used in their applications. For instance, the review data provided by the API can be analyzed to identify trends in customer feedback, such as commonly mentioned product features or recurring issues. The data can also be used to build recommendation systems that suggest products based on a customer's purchase history and review behavior. Therefore, having a clear understanding of the objects provided by the API is essential for anyone looking to extract insights and value from this data source.

Explaining the JSON

{
"success": true,
"url": "https://www.costco.com/macbook-pro-(14-inch)---apple-m1-pro-chip-with-10-core-cpu-and-16-core-gpu%2c-1tb-ssd.product.100713171.html",
"page": 1,
"total_results": 128,
"no_of_pages": 5,
"result_count": 30,
"reviews": [
{
"id": "217485469",
"date": "2022-06-07",
"rating": 5,
"review_title": "Best Macbook Pro thus far",
"review_text": "This is my 4th Macbook Pro. Each Macbook pro was excellent. This is no exception. This replaces my 2015 13\" Retina Display Macbook Pro. This new 14\" offers great features, speed, and resources. It performs as well or better than I had hoped. It is also beautiful.",
"review_url": null,
"author_name": "Joshl74",
"author_url": null,
"author_avatar": null,
"meta_data": {
"author_id": "f756ba21-575c-4d19-ae5f-c3dd7762461f",
"verified_purchase": true,
"helpful_vote_count": null,
"is_recommended": true
},
"lang_code": "en_US",
"location": "California",
"response": null
},
...
{
"id": "216577491",
"date": "2022-04-29",
"rating": 5,
"review_title": "Kudos to Costco and Apple",
"review_text": "Another wonderful experience at Costco. The new MacBook Pro is configured perfectly for my needs. Superior computer, easy to order, and I chose pick-up at my local store, since I needed to make other onsite purchases.i highly recommend BOTH this computer AND Costco. An additional plus - it was on sale and I saved an additional $200-",
"review_url": null,
"author_name": "feixingyuan",
"author_url": null,
"author_avatar": null,
"meta_data": {
"author_id": "9b5212d6-fcaa-4910-bfb5-1e14ed267def",
"verified_purchase": true,
"helpful_vote_count": 1.0,
"is_recommended": true
},
"lang_code": "en_US",
"location": null,
"response": null
}
],
"meta_data": {
"product_name": "MacBook Pro (14-inch) - Apple M1 Pro Chip with 10-Core CPU and 16-Core GPU, 1TB SSD",
"product_id": "100713171",
"product_model": "1507115",
"product_img": "https://images.costco-static.com/ImageDelivery/imageService?profileId=12026540&imageId=100713171-847__1&recipeName=700",
"product_rating": 4.8,
"product_details": "Limit 2 per member The MacBook Pro delivers game-changing performance for pro users. With the powerful M1 Pro to supercharge pro-level workflows while getting amazing battery life.¹ And with an immersive 14-inch Liquid Retina XDR display and an array of pro ports, you can do more than ever with MacBook Pro.² Features: <ul><li>Apple M1 Pro chip for a massive leap in CPU, GPU, and machine learning performance</li><li>10-core CPU delivers faster performance to fly through pro workflows quicker than ever³</li><li>16-core GPU with faster performance for graphics-intensive apps and games³</li><li>16-core Neural Engine for up to 11x faster machine learning performance³ </li><li>Longer battery life, up to 17 hours¹</li><li>16GB of unified memory so everything you do is fast and fluid</li><li>1TB of superfast SSD storage launches apps and opens files in an instant</li><li>Stunning 14-inch Liquid Retina XDR display with extreme dynamic range and contrast ratio²</li><li>1080p FaceTime HD camera with advanced image signal processor for sharper video calls</li><li>Six-speaker sound system with force-cancelling woofers </li><li>Studio-quality three-microphone array captures your voice more clearly</li><li>Three Thunderbolt 4 ports, HDMI port, SDXC card slot, headphone jack, MagSafe 3 port</li><li>Next-generation Wi-Fi 6 for faster connectivity</li><li>Backlit Magic Keyboard with Touch ID for secure unlock and payments</li><li>macOS Monterey lets you connect, share, and create like never before, with exciting new FaceTime updates and a redesigned Safari</li><li>Available in space gray and silver</li> </ul>Legal ¹Battery life varies by use and configuration. See apple.com/batteries for more information. ²The display on the 14-inch MacBook Pro has rounded corners at the top. When measured as a standard rectangular shape, the screen is 14.2 inches diagonally (actual viewable area is less). ³Compared with previous generation. Technical specifications Go to apple.com/macbook-pro-14-and-16/specs for a complete set. ",
"brand": "Apple",
"total_ratings": 307
}
}

Final words

Throughout this article, we covered a wide range of topics related to computer science, including artificial intelligence, algorithms, programming, and data structures. We also discussed some general concepts related to mathematics and logic. We explored these topics through a combination of theoretical explanations, examples, and practical applications. Overall, this conversation provided a comprehensive overview of various computer science topics, highlighting the importance of these subjects in our modern world.

Reference

To request access to the Unwrangle Costco product reviews API, you can go through the third party data marketplace of WorldInData. WorldInData is a platform that provides access to a wide range of APIs and datasets, including the Unwrangle Costco product reviews API. By creating an account on WorldInData and requesting access to the Unwrangle API, you can gain access to valuable data on Costco products and reviews, which can be used for a variety of purposes such as market research, consumer behavior analysis, and competitive intelligence. Keep in mind that access to the API may require a subscription or payment, depending on the terms of the API provider.