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Walmart Product Reviews API

A GET request to our /api/getter/?platform="walmart_reviews" endpoint allows you to scrape customer reviews for any product listing URL on Walmart.com in real-time.

Example

To scrape customer reviews for an Evenflo car seat, you can use the following command:

1
curl 'https://data.unwrangle.com/api/getter/?url=https://www.walmart.com/ip/Evenflo-Revolve360-Slim-2-in-1-Rotational-Car-Seat-Carver-Blue-Infant-Toddler/3193642084&page=1&platform=walmart_reviews&api_key=API_KEY'

Query Parameters

As you can see in the example above, our endpoint needs the following query parameters:

Product URL

url

Required

The URL of the product listing page on Walmart.com for which you want to scrape reviews.

Page Number

page

Optional

The page number for which you want the results. Default value is 1.

Platform

platform

Required

Specifies the scraping engine you wish to invoke. In this case, the value should be walmart_reviews.

api_key

Required

Your account's token—which can be obtained by signing up here.

Note

The value of the query parameter url must be URL or percent encoded. If you're using Python, this can be done with the function urlencode.

Results

The response will include the following attributes for each review present in the response:

Attributes Returned Data Type Information Represented
id string Retailer ID of the review
date string Date when review was published
author_name string Reviewer's name
author_url string Reviewer's retailer profile link
rating int Rating by reviewer
review_title string Review title
review_url string Link to review
review_text string Review's text content
meta_data dict Dict containing meta data like verified purchase status, helpful votes, etc.
lang_code string Language code of the review
response string Seller's response to the review, if any

Response Example

Each request returns up to 20 reviews. Here's the response you can expect for the request showcased above:

{
    "success": true,
    "url": "https://www.walmart.com/ip/Evenflo-Revolve360-Slim-2-in-1-Rotational-Car-Seat-Carver-Blue-Infant-Toddler/3193642084",
    "page": 1,
    "total_results": 137,
    "no_of_pages": 7,
    "result_count": 20,
    "reviews": [
        {
            "id": "276670628",
            "date": "2024-04-12",
            "rating": 5,
            "review_title": "Amazing",
            "review_text": "[This review was collected as part of a promotion.] Great quality. Easy installation. My child actually likes a carseat for once. Fits great in my car!",
            "review_url": null,
            "author_name": "Elvira H.",
            "author_url": null,
            "meta_data": {
                "verified_purchase": false,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "317677469",
            "date": "2024-08-28",
            "rating": 5,
            "review_title": "You need this carseat if you're a mom",
            "review_text": "You need this carseat in your life, so easy to get them in and out of the swivel 360 is amazing! It's really durable! It is easy to install and my daughter will use this for a while up to 65lb",
            "review_url": null,
            "author_name": "honeybee777",
            "author_url": null,
            "meta_data": {
                "verified_purchase": false,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "350099126",
            "date": "2024-07-12",
            "rating": 5,
            "review_title": null,
            "review_text": "As a third time mommy this was definitely the best choice ! Still room with it being slim as well my fav part !",
            "review_url": null,
            "author_name": "Des",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "355977743",
            "date": "2024-09-01",
            "rating": 5,
            "review_title": null,
            "review_text": "Been using car seat for 33 years and I am happy to say this is perfect. We do foster car and we never know if we get a big or little kiddo and having this lock in place for either rear or forward facing is a game changer!",
            "review_url": null,
            "author_name": "amy",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "355352802",
            "date": "2024-08-26",
            "rating": 5,
            "review_title": "highly recommend",
            "review_text": "extremely happy with this carseat. Other brands only turn half way which made this car seat a winner for me. it is compact enough to fit in my small car which is also a huge bonus. delivery was quick and well packaged",
            "review_url": null,
            "author_name": "Fiona",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "311738074",
            "date": "2024-06-13",
            "rating": 5,
            "review_title": "One of the best carseats on the market!",
            "review_text": "Bought this carseat after a recommendation from a friend. Let me say this was a great purchase. For starters this carseat is very simple and easy to install. \n\nThe 360 spin makes putting your child in and taking your child out of the car super easy. Saves you from having to bend and it's so much easier to buckle them up. \n\nAlso if you're in a situation like I am with 3 kids and you have a bigger vehicle like a van or a 3 row SUV, the 360 spin feature makes for easy access to the 3rd row. I highly recommend this product.",
            "review_url": null,
            "author_name": "bernardh8",
            "author_url": null,
            "meta_data": {
                "verified_purchase": false,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "355353578",
            "date": "2024-08-26",
            "rating": 5,
            "review_title": "Easy in and out",
            "review_text": "Easy to get your child in and out of the car seat. It turns easily and you don't have to twist to get your child out of the car.",
            "review_url": null,
            "author_name": "Deborah",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "269820071",
            "date": "2024-01-23",
            "rating": 4,
            "review_title": "Great car seat",
            "review_text": "Was looking for a car seat that I would be able to let my other kids in without having them go under their brother's seat. this is perfect I can rotate 180 and have them go in the truck no problem I can even remove the seat from the base if I need to really neat feature. The only issue why I'm giving it 4 star is because it was very difficult to put in our truck we have a 2018 Nissan Titan and it would not latch in rear facing mode we had to use the seat belt after watching some videos on it on you tube",
            "review_url": null,
            "author_name": "jenyfer w.",
            "author_url": null,
            "meta_data": {
                "verified_purchase": false,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "310296980",
            "date": "2024-05-25",
            "rating": 4,
            "review_title": "360 slim",
            "review_text": "I love everything about the car seat! Only thing I've had issues with is the seatbelt cutting into my baby's thighs.",
            "review_url": null,
            "author_name": "Devin L.",
            "author_url": null,
            "meta_data": {
                "verified_purchase": false,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "348698830",
            "date": "2024-07-01",
            "rating": 4,
            "review_title": "Crotch leg pinch",
            "review_text": "I love everything about this car seat except that I'm afraid of pinching my baby's legs in the crotch buckle because it is so wide. I'll be trying a different 360 seat.",
            "review_url": null,
            "author_name": "Amanda",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "353618354",
            "date": "2024-08-09",
            "rating": 5,
            "review_title": "Great gift for my grandson",
            "review_text": "Its alittle slimmer than his brothers car seat and the best part is it turns so its easier to put child in and buckle",
            "review_url": null,
            "author_name": "Dani",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "353575558",
            "date": "2024-08-08",
            "rating": 5,
            "review_title": null,
            "review_text": "It was exactly what I wanted. This was not available on Amazon and the one Amazon did have was more expensive.",
            "review_url": null,
            "author_name": "WalmartCustomer",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "343364714",
            "date": "2024-05-03",
            "rating": 3,
            "review_title": "great car seat but no in and out handle",
            "review_text": "we got this and I'm wrapped it car seat was in beautiful shape but unfortunately when we got to really looking at it it has no in and out handle to carry the car seat unfortunately we're going to return it and purchase a different car seat",
            "review_url": null,
            "author_name": "Tommy",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "355693847",
            "date": "2024-08-29",
            "rating": 5,
            "review_title": null,
            "review_text": "very easy for a grandmom to use",
            "review_url": null,
            "author_name": "alda",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "356337407",
            "date": "2024-09-04",
            "rating": 5,
            "review_title": "360 car seat",
            "review_text": "I  got the slim one and it's amazing!",
            "review_url": null,
            "author_name": "Gabriela",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "356316957",
            "date": "2024-09-04",
            "rating": 2,
            "review_title": "Handling not easy not easy",
            "review_text": "It's absolutely not what i think and super heavy.",
            "review_url": null,
            "author_name": "Evenflo",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "356177749",
            "date": "2024-09-03",
            "rating": 5,
            "review_title": null,
            "review_text": "It is a great quality product",
            "review_url": null,
            "author_name": "WalmartCustomer",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "356321836",
            "date": "2024-09-04",
            "rating": 5,
            "review_title": null,
            "review_text": "it's so nice with little kids! it is a bit heavy but not horrible",
            "review_url": null,
            "author_name": "Tiffany",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "356510933",
            "date": "2024-09-06",
            "rating": 5,
            "review_title": null,
            "review_text": "The convenience of being able to turn the seat is everything.",
            "review_url": null,
            "author_name": "WalmartCustomer",
            "author_url": null,
            "meta_data": {
                "verified_purchase": true,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        },
        {
            "id": "271304450",
            "date": "2024-02-09",
            "rating": 5,
            "review_title": "Favorite car seat",
            "review_text": "Easy to install and such a back saver! Fits in my RAV4 better than the infant seat did",
            "review_url": null,
            "author_name": "Mercy C.",
            "author_url": null,
            "meta_data": {
                "verified_purchase": false,
                "helpful_vote_count": 0,
                "negative_feedback_count": 0,
                "is_recommended": null
            },
            "lang_code": "en-US",
            "response": null
        }
    ],
    "meta_data": {},
    "remaining_credits": 455960
}

Request Cost

Each request returns up to 20 reviews and costs 20 credits.

Support

If you want to add a parameter to our response, or have any question or feedback, please write to us at support@unwrangle.com