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Sams' Product Reviews API

With a GET request to the /api/getter/?platform="samsclub_reviews" endpoint, we can scrape customer reviews for any product on Sams' Club's online store in real-time.

Example

Here's an example showcasing how you can scrape customer reviews for any product on SamsClub.com using its product URL and the page number we're interested in scraping reviews from.

The results are sorted by recency, so the most recent reviews are on page 1.

1
curl -v -L 'https://data.unwrangle.com/api/getter/?platform=samsclub_reviews&url=https%3A%2F%2Fwww.samsclub.com%2Fp%2Fpure-life-purified-water%2Fprod21002929&api_key=API_KEY'

Note

When using curl, it is necessary to add the option -L to get the data back. This is because in some cases our server responds with a 301 and curl does not follow the redirect by default.

Query Parameters

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

Review Query

url

Required

Parameter defines the URL of the product listing for which you want to query reviews. Value of this parameter must be encoded.

page

Optional

Parameter defines the page number from which you want to query reviews. The default value is 1.

Other Required Parameters

platform

Required

Parameter specifies the scraping engine you want to invoke. For the Sams' Club Reviews API, the value should be samsclub_reviews.

api_key

Required

Parameter defines your account's token. Get your API key for free 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

Each request returns up to 10 reviews. The response will include the following attirbutes 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
rating int Rating by reviewer
review_title string Review title by reviewer
review_text string Review's text content
review_url string URL of the review on SamsClub.com
author_name string Reviewer's name
meta_data dict Dict containing meta data like whether purchase is verified and user recommends product. For e.g. verified purchase status
lang_code string Country level language of review content

Response Example

Each request returns up to 10 results. Here's the response you can expect for the request showcased above:

{
    "success": true,
    "url": "https://www.samsclub.com/p/pure-life-purified-water/prod21002929",
    "page": 1,
    "total_results": 1617,
    "no_of_pages": 54,
    "result_count": 30,
    "reviews": [
        {
            "id": "333888967",
            "date": "2024-01-29",
            "rating": 4,
            "review_title": "You have to try it!",
            "review_text": "Great water for the size & money!",
            "review_url": null,
            "author_name": "D Strang",
            "author_url": null,
            "meta_data": {
                "author_id": "43240774c81e0d282e7812adfebb55e6cba8768f9b2190d770c03176fc6f8070f0f2c00e0a6b26aec2e1601a9c12c582",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333877460",
            "date": "2024-01-28",
            "rating": 5,
            "review_title": "Trusted brand",
            "review_text": "I love the taste",
            "review_url": null,
            "author_name": "Jac",
            "author_url": null,
            "meta_data": {
                "author_id": "47f80fba63ec05f6c029e4078b7645aa7a71d6922f6a8ed4b24be604ace9e87e70c98470e871d0a0eeaf9ce23c47e973",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333851310",
            "date": "2024-01-28",
            "rating": 4,
            "review_title": "Fresh taste",
            "review_text": "Good fresh tasting water. Only issue is the lids are hard to open.",
            "review_url": null,
            "author_name": "Angiebaby",
            "author_url": null,
            "meta_data": {
                "author_id": "5c5a8faa-e966-4d2e-ad46-042f0ba7668f",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333840310",
            "date": "2024-01-28",
            "rating": 5,
            "review_title": "Tired of wearing my water!!!",
            "review_text": "I was tired of spilling my water every time I opened the bottle. Back then I was buying MM water. Then I went up in bottled water by a couple of other brands that also had flaimsy bottles. Then I came across Pure Life, I can open the bottles without wearing the water.  The bottle is just right. I have been a loyal customer ever since. Thank you Pure Life for making a cheap bottle!!!!!!",
            "review_url": null,
            "author_name": "Brenda Tyler",
            "author_url": null,
            "meta_data": {
                "author_id": "87484049196685ca361e12dbdfb73c8891f96d829d0208e3faf134f8b542c358a5e3141d1aaf2ec941d6e56a12506c4a",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333800356",
            "date": "2024-01-28",
            "rating": 5,
            "review_title": "Great value for the money",
            "review_text": "Water great value",
            "review_url": null,
            "author_name": "Kayla",
            "author_url": null,
            "meta_data": {
                "author_id": "1fba494a3bc0ad95efe3653b8d8c14f07a4a63b8c69b48c52008a803a4b57737dd77032504bd3bc47015d20e59f9e132",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333708285",
            "date": "2024-01-27",
            "rating": 5,
            "review_title": "Good product",
            "review_text": "Good tasting for less cost. I always recycle so I wouldn’t mind a bit more thickness in the container",
            "review_url": null,
            "author_name": "Mac89",
            "author_url": null,
            "meta_data": {
                "author_id": "7e511cb5-a66c-4737-b525-8b437df3c9ab",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333590789",
            "date": "2024-01-26",
            "rating": 5,
            "review_title": "Perfect Pick up",
            "review_text": "Perfect pick up",
            "review_url": null,
            "author_name": "Renee",
            "author_url": null,
            "meta_data": {
                "author_id": "913431114127c5e0da7d1c6de3a3a4230ba2468d5c54781837b9570511eaa5280c2046199da5adf6e4bb7a096bf4ee9f",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333577769",
            "date": "2024-01-26",
            "rating": 5,
            "review_title": "Great Deal",
            "review_text": "By far the best deal on bottled water.",
            "review_url": null,
            "author_name": "Lo",
            "author_url": null,
            "meta_data": {
                "author_id": "6bd8e35c-f733-46f7-a44d-0460cbdc5f33",
                "is_syndicated": false,
                "is_recommended": null,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "269971544",
            "date": "2024-01-25",
            "rating": 5,
            "review_title": "My favorite water brand",
            "review_text": "Pure life water is delicious. I’m a big water drinker and I’ve tried so many different brands and pure life has definitely been my favorite. There’s no funny plastic taste or iron-y taste. It’s straight up refreshing and clean. I keep a couple 24 packs here in the office for everyday drink.",
            "review_url": null,
            "author_name": "miggs13",
            "author_url": null,
            "meta_data": {
                "author_id": "inf12390531",
                "is_syndicated": true,
                "is_recommended": null,
                "source": "influenster.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333429658",
            "date": "2024-01-25",
            "rating": 5,
            "review_title": "Greed",
            "review_text": "Good water for the price. It is a shame that mankind has put a price on water. When it was free from the begin.",
            "review_url": null,
            "author_name": "Louis",
            "author_url": null,
            "meta_data": {
                "author_id": "9c724f7d-0424-4b7a-b110-c78c6316954a",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333461866",
            "date": "2024-01-25",
            "rating": 5,
            "review_title": "Taste great",
            "review_text": "I just love the taste",
            "review_url": null,
            "author_name": "Ritaboo",
            "author_url": null,
            "meta_data": {
                "author_id": "f27badde-bffc-46b0-b2cb-a17b23e2a72d",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333364771",
            "date": "2024-01-24",
            "rating": 5,
            "review_title": "Our favorite water",
            "review_text": "Purchased many times",
            "review_url": null,
            "author_name": "JoM",
            "author_url": null,
            "meta_data": {
                "author_id": "c23a1918-4acb-425d-80f7-0ea0b4e81e0d",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333348625",
            "date": "2024-01-24",
            "rating": 5,
            "review_title": "Genial",
            "review_text": "Genial",
            "review_url": null,
            "author_name": "Karla",
            "author_url": null,
            "meta_data": {
                "author_id": "b394d89d-f6e2-41cf-a812-5c27270b7b5e",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333344466",
            "date": "2024-01-24",
            "rating": 5,
            "review_title": "Good value",
            "review_text": "Largest quantity for the least cost. Good water.",
            "review_url": null,
            "author_name": "ScoutMomma2",
            "author_url": null,
            "meta_data": {
                "author_id": "1f6434a6-b2f4-44fc-9bad-e657a3642708",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333334825",
            "date": "2024-01-23",
            "rating": 5,
            "review_title": "Value pack water",
            "review_text": "Great value",
            "review_url": null,
            "author_name": "Diana",
            "author_url": null,
            "meta_data": {
                "author_id": "39b7bbe5adb3c2b1322038d0ac49aa9af26e27b522710fc01d2ba2b777e2bfe8edd193e40a768cff895103ae64d580a9",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333200056",
            "date": "2024-01-22",
            "rating": 4,
            "review_title": "Water",
            "review_text": "Water taste good",
            "review_url": null,
            "author_name": "Mom of many",
            "author_url": null,
            "meta_data": {
                "author_id": "4b1b38a0-b045-4214-8211-91cd9515d293",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333160759",
            "date": "2024-01-22",
            "rating": 5,
            "review_title": "Water",
            "review_text": "Great water",
            "review_url": null,
            "author_name": "Katherine",
            "author_url": null,
            "meta_data": {
                "author_id": "3d54a13adb76b6a54b8f30e3454d50ff3c8142cb6f6e68df49155e1be49794a52640631843b3084bf4fc457cba13c8c2",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333146332",
            "date": "2024-01-22",
            "rating": 5,
            "review_title": "Purified Water",
            "review_text": "As advertised",
            "review_url": null,
            "author_name": "Jjab",
            "author_url": null,
            "meta_data": {
                "author_id": "cfcbf199-408d-4605-87d6-6ab98d8f9cdd",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "333129337",
            "date": "2024-01-22",
            "rating": 5,
            "review_title": "Water",
            "review_text": "Just water",
            "review_url": null,
            "author_name": "Bob",
            "author_url": null,
            "meta_data": {
                "author_id": "84a0c89d-bd56-4206-b3ce-5128aaf9b22b",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332997787",
            "date": "2024-01-20",
            "rating": 5,
            "review_title": "Water bottles are too thin except this one",
            "review_text": "Bottles are thicker",
            "review_url": null,
            "author_name": "Kathie 1313",
            "author_url": null,
            "meta_data": {
                "author_id": "3d4f8a36-c62c-45c6-89e7-12c15eea85fa",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332800513",
            "date": "2024-01-19",
            "rating": 5,
            "review_title": "Good value",
            "review_text": "Good value",
            "review_url": null,
            "author_name": "RAH",
            "author_url": null,
            "meta_data": {
                "author_id": "b33c0047-b823-4330-8c6e-199557eabfd6",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332786007",
            "date": "2024-01-19",
            "rating": 5,
            "review_title": "don't like it? try doing without it a few days",
            "review_text": "Now if it could just carry itself from the store to the car and the car to the house...",
            "review_url": null,
            "author_name": "Michael John",
            "author_url": null,
            "meta_data": {
                "author_id": "732fa352-22c7-46cb-974b-169804faa075",
                "is_syndicated": false,
                "is_recommended": null,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332781718",
            "date": "2024-01-19",
            "rating": 5,
            "review_title": "Pure life water",
            "review_text": "Having someone’s else handle the carrying of case is worth shipping",
            "review_url": null,
            "author_name": "Angie",
            "author_url": null,
            "meta_data": {
                "author_id": "f607ca3e6158e7eb1dcbd6173f8519a5b087d83ce6bebef089e2c7f77e31c4a8f92843e52d55fcea81eb66428ab19038",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332738086",
            "date": "2024-01-19",
            "rating": 5,
            "review_title": "Refreshing",
            "review_text": "Nothing like pure life",
            "review_url": null,
            "author_name": "Melody",
            "author_url": null,
            "meta_data": {
                "author_id": "5e01c3fb06cd65da0773b66d8123084d006631e595363445a6f5b3067ae385566df74580a401a1b017bb2fb95e671a0c",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332693426",
            "date": "2024-01-18",
            "rating": 5,
            "review_title": "Love having water on hard for in the car & workout",
            "review_text": "Water on hand",
            "review_url": null,
            "author_name": "Lc",
            "author_url": null,
            "meta_data": {
                "author_id": "a08430b02a806d6100fa50a00403e6ce11be08b1c0c90fb21cad50fe6788320c8a60326d01f258f262bab0a25e170de7",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332627465",
            "date": "2024-01-18",
            "rating": 5,
            "review_title": "5 star",
            "review_text": "Good taste.",
            "review_url": null,
            "author_name": "Maxwell",
            "author_url": null,
            "meta_data": {
                "author_id": "9e1b2e8e-f402-4c65-b99d-9f94dee06d79",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332566378",
            "date": "2024-01-17",
            "rating": 1,
            "review_title": "they say drink water but now its not good for you?",
            "review_text": "sad to hear there is small plastic particles in the water i drink",
            "review_url": null,
            "author_name": "Christine",
            "author_url": null,
            "meta_data": {
                "author_id": "c826b4f0-a985-4c02-9c17-3814f56f3a96",
                "is_syndicated": false,
                "is_recommended": null,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332538206",
            "date": "2024-01-17",
            "rating": 5,
            "review_title": "Pure Refreshing Experience",
            "review_text": "Only water that gives a clean, fresh and healthy drinking experience .",
            "review_url": null,
            "author_name": "Rachael",
            "author_url": null,
            "meta_data": {
                "author_id": "81e98a66-9460-487d-a88c-05dfd26ee42f",
                "is_syndicated": false,
                "is_recommended": null,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332529588",
            "date": "2024-01-17",
            "rating": 5,
            "review_title": "Good",
            "review_text": "Good",
            "review_url": null,
            "author_name": "Good",
            "author_url": null,
            "meta_data": {
                "author_id": "6393a32c-e8a3-4c3a-8b8d-e694c826732f",
                "is_syndicated": false,
                "is_recommended": true,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        },
        {
            "id": "332467051",
            "date": "2024-01-16",
            "rating": 4,
            "review_title": "Bad deal unless you pick up at store",
            "review_text": "I ordered these to be shipped to my home, as a plus member I was told I got free shipping, but I was charged $27.00 shipping!",
            "review_url": null,
            "author_name": "Connie",
            "author_url": null,
            "meta_data": {
                "author_id": "4550354153b5d41bc2a551fa499a58bcfe2cb48d3545bd8424b4cb1f819f421247a70ca3c3601659a87f7087a2c9151a",
                "is_syndicated": false,
                "is_recommended": false,
                "source": "samsclub.com"
            },
            "lang_code": "en_US",
            "location": null
        }
    ],
    "meta_data": {},
    "remaining_credits": 708128
}

Request Cost

Each request returns up to 10 reviews and costs 10 credits.

Support

If the response doesn't include the data you need, or if you have any question or feedback, please write to us at support@unwrangle.com