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Wayfair Reviews API Documentation

GET https://scrappa.co/api/wayfair/reviews

Wayfair Reviews API returns the customer reviews of a product: rating, text, date (also as ISO date), author, location, verified purchase badge, the options the reviewer bought and review photos. The answer also holds the total count, the review aspects with sentiment and the AI review summary. Page with limit (up to 100) and cursor: pass the next_cursor of the previous answer unchanged. Sort with sort and filter by star ratings, aspects and text search.

Filters are always honoured: a review outside the requested star ratings is never returned. Get the variant_id from the product route. Review videos are not included. Text in body is plain text: the match marks that Wayfair adds for a text search are removed. ai_review_summary holds the text and the disclaimer; the marked phrases (highlights) are part of the product route only.

Credits: 1 credit per successful request. Failed requests are not billed.

Wayfair Reviews API Documentation 1 credit/request

Endpoint

Request preview
GET
https://scrappa.co/api/wayfair/reviews
Auth header
x-api-key
Cost
1 credit/request
variant_id = 1234567890
Response preview
200 OK
{
    "data": {
        "aspects": [
            {
                "id": "Assembly",
                "name": "Assembly",
                "count": 25,
                "sentiment": "MIXED"
            },
            {
                "id": "Size",
                "name": "Size",
                "count": 21,
                "sentiment": "POSITIVE"
...

Parameters

Start with the required fields, then add optional filters only when your use case needs them.

Runnable path

1 required parameter needed before sending a request.

7 optional filters available.

variant_id string Required

The variant_id of a product answer, for example BA49044472.

Example value 1234567890
limit integer Optional

Reviews per page, 1 to 100 (default 20).

Example value 10
cursor string Optional

The next_cursor of the previous answer.

Example value 0
sort string Optional

RELEVANCE_DESC, HELPFULNESS_DESC, RATING_DESC, RATING_ASC, DATE_DESC or PHOTOS_COUNT_DESC.

Example value relevance
ratings string Optional

Star ratings to keep, comma separated. Example: 1,2.

Example value example
aspects string Optional

Aspect ids from an answer, comma separated. Example: Assembly,Quality.

Example value example
domain string Optional

Storefront: com (default), ca or co.uk. SKUs, slugs and category ids differ per storefront: use ids from the same storefront.

Example value example.com

Response Schema

Example response fields are illustrative; inspect the JSON before integrating.

Example response fields

Scan these fields before integrating.

data meta success
JSON Response
200 OK
{
    "data": {
        "aspects": [
            {
                "id": "Assembly",
                "name": "Assembly",
                "count": 25,
                "sentiment": "MIXED"
            },
            {
                "id": "Size",
                "name": "Size",
                "count": 21,
                "sentiment": "POSITIVE"
            }
        ],
        "reviews": [
            {
                "id": "167409854",
                "body": "Wayfair did their part. Purchasing and fulfillment was efficient and flawless. The product itself is another story. I didn\u2019t expect too much...",
                "date": "06/04/2026",
                "badge": "Verified Purchase",
                "author": "Jimmy",
                "images": [
                    {
                        "id": 449162393,
                        "url": "https://assets.wfcdn.com/im/00000000/resize-h800-w800%5Ecompr-r85/4491/449162393/review.jpg"
                    }
                ],
                "locale": "en",
                "rating": 2,
                "date_iso": "2026-06-04",
                "location": "San Bruno, CA",
                "is_translated": false,
                "badge_description": "This reviewer purchased this item from Wayfair.",
                "purchased_options": [
                    {
                        "name": "Finish",
                        "value": "White"
                    },
                    {
                        "name": "Size",
                        "value": "50.8\" H x 19.7\" W x 7.5\" D"
                    }
                ]
            }
        ],
        "pagination": {
            "next_cursor": "WzEuMCwxLDAuOTg3NSwxNzg3Nzc4MzkyMDAwLDE4MTE3MjMzNV0=",
            "has_next_page": true
        },
        "variant_id": "BA49044472",
        "total_count": 70,
        "ai_review_summary": {
            "text": "Customers generally find the product to be a good value, with many praising its size and quality for the price. The compact dimensions are ideal for small spaces, and the product is described as sturdy and well-made. However, opinions on assembly are mixed, with some finding it easy and others experiencing difficulties due to unclear instructions or numerous parts. Capacity is also a point of contention, with some reviewers feeling it holds fewer shoes than advertised.",
            "disclaimer": "AI-generated from customer reviews",
            "highlights": [
                {
                    "text": "compact size",
                    "aspect": "Size",
                    "sentiment": "POSITIVE"
                },
                {
                    "text": "well-made build",
                    "aspect": "Quality",
                    "sentiment": "POSITIVE"
                }
            ]
        }
    },
    "meta": {
        "credits": 1,
        "billable": true,
        "endpoint_family": "reviews"
    },
    "success": true
}

Errors

Handle these documented responses before retrying or showing customer-facing failures.

422

Validation Error

A parameter is missing or invalid, or an id does not belong to the request. This response is not billable.

{
    "errors": {
        "domain": [
            "The domain must be com, ca or co.uk."
        ]
    },
    "message": "The request validation failed"
}
404

Not Found

The product or reviews were not found on this storefront. This response is not billable.

{
    "meta": {
        "billable": false,
        "retryable": false,
        "endpoint_family": "reviews"
    },
    "error": {
        "code": "NOT_FOUND",
        "message": "The requested resource was not found."
    },
    "success": false
}
503

Upstream Unavailable

Wayfair could not be reached, blocked the request or returned data that does not match the request (another page, another sort, a partly loaded grid). This response is not billable and is retryable.

{
    "meta": {
        "billable": false,
        "retryable": true,
        "endpoint_family": "reviews"
    },
    "error": {
        "code": "UPSTREAM_UNAVAILABLE",
        "message": "Wayfair could not be reached. Please retry shortly."
    },
    "success": false
}

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