Walmart Category API
Scrape Walmart Category data with one API call. Returns products listed in a Walmart category, up to 100 per call, with title, price, rating, review count, image, availability, and seller. Unlike keyword search this endpoint DOES return real prices, which makes it the better source for price monitoring across a product set. Category ids appear in the category URLs on a product detail response (for example 3944 for Electronics). Two upstream caveats measured against the live source: sort_by is applied loosely and does not guarantee a globally ordered page (sort client-side if you need one), and brand is not populated on category rows, so read it from GET /v1/walmart/product when you need it.
Last updated October 2026Maintained by the SocialCrawl team
Returns products listed in a Walmart category, up to 100 per call, each with title, real price, rating, review count, image, availability, and seller.
Use it to walk or price-monitor a whole Walmart category by its id, since it reports real prices. De-duplicate by product id when paging.
Searching 69 platforms in parallel
What can you do with the Category API?
The Category endpoint gives you structured Walmart data with computed fields in a single request. No scraping infrastructure to build or maintain.
Example Request
# GET /v1/walmart/category: 5 credits per page. Cache hits are free and failed calls are refunded.
# Check the price first for 0 credits: add dry_run=1 to the query. Nothing is fetched or charged.
# --max-time 60: the API's own time limit for this endpoint.
# --retry 3: retries timeouts, 429 and 5xx, honoring Retry-After.
# -o response.json keeps only the final attempt's body.
# One Idempotency-Key per request, reused on every retry, so a retried call is never charged twice.
# Next page: send pagination.next_cursor back as cursor until pagination.has_more is false.
IDEMPOTENCY_KEY=$(od -An -N16 -tx1 /dev/urandom | tr -d ' \n')
curl -sS --max-time 60 --retry 3 -o response.json \
-H "x-api-key: YOUR_API_KEY" \
-H "Idempotency-Key: $IDEMPOTENCY_KEY" \
"https://www.socialcrawl.dev/v1/walmart/category?category_id=3944&limit=40&country=US" && cat response.json# GET /v1/walmart/category: 5 credits per page. Cache hits are free and failed calls are refunded.
# Check the price first for 0 credits: add dry_run=1 to the query. Nothing is fetched or charged.
import os
import random
import time
import uuid
import requests
API_KEY = os.environ.get("SOCIALCRAWL_API_KEY", "YOUR_API_KEY")
TIMEOUT_S = 60 # the API's own time limit for this endpoint.
MAX_RETRIES = 3
URL = "https://www.socialcrawl.dev/v1/walmart/category"
def backoff(attempt):
# Exponential backoff with jitter: about 1 s, 2 s, then 4 s.
return 2 ** attempt * (0.5 + random.random() / 2)
def socialcrawl(params):
# One Idempotency-Key per request, reused on every retry, so a retried call is never charged twice.
idempotency_key = str(uuid.uuid4())
for attempt in range(MAX_RETRIES + 1):
try:
res = requests.get(
URL,
params=params,
headers={"x-api-key": API_KEY, "Idempotency-Key": idempotency_key},
timeout=TIMEOUT_S,
)
body = res.json()
except (requests.RequestException, ValueError):
# A timeout, a dropped connection or a non-JSON gateway page: retry with the same key.
if attempt == MAX_RETRIES:
raise
time.sleep(backoff(attempt))
continue
if body["success"]:
return body
error = body["error"]
# Branch on error["type"], never on the message text.
if error["type"] == "RESOURCE_NOT_FOUND":
return None # refunded: nothing to read
retry_after = res.headers.get("Retry-After")
# SERVICE_UNAVAILABLE without Retry-After is a withdrawn endpoint: permanent.
permanent = error["type"] == "SERVICE_UNAVAILABLE" and retry_after is None
if not error.get("retryable") or permanent or attempt == MAX_RETRIES:
raise RuntimeError(f"{error['type']}: {error['message']} (request_id {body['request_id']})")
# Retry-After (seconds) wins; otherwise back off.
time.sleep(float(retry_after) if retry_after else backoff(attempt))
params = {
"category_id": "3944",
"limit": "40",
"country": "US",
}
# Walk the list: send pagination.next_cursor back as cursor until has_more is false.
MAX_PAGES = 10 # each page is one call
items = []
for _ in range(MAX_PAGES):
body = socialcrawl(params)
if body is None:
break
items.extend(body["data"]["items"])
page = body.get("pagination") or {}
if not page.get("has_more") or not page.get("next_cursor"):
break
params["cursor"] = page["next_cursor"]
print(f"{len(items)} items")// GET /v1/walmart/category: 5 credits per page. Cache hits are free and failed calls are refunded.
// Check the price first for 0 credits: add dry_run=1 to the query. Nothing is fetched or charged.
const API_KEY = process.env.SOCIALCRAWL_API_KEY ?? "YOUR_API_KEY";
const TIMEOUT_MS = 60_000; // the API's own time limit for this endpoint.
const MAX_RETRIES = 3;
type Page = { next_cursor: string | null; has_more: boolean };
type SocialCrawlResponse =
| { success: true; data: any; pagination?: Page; credits_used: number; request_id: string }
| { success: false; error: { type: string; message: string; retryable: boolean }; request_id: string };
const sleep = (ms: number) => new Promise((resolve) => setTimeout(resolve, ms));
// Exponential backoff with jitter: about 1 s, 2 s, then 4 s.
const backoffMs = (attempt: number) => 2 ** attempt * 1000 * (0.5 + Math.random() / 2);
async function socialcrawl(url: URL) {
// One Idempotency-Key per request, reused on every retry, so a retried call is never charged twice.
const idempotencyKey = crypto.randomUUID();
for (let attempt = 0; ; attempt++) {
let res: Response;
let body: SocialCrawlResponse;
try {
res = await fetch(url, {
headers: {
"x-api-key": API_KEY,
"Idempotency-Key": idempotencyKey,
},
signal: AbortSignal.timeout(TIMEOUT_MS),
});
body = (await res.json()) as SocialCrawlResponse;
} catch (error) {
// A timeout, a dropped connection or a non-JSON gateway page: retry with the same key.
if (attempt >= MAX_RETRIES) throw error;
await sleep(backoffMs(attempt));
continue;
}
if (body.success) return body;
// Branch on error.type, never on the message text.
if (body.error.type === "RESOURCE_NOT_FOUND") return null; // refunded: nothing to read
const retryAfter = res.headers.get("Retry-After");
// SERVICE_UNAVAILABLE without Retry-After is a withdrawn endpoint: permanent.
const permanent = body.error.type === "SERVICE_UNAVAILABLE" && retryAfter === null;
if (!body.error.retryable || permanent || attempt >= MAX_RETRIES) {
throw new Error(`${body.error.type}: ${body.error.message} (request_id ${body.request_id})`);
}
// Retry-After (seconds) wins; otherwise back off.
await sleep(retryAfter ? Number(retryAfter) * 1000 : backoffMs(attempt));
}
}
const url = new URL("https://www.socialcrawl.dev/v1/walmart/category");
url.searchParams.set("category_id", "3944");
url.searchParams.set("limit", "40");
url.searchParams.set("country", "US");
// Walk the list: send pagination.next_cursor back as cursor until has_more is false.
const MAX_PAGES = 10; // each page is one call
const items: unknown[] = [];
for (let page = 0; page < MAX_PAGES; page++) {
const body = await socialcrawl(url);
if (!body) break;
items.push(...body.data.items);
const next = body.pagination?.next_cursor;
if (!body.pagination?.has_more || !next) break;
url.searchParams.set("cursor", next);
}
console.log(`${items.length} items`);Parameters worth sending
country=USResults for one country.
Parameters
| Parameter | Required | Description |
|---|---|---|
| category_id | Yes | Walmart category id, for example 3944 for Electronics. Category ids and their URLs are returned in the categories array of GET /v1/walmart/product. |
| page | No | Page number, starting at 1. Prefer the universal cursor parameter. |
| sort_by | No | Result ordering: best_match (default), price_low, price_high, best_seller, or top_rated. (best_match | price_low | price_high | best_seller | top_rated) |
| min_price | No | Lowest price to include. Must be below max_price when both are set. Applied by Walmart and approximate: it narrows the result set but occasionally returns a row outside the bound, so filter on product.price.current if you need a hard limit. |
| max_price | No | Highest price to include. Must be above min_price when both are set. Applied by Walmart and approximate: it narrows the result set but occasionally returns a row outside the bound, so filter on product.price.current if you need a hard limit. |
| zip_code | No | ZIP code used to localise availability, pickup, and shipping options. Walmart pricing and stock are store-level, so results differ by location. |
| state | No | Two-letter US state code used to localise results (for example CA, NY). |
| store_id | No | Walmart store id, to restrict results to one physical store's assortment. |
| facet | No | Opaque refinement token taken from a previous response's facet data (for example a brand or category filter). |
| country | No | Walmart marketplace as a two-letter country code: US (walmart.com, default) or CA (walmart.ca). A product id from one marketplace will not resolve in the other. (US | CA) |
| limit | No | Products per page, 1 to 100. Defaults to 40. Enforced by SocialCrawl: the page is trimmed to exactly this many rows. |
| max_pages | No | 1 to 50 (default 1, or 50 when `max_items` or `max_credits` is sent). Walk up to this many pages in one call and return the rows from all of them. Each page walked is billed exactly as one call to this endpoint (a cached page is free) and counts against your rate limit; its charge and any refund are recorded under the page's own request id, listed in `data.walk.request_ids`. The walk stops early at the last page, or when the request's time budget runs low; `data.walk.stopped` says why (`end`, `max_pages`, `max_items`, `max_credits`, `time_budget`, `page_error`) and `pagination.next_cursor` continues from where it stopped. |
| max_items | No | 1 to 5000. Get more in one call: keep walking pages until the response holds at least this many rows, then stop with `data.walk.stopped: "max_items"`. The last page is returned whole (it was billed), so `data.items` can hold up to one page more than this, and `pagination.next_cursor` resumes right after it without skipping a row. Walks up to 50 pages unless `max_pages` says fewer; each page is billed as one call (a cached page is free). Add `max_credits` to cap the spend. A long walk can stop on the time budget first (`"time_budget"`): send the returned cursor with the same params to continue. |
| max_credits | No | 1 to 100000. The most this call may spend, across every page it walks. A page starts only while the credits already spent plus that page's price (or, when higher, the most any page of this walk has cost) still fit, so the call never goes past it; the walk then stops with `data.walk.stopped: "max_credits"` and the cursor to resume. Sent alone, it walks as far as the budget goes (up to 50 pages). A value below the price of one page is a free 400 whose `error.details.page_credits` names that price. Credits a row join (`include=`) adds are known only once a page has run, so page 1 is checked against its own price. |
What does the Walmart Category API return?
Every response follows one unified schema. Here is a real, unmodified response body, so you can see the exact fields you get back before spending a credit.
Example response
{
"success": true,
"platform": "walmart",
"endpoint": "/v1/walmart/category",
"data": {
"items": [
{
"product": {
"id": "11384707978",
"url": "https://www.walmart.com/ip/Apple-AirPods-4-with-Active-Noise-Cancellation/11384707978?classType=REGULAR&athbdg=L1102",
"title": "Apple AirPods 4 with Active Noise Cancellation",
"description": "Key Feature 1. Key Feature 2. Key Feature 3. Key Feature 4. Key Feature 5",
"seller": "Walmart.com",
"brand": null,
"price": {
"current": 144.99,
"original": 179,
"currency": "USD"
},
"rating": {
"average": 4.4,
"count": 27651
},
"image_urls": "https://i5.walmartimages.com/seo/Apple-AirPods-4-with-Active-Noise-Cancellation_970671e7-764d-4536-9f51-666941f35ad3.012d4c1b577966703dc4b6947a77677b.jpeg",
"availability": "In stock",
"reviews_count": null,
"ext": {
"seller_id": "F55CDC31AB754BB68FE0B39041159D63",
"catalog_id": "4W09PR7NC59E"
}
}
},
{
"product": {
"id": "19977723464",
"url": "https://www.walmart.com/ip/Lenovo-Legion-5a-15-3-WQXGA-Laptop-Ryzen-7-250-1-6GB-1TB-NVIDIA-GeForce-RTX-5060-83Q70003US/19977723464?classType=REGULAR",
"title": "Lenovo Legion 5a 15.3\" WQXGA Laptop, Ryzen 7 250, 1 6GB, 1TB, NVIDIA GeForce RTX 5060, 83Q70003US",
"description": "Lenovo Legion 5a 15.3\" WQXGA Laptop, Ryzen 7 250, 1 6GB, 1TB, NVIDIA GeForce RTX 5060, 83Q70003US",
"seller": "Walmart.com",
"brand": null,
"price": {
"current": 1249,
"original": 2099.99,
"currency": "USD"
},
"rating": {
"average": 4.3,
"count": 6
},
"image_urls": "https://i5.walmartimages.com/seo/Lenovo-Legion-5a-15-3-WQXGA-Laptop-Ryzen-7-250-1-6GB-1TB-NVIDIA-GeForce-RTX-5060-83Q70003US_e80bebe5-54ef-493b-9279-30b80bf418c4.7f12718d5f45e24a48da9bc53d2f8f44.jpeg",
"availability": "In stock",
"reviews_count": null,
"ext": {
"seller_id": "F55CDC31AB754BB68FE0B39041159D63",
"catalog_id": "26V6GBJCQVIW"
}
}
}
],
"total": null,
"dropped": 0
},
"credits_used": 5,
"credits_remaining": 9999,
"request_id": "req_example000000",
"cached": false,
"pagination": {
"next_cursor": "sc.eyJ2IjoyLCJjIjoiMiIsInAiOiJwYWdlIn0",
"has_more": true,
"page_size": 48
},
"redacted": true
}Live sample illustrating the unified response shape. Field values reflect the record you query.
How does the Walmart Category API work?
Send a GET request with your API key and get back clean, structured JSON in our unified schema. Supported computed fields are populated when the source provides the required inputs.
Method
GET
Response
JSON
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import requests
response = requests.get(
'https://www.socialcrawl.dev/v1/tiktok/profile',
params={'handle': 'charlidamelio'},
headers={'x-api-key': 'sc_YOUR_API_KEY'}
)
data = response.json(){
"success": true,
"platform": "tiktok",
"data": {
"author": {
"username": "charlidamelio",
"followers": 152400000
},
"engagement": {
"likes": 12400000000,
"engagement_rate": 0.087
},
"metadata": {
"language": "en",
"content_category": "lifestyle"
}
}
}Have a question? We got answers
Find answers to frequently asked questions about SocialCrawl's API, pricing, and capabilities.
Contact usWhere do I find a Walmart category id?
Does the category endpoint return real prices?
How many products come back per call?
Why is brand empty on category results?
What if the category id does not exist?
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