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Walmart products dataset in 2026

Prices compared, listings as rows.

Bright Data sells its Walmart Products dataset at up to $0.0025 a record, from a $250 minimum for 100K records, narrowed by one prompt. Apify's Walmart actors start at $2.90 per 1,000 results.

SpecStream is the live web data engine for teams and agents. Describe the Walmart listings you track in plain words, and Deep Search returns every match as rows at 5¢, 15¢ or $1, rerun as often as every hour.

Describe the listings you track

New accounts get $10 of credit, no card.

Walmart product data sources side by side

SpecStreamBright Data Walmart Products datasetApify Walmart actors
What you ask forThe listings you track in plain words, with the conditions every row must meet: brand, category, price range, seller or ratingA dataset from its store, narrowed by filters or by one prompt in plain English, or a subset with only the data points you needSearch inputs you set: filters, categories and lists, or product pages
What a row carriesThe fields you name, from the listing and other pages joined into one record. Source URL and read time on every valueUp to 101 data fields, among them URL, final price, initial price, SKU, GTIN, UPC, brand, seller information, variants and availabilityImages, brand details, prices, variations and more
The unit you pay forA delivered row: 5¢, 15¢ or $1 by how much the row needs. Only rows that meet every condition are billedA record, at up to $0.0025A result, from $2.90 per 1,000
Smallest start$10 of credit for a new account, no card. The smallest payment after that is $10, and it never expires$250, one time, for the 100K record tier$5 of free platform usage every month, then pay per result
A custom datasetAny set of listings you can describe, found on the live web. SpecStream reads the request back as conditions you can edit and quotes the most the run can cost before it starts"Filter the Walmart Products dataset with a single prompt": the prompt applies filters to the records Bright Data already collected, priced per recordYou set the inputs and run the actor, billed per result
New and changed listingsA saved request reruns hourly to yearly. Each row comes back labeled changed, unchanged or no longer matching. A changed or new row costs half its rate, an unchanged row 1¢Updates daily, weekly, monthly or on a custom basis. Custom delivery schedules, and Smart data updates that send only New Records or Updated Records. A refresh plan saves 25% to 80%Runs you schedule and monitor yourself
Where the data goesGoogle Sheets, Excel, Airtable, Notion, HubSpot, Salesforce, Slack, Teams, Zapier, Make, n8n, signed webhooks, the API and MCPJSON, NDJSON, JSON Lines, CSV or Parquet files, delivered to Snowflake, Amazon S3, Google Cloud, Azure or SFTPAn export of the run's data, or the API

Why Walmart data buyers choose SpecStream

The listings you track, not a 100K record file

Bright Data's smallest Walmart Products order is the 100K record tier at $250. A brand that watches its own catalog on Walmart.com tracks a few hundred or a few thousand listings: its products, the sellers that carry them and the prices they show. On SpecStream you write that as the request, for example "Walmart.com listings of cordless drills from DeWalt, Makita and Milwaukee, with the product name, the price, the seller, the rating and the product URL". Deep Search returns one row per listing that meets every condition. 2,000 listings with up to 5 facts each cost $100, and a listing that fails a condition is left out and not billed.

A request you write, in place of a filter on a stored dataset

Bright Data's custom dataset builder turns one prompt into filters on the Walmart records it already collected, at the same price per record. A SpecStream request names any condition and any fact: the price, the seller, the rating, or a fact from the brand's own page for the same product. SpecStream reads the request back as conditions you can edit, checks each condition against the listing's own words and numbers, and leaves out a row that fails.

New listings and changed prices, as often as every hour

Bright Data's Walmart Products dataset updates daily, weekly, monthly or on a custom basis, with custom delivery schedules and Smart data updates that send only New Records or Updated Records. Its refresh plans save 25% biannual, 50% quarterly and 80% monthly, priced per record. A saved SpecStream request reruns hourly to yearly. Each row comes back labeled changed, unchanged or no longer matching, so a new seller or a price drop shows as a change and a delisted product shows as no longer matching. A changed or new row costs half its rate (3¢, 8¢ or 50¢), and an unchanged row costs 1¢. Read how schedules work.

Every price with its page and the time it was read

When a reseller breaks MAP, Legal needs the page. SpecStream flags prices below MAP in every store selling your products, new sellers included, and shows the listing and the time we saw the price. Source URL and read time on every value. Records of two kinds never merge, and each price shows its page.

A price before the run

SpecStream quotes the most a run can cost before it starts, and nothing runs until you approve it. Duplicates and rows you already own are not charged, a run that finds nothing costs nothing, and whatever a run does not use goes back to your balance. Rows go to Google Sheets, HubSpot, Salesforce, Slack, a signed webhook, or your agent through the MCP server at https://api.specstream.ai/mcp.

Other Walmart product data sources

SpecStream

The live web data engine. Deep Search returns the Walmart listings you describe as rows at 5¢, 15¢ or $1 a row, reruns them hourly to yearly with every change labeled, and delivers them to your sheet, CRM, Slack or agent. Source URL and read time on every value.

Bright Data Walmart Scraper API

Bright Data's scraper for Walmart pages you name, with no charges for failed deliveries. Every new account gets 5,000 free credits a month, which Bright Data values at about $7.50. SpecStream finds the listings for you and bills a row only when it meets every condition in your request.

Apify Walmart Product Search

A community actor that scrapes Walmart search results by keyword, sorted by Best Match, Price, Best Seller, store ID or ZIP code, from $5.00 per 1,000 results. You run and schedule it yourself. A saved SpecStream request reruns on its own and labels every row changed, unchanged or no longer matching.

Walmart catalogs on Datarade

A marketplace of data sellers. One listing, the Walmart 1P Sovereign Master Product Catalog with 188,200+ first party SKUs and a daily price and stock feed, starts at $3,150 a purchase, down from $3,500. SpecStream starts with $10 of credit and bills each delivered row.

How SpecStream scores

The same numbers as the benchmarks page, from the official tasks and scorers.

SpecStreamParallelExaTavilyPerplexity
Web researchWideSearch, GPT-5.6 Luna60.945.553.047.947.0
Factual accuracySimpleQA Verified, GPT-5.6 Luna9694919494
Factual accuracySimpleQA Verified, GPT-5.6 Sol9997919295

How to start

Write the Walmart listings you track in plain words, in place of the dataset you would order or the actor you would run. A new account gets $10 of credit, no card. At 5¢ a row, that is up to 200 listings.

Or send the request from code. This call spends nothing: the 402 reply shows how SpecStream read the request, the columns and the most it can cost.

curl -i https://api.specstream.ai/v1/agent/lists \
  -H "Content-Type: application/json" \
  -d '{"request": "Walmart.com listings of cordless drills from DeWalt, Makita and Milwaukee, with the product name, the price, the seller, the rating and the product URL", "count": 25}'

Approve that maximum by card through Stripe's Link agent wallet, or in USDC, and you pay for the rows found. On an account, your agent uses the MCP server at https://api.specstream.ai/mcp and your team uses the workspace, from the same balance. Save the request to rerun it on a schedule. For Bright Data's other products, see Bright Data alternatives.

Describe the listings you track

Frequently asked questions

Something we didn't answer? Talk to a human

How much does a Walmart products dataset cost?
Bright Data sells its Walmart Products dataset at up to $0.0025 a record, and its smallest order is $250 for 100K records. Apify's Walmart actors start at $2.90 per 1,000 results. SpecStream costs 5¢, 15¢ or $1 a delivered row, with $10 of credit for a new account and no minimum order: 2,000 listings with up to 5 facts each cost $100.
Can I get only new Walmart products or changed prices?
Yes. Bright Data's Smart data updates send only New Records or Updated Records, delivered daily, weekly, monthly or on a custom schedule. A saved SpecStream request reruns as often as every hour and labels each row changed, unchanged or no longer matching. A new or changed row costs half its rate, and an unchanged row costs 1¢.
Does Bright Data build a custom Walmart dataset?
Yes, by filters: its custom dataset builder turns one prompt into filters on the Walmart Products records it holds, and a subset with fewer data points costs less, at up to $0.0025 a record from the $250 minimum. SpecStream builds the set from the live web for any request you can describe, billed per delivered row.
What fields does a Walmart product record have?
Bright Data lists 101 data fields for its Walmart Products dataset, among them URL, final price, initial price, SKU, GTIN, UPC, brand, seller information, variants and availability. A SpecStream row carries the fields you name, each with the URL of the page it was read on and the time it was read.
What is the best Walmart products dataset alternative?
SpecStream. You describe the listings you track in plain words, approve the most the run can cost, and get one row per listing that meets every condition, in your sheet, your CRM, Slack or your agent. It reruns as often as every hour, and only delivered rows are billed.
Does SpecStream have an API and an MCP server?
Yes. The MCP server is at https://api.specstream.ai/mcp over Streamable HTTP, with OAuth or an API key, and the REST API, Python and TypeScript SDKs and CLI use the same balance. A request sent to /v1/agent/lists returns the most it can cost before anything runs.

Sources

SpecStream wrote this page. Each rival figure comes from that company's own page.

  1. SpecStream pricingspecstream.ai/pricing, read Nov 12, 2026
  2. SpecStream for agentsspecstream.ai/agents.md, read Nov 12, 2026
  3. SpecStream schedulesspecstream.ai/docs/schedules, read Nov 12, 2026
  4. Bright Data Walmart Products datasetbrightdata.com/products/datasets/walmart/products, read Nov 12, 2026
  5. Bright Data datasets pricingbrightdata.com/pricing/datasets, read Nov 12, 2026
  6. Bright Data Walmart Scraper APIbrightdata.com/products/web-scraper/walmart, read Nov 12, 2026
  7. Apify Walmart Data Extractorapify.com/epctex/walmart-scraper, read Nov 12, 2026
  8. Apify Walmart Product Detail Scraperapify.com/e-commerce/walmart-product-detail-scraper, read Nov 12, 2026
  9. Apify Walmart Product Searchapify.com/burbn/walmart-product-search, read Nov 12, 2026
  10. Apify Walmart products datasetapify.com/store/product-collector/walmart-products-dataset, read Nov 12, 2026
  11. Datarade Walmart datasetsdatarade.ai/search/products/walmart-dataset, read Nov 12, 2026