Ecommerce Store Discovery
Pricing
from $4.68 / 1,000 store founds
Ecommerce Store Discovery
Find Shopify, WooCommerce, or BigCommerce stores that sell a product. Every store is confirmed on its own homepage, with platform evidence, payment methods, subscription apps, Shopify product count, Tranco rank, and public email and social links. No API key.
Pricing
from $4.68 / 1,000 store founds
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Mamba Labs
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11 hours ago
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Find online stores that sell a product, on the platform you sell into. Enter product keywords and a platform (Shopify, WooCommerce, BigCommerce, or any). You get one row per store, and every store is confirmed on its own homepage before it is returned: the platform with the evidence that proves it, payment methods, subscription apps, currencies, a Shopify product count, a Tranco top sites rank, and the public email, phone, and social links on the homepage. Rows are flat, so they export to CSV or drop into a Clay table.
Features
- Market in, stores out. Product keywords in, a list of stores out. No list of domains needed.
- Confirmed, not guessed. A store is returned only when its own homepage carries the platform's marks: a vendor header, a cookie, a script host, or page code. The row names the evidence and a confidence.
- Size signals. Shopify product count from the store's public products feed, payment providers (Shop Pay, Klarna, Afterpay, PayPal, and more), subscription apps (Recharge, Skio, and more), currencies offered, and the Tranco rank band.
- Contact links. Emails in mailto links, a phone in a tel link, and the first Instagram, Facebook, and TikTok profile linked from the homepage.
- Respects robots.txt. A store whose robots.txt disallows its homepage is skipped, and the products feed is read only where robots.txt allows it.
- Clay ready. Every field also accepts text, as Clay sends it, and every row has the same columns.
How it finds stores
Google result pages are read through the Apify Google SERP proxy, with searches that combine your keyword with a footprint each platform prints on its stores (for example "powered by shopify"). Marketplaces, social networks, and reference sites are dropped. Each remaining site's robots.txt and homepage are read, direct first and through the Apify proxy when a site refuses. No API key and no other developer's actor.
Input
| Field | Type | Default | What it does |
|---|---|---|---|
keywords | array | What the stores sell, for example coffee beans. Up to 50 | |
platform | string | shopify | shopify, woocommerce, bigcommerce, or any |
max_stores | integer | 25 | Stop after this many confirmed stores. Up to 500 |
country | string | US | Google market searched |
location_term | string | A word added to every search, such as Texas or Australia | |
language | string | en | Google interface language |
include_product_count | boolean | true | Shopify products feed count |
include_traffic_rank | boolean | true | Tranco top sites rank |
include_unconfirmed | boolean | false | Also return, free, the sites whose homepage did not show the platform |
exclude_domains | array | Domains to skip | |
max_search_pages | integer | set from max_stores | Cap on Google result pages read |
max_charge_usd | string | Stop before a store row would pass this amount |
Output
One row per store. Key fields:
| Field | Example |
|---|---|
domain, store_url, store_name | goldenbean.com, https://goldenbean.com/, Golden Bean Coffee |
platform, platform_confidence, platform_evidence | shopify, high, header: /^powered-by:\s*shopify/i |
myshopify_domain, other_platforms | golden-bean.myshopify.com, [] |
payment_methods, subscription_apps, currencies | ["shop_pay", "apple_pay"], ["recharge"], ["USD"] |
product_count, product_count_is_exact | 38, true |
tranco_rank, tranco_rank_band, tranco_trend | 68980, top_100k, stable |
contact_emails, phone, instagram_url, facebook_url, tiktok_url | ["info@goldenbean.com"] |
keyword, discovery_query, search_position, search_title, search_snippet | coffee beans, "coffee beans" "powered by shopify", 3 |
row_status, error_reason, billable_events_json | ok, null, {"store-found":1} |
The run summary (key-value store record RUN_SUMMARY) lists stores confirmed, candidates read, Google pages read, sites skipped by robots.txt, and charged events.
Pricing
Pay per event. You pay only these events; the Apify platform and proxy costs of your run, Google SERP proxy included, are paid by Mamba Labs.
| Event | Free plan | Bronze | Silver | Gold |
|---|---|---|---|---|
Store found (store-found), one confirmed store | $0.0055 | $0.005225 | $0.00495 | $0.004675 |
Search page (search-page), one Google result page read to find stores | $0.019 | $0.01805 | $0.0171 | $0.01615 |
Actor start (apify-actor-start), once per run | $0.002 | $0.002 | $0.002 | $0.002 |
Store rows are charged only for confirmed stores. Sites that do not show the platform, sites that refuse or fail, and the no results row are free. Each Google result page read is charged once as it is read, whether it yields many stores or none; a page Google refuses is not charged. The run stops paging once Max stores is reached, and Max Google pages caps the page count. The run summary lists the pages read. On the Apify free plan the actor stops at 1.50 USD of evaluation a month, counted at the free plan prices (about 273 stores at store prices alone); any paid Apify plan removes that cap.
Example: a Shopify test run for 20 stores read 4 result pages, so it cost $0.188 at the free plan price (20 store rows, 4 pages, 1 start). Platforms whose stores print fewer footprints need more pages per store: a WooCommerce test run read 6 pages for 8 stores.
Usage examples
Apify Console or API
Clay
Add an Apify column, send keywords and platform, and map domain, platform, product_count, tranco_rank_band, and contact_emails into your table.
MCP
The MCP server @mambalabsdev/mcp-ecommerce-store-discovery exposes this actor as a tool for Claude and other MCP clients.
Error handling
| Situation | What you get |
|---|---|
| A site's homepage does not show the platform | Not returned and not charged; with Include unconfirmed sites on, a free not_confirmed row |
| A site refuses or fails, or robots.txt disallows its homepage | Skipped, not charged, counted in the run summary |
| Google refuses a result page | That search moves on to the next; the summary counts it |
| No store confirmed | One free row with row_status no_results |
| Max charge reached | The run stops before the next charged row and says why in the status message |
Limitations
- Discovery reaches the stores Google shows for the footprint searches, a few pages deep per search. It is not a full census of a platform.
- The platform is read from one static homepage fetch. A store that reveals its platform only after JavaScript runs, or behind a headless front end, is not confirmed.
- The product count comes from Shopify's public products feed and stops at the first page of 250.
- A Tranco rank orders sites by popularity across several crawler rankings. It is not a visit count, and most small stores are not in the list.
- Country steers the Google market; stores in other countries can still appear. Add a
location_termto narrow it. - Emails and social links are only those printed on the homepage.
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