Scrape e-commerce data for pricing, reviews, bestsellers, and seller discovery across 30+ platforms including Amazon, Walmart, eBay, Shopify, WooCommerce, and more. Use when user asks about product prices, competitor analysis, store scraping, tech stack detection, food delivery, real estate, or marketplace intelligence.
Answer natural language e-commerce questions by routing to the right Apify Actor and delivering a synthesized answer.
(No need to check it upfront)
.env file with APIFY_TOKEN--env-file support)mcpc CLI tool: npm install -g @apify/mcpcCopy this checklist and track progress:
Task Progress:
- [ ] Step 1: Detect intent and select Actor
- [ ] Step 2: Fetch Actor schema via mcpc
- [ ] Step 3: Ask user preferences (format, result count)
- [ ] Step 4: Run the Actor
- [ ] Step 5: Analyze results and deliver synthesized answer
Classify the user's message into an intent, then pick the right Actor.
Intent signals:
| Signals in user message | Intent |
|---|---|
| price, cost, cheapest, compare prices, pricing | pricing |
| review, rating, sentiment, stars, feedback | reviews |
| bestseller, top selling, most popular, trending | bestsellers |
| seller, vendor, reseller, who sells | sellers |
| all products from, scrape store, full catalog | store-scrape |
| what platform, built on, tech stack, Shopify or WooCommerce | tech-stack |
| SEO, listing quality, product page audit | seo-audit |
| competitor funnel, competitor pricing, conversion elements | competitor |
| search intent, keyword intent, SERP intent | search-intent |
| match products, same product on different platforms | product-matching |
| restaurant, food delivery, DoorDash, UberEats, TheFork | food-delivery |
| enrich store, store metadata, store list | store-enrichment |
| event, concert, ticket, Eventbrite | events |
| property, real estate, house listing, Realtor | real-estate |
| Facebook ads, Meta ads, ad library, competitor ads | ads-intelligence |
| classified, Craigslist, used item for sale | classifieds |
| car, used car, vehicle, automotive, Webmotors | automotive |
| pins, inspiration, Pinterest boards, visual search, Pinterest trends | content-discovery |
| TikTok Shop, TikTok store, TikTok creator | tiktok-shop |
| website for sale, domain for sale, Flippa | website-marketplace |
If multiple intents are detected, ask: "Do you want [intent A] or [intent B]?"
Actor routing table — always try Primary first, switch to Fallback only if it fails or returns 0 results:
| Intent | Platform | Primary Actor | Fallback Actor |
|---|---|---|---|
pricing | Amazon / Walmart / generic | apify/e-commerce-scraping-tool | — |
pricing | eBay | apify/e-commerce-scraping-tool | ivanvs/ebay-scraper-pay-per-result |
pricing | Etsy | apify/e-commerce-scraping-tool | epctex/etsy-scraper |
pricing | Google Shopping | apify/e-commerce-scraping-tool | epctex/google-shopping-scraper |
pricing | Facebook Marketplace | apify/e-commerce-scraping-tool | apify/facebook-marketplace-scraper |
pricing | SHEIN | apify/e-commerce-scraping-tool | seamless_coffer/shein-product-scraper |
pricing | Lazada | apify/e-commerce-scraping-tool | fatihtahta/lazada-scraper |
pricing | Canadian Tire | apify/e-commerce-scraping-tool | azzouzana/canadiantire-ca-scraper |
pricing | Tesco | apify/e-commerce-scraping-tool | radeance/tesco-scraper |
pricing | Shopify | apify/e-commerce-scraping-tool | trovevault/shopify-products-scraper |
pricing | WooCommerce | apify/e-commerce-scraping-tool | trovevault/woocommerce-products-scraper |
reviews | Amazon / Walmart / generic | apify/e-commerce-scraping-tool | junglee/amazon-reviews-scraper |
reviews | Trustpilot | apify/e-commerce-scraping-tool | casper11515/trustpilot-reviews-scraper |
reviews | TheFork | apify/e-commerce-scraping-tool | jdtpnjtp/thefork-restaurant-scraper-advanced |
bestsellers | Amazon | apify/e-commerce-scraping-tool | junglee/amazon-bestsellers |
sellers | Amazon | apify/e-commerce-scraping-tool | junglee/amazon-seller-scraper |
sellers | eBay | apify/e-commerce-scraping-tool | ivanvs/ebay-scraper-pay-per-result |
store-scrape | Shopify | apify/e-commerce-scraping-tool | trovevault/shopify-products-scraper |
store-scrape | WooCommerce | apify/e-commerce-scraping-tool | trovevault/woocommerce-products-scraper |
store-scrape | Amazon | apify/e-commerce-scraping-tool | junglee/Amazon-crawler |
store-scrape | Flippa | apify/e-commerce-scraping-tool | scraped/flippa-scraper |
tech-stack | any | apify/e-commerce-scraping-tool | trovevault/e-commerce-tech-stack-detector |
seo-audit | any | apify/e-commerce-scraping-tool | trovevault/product-listing-seo-auditor |
competitor | any | apify/e-commerce-scraping-tool | trovevault/competitor-intelligence-scraper---funnel-pricing-conversion |
search-intent | any | apify/e-commerce-scraping-tool | trovevault/ai-serp-intent-extractor---search-intent-classifier |
product-matching | any | apify/e-commerce-scraping-tool | tri_angle/product-matching-vectorizer |
store-enrichment | any | apify/e-commerce-scraping-tool | trovevault/e-commerce-store-data-enricher |
food-delivery | DoorDash | apify/e-commerce-scraping-tool | tri_angle/doordash-store-details-scraper |
food-delivery | UberEats | apify/e-commerce-scraping-tool | e-commerce/ubereats-reviews-scraper |
food-delivery | TheFork | apify/e-commerce-scraping-tool | jdtpnjtp/thefork-restaurant-scraper-advanced |
ads-intelligence | Facebook / Meta | apify/e-commerce-scraping-tool | apify/facebook-ads-scraper |
classifieds | Craigslist | apify/e-commerce-scraping-tool | ivanvs/craigslist-scraper-pay-per-result |
automotive | Webmotors | apify/e-commerce-scraping-tool | stealth_mode/webmotors-auto-search-scraper |
events | Eventbrite | apify/e-commerce-scraping-tool | aitorsm/eventbrite |
real-estate | Realtor.com | apify/e-commerce-scraping-tool | powerai/realtor-properties-search-scraper |
content-discovery | apify/e-commerce-scraping-tool | fatihtahta/pinterest-scraper-search | |
tiktok-shop | TikTok Shop | apify/e-commerce-scraping-tool | lemur/tiktok-shop-creators |
website-marketplace | Flippa | apify/e-commerce-scraping-tool | scraped/flippa-scraper |
Fetch the Actor's input schema dynamically using mcpc:
export $(grep APIFY_TOKEN .env | xargs) && mcpc --json mcp.apify.com --header "Authorization: Bearer $APIFY_TOKEN" tools-call fetch-actor-details actor:="ACTOR_ID" | jq -r ".content"
Replace ACTOR_ID with the selected Actor (e.g., apify/e-commerce-scraping-tool).
This returns:
Before running, ask:
| Intent | Default |
|---|---|
pricing | 50 products |
reviews | 200 reviews |
bestsellers | 100 items |
sellers | 50 sellers |
store-scrape | all (unlimited) |
food-delivery | 50 restaurants |
| all others | 20–50 |
Quick answer (display in chat, no file):
node --env-file=.env ${CLAUDE_PLUGIN_ROOT}/reference/scripts/run_actor.js \
--actor "ACTOR_ID" \
--input 'JSON_INPUT'
CSV:
node --env-file=.env ${CLAUDE_PLUGIN_ROOT}/reference/scripts/run_actor.js \
--actor "ACTOR_ID" \
--input 'JSON_INPUT' \
--output YYYY-MM-DD_filename.csv \
--format csv
JSON:
node --env-file=.env ${CLAUDE_PLUGIN_ROOT}/reference/scripts/run_actor.js \
--actor "ACTOR_ID" \
--input 'JSON_INPUT' \
--output YYYY-MM-DD_filename.json \
--format json
After the run completes, deliver a direct synthesized answer — not a data dump:
APIFY_TOKEN not found — Ask user to create .env with APIFY_TOKEN=your_token
mcpc not found — Ask user to install: npm install -g @apify/mcpc
Actor not found — Check Actor ID spelling in routing table
Run FAILED — Ask user to check the Apify console link in error output
Timeout — Reduce result count or increase --timeout
No results — Broaden keyword or switch to Fallback Actor from routing table
proxy is required — Add "proxy": {"useApifyProxy": true} to input
Platform not detected — Default to apify/e-commerce-scraping-tool with generic intent