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Developer Migration Guide · Zero Container Cold Starts

Migrate from Apify E-Commerce Scrapers to Synchronous Retail & 1688 REST JSON — Save 60%–85%+.

Running real-time repricers, BuyBox trackers, or 1688 margin scanners inside async Docker Actors means paying container boot overhead, residential proxy surcharges, and waiting 20–60 seconds per run. Switch in 5 minutes to https://api.shopdataapi.com/v1/*: normalized ASIN, BuyBox, SKU matrix, review, and 1688 MOQ fields over a single synchronous GET request at $0.08–$0.20 per 1,000 items.

✓ Instant $1.20 (12,000 Credits) at 0 ms + $2.00 (+20,000 Credits) Sandbox Streak (32,000 total free credits) · ✓ 0%-fee Crypto (+5% bonus) · ✓ $9.00 Indie PAYG pack never expires

1-to-1 Schema Translation

E-Commerce Actor Input JSON → Synchronous REST Endpoints

Base URL: https://api.shopdataapi.com · $1.00 = 10,000 Credits

Actor Input JSON FieldDirect Sync EndpointQuery ParametersTypical LatencyExact Unit Cost
keywords / searchTerms: ["ceramic mug"], country: "US", maxItems: 48 (Amazon Search Scraper)GET /v1/amazon/search?query=ceramic+mug&country=US&page=1<1.5s sync JSON (20 ms warm cache)2 Credits / item ($0.08–$0.20 / 1K; 0 if empty)
asins: ["B08N5WRWNW"] / productUrls: ["https://www.amazon.com/dp/B08N5WRWNW"] (Amazon Product Scraper)GET /v1/amazon/product?asin=B08N5WRWNW&country=US<1.4s sync JSON10 Credits / ASIN ($0.40–$1.00 / 1K; 0 on 404)
productUrls / asins: ["B08N5WRWNW"], sortBy: "recent", maxReviews: 20 (Amazon Reviews Scraper)GET /v1/amazon/reviews?asin=B08N5WRWNW&country=US&page=1<1.5s sync JSON2 Credits / review ($0.08–$0.20 / 1K; 0 if empty)
searchKeywords: ["ceramic mug"], startUrls: ["https://www.walmart.com/ip/2659627283"] (Walmart Scraper)GET /v1/walmart/search?query=ceramic+mug&page=1 (or /v1/walmart/product?id=2659627283)<1.6s sync JSON2 Credits / search item · 10 Credits / detail
keyword: "马克杯" / offerUrls: ["https://detail.1688.com/offer/1088453066793.html"] (1688 Wholesale Scraper)GET /v1/1688/item?item_id=1088453066793 (or /v1/1688/search?keyword=ceramic+mug)0.9–1.8 s live (22 ms cached)10 Credits / MOQ ladder ($0.40–$1.00 / 1K; 0 on 404)

Why High-Frequency Repricers & Sourcing Tools Switch

60%–85%+ Lower Total Cost & Zero Container Cold Starts

DimensionAsync Container ScrapersShopData API Direct REST Gateway
Response Model & Cold StartAsync Docker container boot (20–60s queue + spin-up) → poll run status → fetch dataset JSONSingle synchronous HTTP GET (<1.5s; 20 ms cached) — zero container startup fee
100,000 Search Items / Reviews$150–$450+ (Compute Units + residential proxy bandwidth + monthly Actor rentals)$8.00 on Business ($0.08/1K) or $11.50 on Pro ($0.115/1K) or $9.00+ never-expiring PAYG
Multi-Marketplace CoverageSeparate paid Actors per site (Amazon, Walmart, Etsy, 1688, TikTok Shop) with incompatible schemasAll 7 retail & wholesale marketplaces unlocked with one sd_live_... key
Concurrency & Rate LimitsCapped by container memory quota (8–32 GB) — parallel webhook spikes queue up30 RPM (2 RPS) on Free Trial → 120 to 600 RPM (15 RPS) on Paid tiers

5-Minute Drop-In Migration

Replace ApifyClient.actor().call() with One HTTP Request

# BEFORE (Async container run: 20–60s container cold start + dataset polling + CU & proxy fees)
# run = ApifyClient(TOKEN).actor("junglee/amazon-crawler").call(run_input={
#     "categoryOrProductUrls": [{"url": "https://www.amazon.com/dp/B08N5WRWNW"}],
# })
# items = list(client.dataset(run["defaultDatasetId"]).iterate_items())

# AFTER (ShopData API: <1.5s synchronous HTTP GET — 0 container boot fees)
import os
import requests

API_KEY = os.environ["SHOPDATAAPI_KEY"]  # sd_live_... (12,000 free credits on signup)
HEADERS = {"Authorization": f"Bearer {API_KEY}"}

# 1. Search Amazon US listings synchronously (/v1/amazon/search)
search = requests.get(
    "https://api.shopdataapi.com/v1/amazon/search",
    params={"query": "ceramic mug", "country": "US", "page": 1},
    headers=HEADERS,
    timeout=20,
).json()["data"]

# 2. Fetch full ASIN BuyBox & SKU matrix + matching 1688 factory MOQ ladder
product = requests.get(
    "https://api.shopdataapi.com/v1/amazon/product",
    params={"asin": search[0]["asin"], "country": "US"},
    headers=HEADERS,
    timeout=20,
).json()["data"]

wholesale = requests.get(
    "https://api.shopdataapi.com/v1/1688/search",
    params={"keyword": "ceramic mug", "page": 1},
    headers=HEADERS,
    timeout=20,
).json()["data"]
print(product["title"], product["price"], wholesale[0]["price_usd"])

Claude Web · ChatGPT · Cursor · n8n

1-Click Remote OAuth 2.1 MCP Connector

Building autonomous product research or 1688 sourcing agents? Connect Claude Web or ChatGPT Connectors directly via OAuth 2.1 PKCE:

https://mcp.shopdataapi.com/v1/mcp

Using Cursor, Claude Desktop, or Windsurf? Point https://api.shopdataapi.com/mcp with header x-api-key: sd_live_.... Full setup on /mcp.

Endpoint Reference & Benchmarks

Explore Verified Endpoint Docs

REST API Migration FAQ

Why is a synchronous e-commerce REST gateway 60%–85% cheaper than container Actor runs?
Every container scraper run boots an isolated Docker runtime, spins up residential proxies + headless Chromium, and bills Compute Units (CUs) plus platform minimums ($3–$15+ per 1,000 products). ShopData API eliminates container cold starts completely: call https://api.shopdataapi.com/v1/amazon/search directly over HTTP and pay strictly 2 Credits ($0.08–$0.20 per 1,000 items) with 0 Credits charged on empty searches or 4xx/5xx errors.
Can I query Amazon, Walmart, Etsy, TikTok Shop, and 1688 with one API key?
Yes. Instead of subscribing to 5 separate Actor rentals with incompatible output schemas, a single sd_live_... API key unlocks all 13 retail and cross-border wholesale endpoints under one unified credit ledger ($1.00 = 10,000 Credits).
Can I test for free and top up Pay-As-You-Go starting at $9?
Yes. Every new developer receives 12,000 Free Credits ($1.20) instantly upon signup at /signup with no credit card required, plus up to +20,000 Sandbox Streak Credits. When ready, choose the $9.00 Indie Starter Micro-Pack (90,000 never-expiring Credits) or monthly plans via Stripe or 0%-fee Crypto (+5% bonus).
Does ShopData API work with n8n, Make, Clay, Claude Web, and ChatGPT Connectors?
Yes. Replace async 'Run Actor + Poll Dataset' multi-step workflows with a single HTTP Request node to https://api.shopdataapi.com/v1/amazon/product. For Claude Web and ChatGPT Connectors, paste our 1-click OAuth 2.1 Remote MCP URL: https://mcp.shopdataapi.com/v1/mcp.

Ready to drop container cold starts?

Create your account in 10 seconds and get 12,000 Free Credits ($1.20) instantly — enough for 6,000 retail/wholesale search items or 1,200 full ASIN/1688 SKU lookups with zero credit card required.