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Ecommerce Data API

Amazon product research data, one unified API

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An e-commerce data API for Amazon product, keyword, market, sales, review, traffic, and trademark research, supporting developers in building product selection research and automated workflows.

PH · launched Sep 22, 2026 · 2 upvotes (top 26%) · 0 views

Niche: data enrichment and lookup apis · 83 launches, 5 in the last 7 days ▼ -17% · Explore this niche →

Category and tags

  • Retail & commerce
  • Data infrastructure
  • Developer
  • Not AI
  • Commercial product
  • API
  • Artificial Intelligence
  • E-Commerce

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Could you build this?

No Providing a comprehensive Amazon market intelligence API requires massive distributed scraping infrastructure capable of bypassing sophisticated bot mitigation at scale, alongside continuous data normalization and sales estimation models.

What it would actually take: A production version requires a distributed proxy rotation network (residential proxies, anti-fingerprinting browsers), an asynchronous scraping cluster (using Go or Python/Playwright) to continuously extract ASIN data, rankings, and buy-box prices, and a massive time-series database (ClickHouse or PostgreSQL) to track historical sales velocity. Developing statistical estimation algorithms to translate Best Sellers Rank (BSR) into accurate monthly revenue estimates requires significant historical data modeling and specialized reverse-engineering of e-commerce algorithms.

Competitors

Other products that read as similar to this one : 166 launches clear the similarity bar, closest 8 shown.

Attention rank: #44 of 167 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 328 days after the earliest competitor.

  • ecommerce-ai-tools · github · 2026-09-14 · 18 upvotes · similarity 0.56
  • SellerScope Global · ph · 2026-10-22 · 1 upvotes · similarity 0.49
  • EcomSanity · ph · 2026-10-06 · 1 upvotes · similarity 0.46
  • FlashData · ph · 2026-11-12 · 1 upvotes · similarity 0.44
  • eMarketInsight · ph · 2026-11-06 · 1 upvotes · similarity 0.44
  • vøiddo · ph · 2026-10-31 · 1 upvotes · similarity 0.44
  • 3Stone API · ph · 2026-10-07 · 2 upvotes · similarity 0.43
  • My Real Profit · ph · 2026-11-01 · 1 upvotes · similarity 0.42

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