Turn Etsy listings into structured product research data

Automatically scrapes Etsy listings and uses AI to structure pricing, reviews, and trends for you.

How the work actually flows

A straight line. Runs once per each etsy listing url.

Pattern: Sequence (1) ยท Multiple Instances without Synchronization (12)

flowchart TD trig(("provide Etsy URLs or search")):::human s0[["Pull listing content"]]:::mi s1["Clean raw content"]:::task s2["Extract structured data"]:::task s3[("Save structured results")]:::store trig --> s0 s0 --> s1 s1 --> s2 s2 --> s3 out[/"Structured product dataset saved"/]:::out pay{{"Data-driven Etsy market research"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
A stepRuns once per itemA personA record or sheetResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
Web Scraping & Data CollectionResearch & Market Intelligence
Connects
Bright DataEtsyGoogle Gemini

The problem it solves

Researching Etsy listings by hand to understand pricing, competition, and trends is slow and doesn't scale past a handful of products. Etsy pages are hard to scrape cleanly, so most people give up and rely on gut feel instead of data. You need structured numbers, not a browser full of tabs.

Who it fits

An e-commerce entrepreneur, market analyst, or product researcher tracking Etsy trends.

How it works

  1. You provide the Etsy URLs or search you want researched
  2. The system uses Bright Data to pull listing content, including pricing and reviews
  3. It cleans the raw content into a readable format
  4. Google Gemini extracts and structures the product data
  5. Structured results are saved for analysis
What you get

Etsy trends organized without manual research

You get structured pricing, review, and trend data pulled automatically from the Etsy listings you care about.

What you get

A structured dataset of Etsy product listings, ready for pricing and trend analysis.

What you need

A Bright Data account and a Google Gemini API key.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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