Research with the source rows still visible.

Each study identifies its actor input, run date, raw dataset size, analytical unit, deduplication rules, limitations, and reproduction command. Conclusions stay bounded by what the collected data can support.

// published studies

2 evidence-backed

published 2026-07-22 / Astrava Labs

How to analyze Etsy competitors: 5 shops, 4 datasets, no sales estimates

Search visibility alone makes these five mushroom-lamp shops look similar. Their catalogs, merchandising, and recent reviews show where they actually differ: catalog depth ranges from 35 to 67 listings, video coverage from 50% to 100%, and seller responses from 0% to 79% of sampled reviews—all without converting public signals into invented sales numbers.

Read methodology and findings →

dataset: 2,029 records · 4 datasets · 5 shops
source actor: Etsy Listings Scraper →

published 2026-07-18 / Astrava Labs

What 1,090 unique "mushroom lamp" listings reveal about Etsy pricing and promotion

A complete Etsy search run shows a market built around mid-priced products, constant discounting, and a sponsored tier that is materially more expensive than the organic-only catalog. The duplicate placements matter too: the raw export contained 1,275 rows, but only 1,090 unique listing IDs.

Read methodology and findings →

dataset: 1,275 captured rows · 1,090 unique listings · 561 shops
source actor: Etsy Listings Scraper →
workflow: Etsy niche research workflow →