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EtsyPulse
Etsy sellers operate in a market that changes faster than most small teams can research. Search intent shifts, competitors change positioning, social trends spike, and new buyer language appears across the web. Most sellers either ignore those signals or spend hours manually checking Etsy search, competitor shops, Reddit, TikTok, Instagram, and Google Shopping. EtsyPulse is an autonomous market-intelligence dashboard for Etsy sellers. A seller enters an Etsy shop URL once. A typed multi-agent pipeline bootstraps the shop profile, monitors keywords and SERP patterns, watches competitor positioning, scouts social and shopping trends, normalizes those signals into market-pulse events, and then uses a Judge Agent to score actionability, urgency, novelty, confidence, evidence quality, and business impact. Only signals that pass the Judge threshold become seller-facing briefs. The hackathon demo runs safely in deterministic demo mode with cached real Bright Data-style fixtures flowing through the implemented EtsyPulse orchestration path, while the backend also includes a live Bright Data Web Unlocker markdown path and live LLM JudgeAgent smoke path when credentials are configured. The React dashboard makes the product story clear: set the shop once, let agents monitor the market, and receive only actionable briefs with evidence and redacted provider debug traces.
31 May 2026
