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Last checked 23 October 2026 — responded normally.

Summarize Etsy review themes and rank a fix queue with Sheets and CSV

Quick overview

Live
Open / InstallLast updated October 23, 2026

Description

Quick overview Free n8n workflow that themes 1–3★ reviews and ranks which listing to fix first. No auto-replies and no Etsy API — you bring a CSV. Default is keyword rules (optional Gemini untested). How it works Starts manually and loads configuration for input mode (mock, CSV files, or Google Sheets) and output destination (CSV files or Google Sheets). Pulls reviews from built-in sample data, reads and parses local reviews*.csv files, or reads rows from the Google Sheets tab named Reviews. Optionally sends up to 40 reviews to the Google Gemini API for theme classification, and falls back to the built-in rules if the Gemini step is skipped or fails. Applies rule-based keyword tagging to classify reviews into shipping, sizing, quality, description, packaging, or other, and flags empty or spammy reviews. Aggregates only low-rated reviews (≤ the configured star threshold) into theme counts and ranks listings into a “Fix Queue” with suggested next actions. Writes four outputs—By Review, Themes, Fix Queue, and Summary—either into corresponding Google Sheets tabs or as CSV files saved to the configured output folder. Setup Choose your input mode in the Config step: keep mode: "mock" for testing, or provide your own review export via local reviews*.csv files (mode: "files") or a Google Sheet Reviews tab (`mode: "sheet"). If using Google Sheets input or output, add a Google Sheets OAuth credential and replace PASTE_YOUR_SHEET_ID_HERE with your spreadsheet ID for the Reviews/By Review/Themes/Fix Queue/Summary tabs. If using file input/output, run on self-hosted n8n with access to the configured filesFolder and outputFolder paths, and ensure the folders exist and are writable. (Optional) To try Gemini theme classification, set themeEngine: "gemini" and add an HTTP Header Auth credential with header name x-goog-api-key and your Gemini API key. Review and adjust minStarsForTheme and summaryLanguage in Config to control which reviews drive the Fix Queue and which language is used for the primary summary. Additional info What it does Themes complaints: shipping, sizing, quality, description, packaging, other Fix Queue: listings ranked by complaint-review count, with a short "update this…" suggestion Four outputs: By Review, Themes, Fix Queue, Summary (EN + ZH) Demo mode with built-in fake reviews; CSV / Sheet import structure included What it does NOT do No reply drafts, no sending, no Judge.me / Etsy API connection in v0.1 Honest limits Tested with built-in fake reviews so far CSV / Google Sheet import and themeEngine=gemini not live-tested by us Keywords are mostly English; always human-read before editing listings Free download: https://stallkitstudio.gumroad.com/l/review-radar Store: https://stallkitstudio.gumroad.com Etsy, n8n and Judge.me are trademarks of their respective owners. Stallkit Studio is not affiliated with or endorsed by them. An n8n automation workflow template by Stallkit Studio.

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Author

Stallkit Studio

Platform

web

Pricing model

free

Categories

  • Automation

Tags

  • n8n
  • workflow
  • google-sheets
  • http-request
  • code

Capabilities

  • 3 nodes

Information

TypeWorkflow
Sourcen8n
AddedOctober 21, 2026

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