Shop Health & Analytics

Etsy Review Analyzer | Sentiment + Keyword Insights

Analyze listing reviews for sentiment, recurring keywords, and common issues—then copy insights to improve conversion.

From input to action

A clear path through this tool.

  1. 1Paste a listing URL (or ID).
  2. 2Run analysis to see patterns and keywords.
  3. 3Copy insights into your listing improvements.
Recent results

Reopen your latest work without running the tool again.

Listing Pulse

Listing Pulse Analyzer

Drop an Etsy listing, filter the timeframe, and let the dashboard surface sentiment trends, keywords, and action-ready insights.

Avg rating

4.86

Reviews tracked

64

Photo share

28%

Studio Arcadia

Shop snapshot

Studio Arcadia

4.90 ? · 4,120 reviews

Mission controls
Define the listing and filters to re-sync insights.
How many recent reviews to parse
Only analyze reviews with imagery
Comma separated
Comma separated

Momentum

Signal timeline

Cached
0.4s

Verified

48

Min rating

4?

Pulled

6/12/2026, 1:29:07 AM

AI digest
Summaries shoppers would write for you.

Buyers rave about the delicate craftsmanship, fast shipping, and the thoughtful packaging extras.

Buyers love

  • Gift-ready packaging delights multiple reviewers
  • Personalization and communication feel premium
  • Photo accuracy matches final product

Watch-outs

  • Some buyers wish chains were thicker
  • Holiday rush can extend turnaround by ~2 days
Sentiment breakdown
Positive vs neutral vs negative share.
Positive54 · 84%
Neutral6 · 9%
Negative4 · 6%
Keyword signals
Most-mentioned words grouped by sentiment.
packaging · 11gift · 9shipping · 7chain · 4custom · 6
Operational insights
Highlights + risks extracted from the pull.

Fans love this listing

84% of recent reviews are 4-5 stars.

Chains mentioned in low-star reviews

Consider offering a thicker upgrade option.

Leverage photo reviews

28% of buyers share images – perfect for ads.

Recent review feed
Newest quotes that shaped this analysis.
Listing #123456789Jun 11, 2026

Stunning quality and such sweet packaging.

Arrived a day late but still gorgeous.

Seller guide
What sellers use this tool for
Built around common Etsy search questions and practical listing decisions.

Analyze Etsy reviews

Find customer pain points

Use reviews to improve listing

Etsy review sentiment analysis

Best for

  • Understanding why buyers praise or criticize a product
  • Finding repeated buyer language for listing copy
  • Spotting product or shipping issues that affect conversion
Inputs and outputs
Know what to enter and what to expect before running the tool.

You enter

  • Listing URL or ID
  • Review sample
  • Optional focus area

You get back

  • Sentiment summary
  • Recurring themes
  • Buyer phrases
  • Improvement recommendations
Practical tips
Use repeated positive phrases in your listing when they are accurate.
Treat repeated complaints as product or expectation-setting issues.
Compare review language against your title, photos, and description.
Common questions