---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Retro Vibes Paint by Number"
bundle_id: "com.coloring.book.paint.by.number.retro"
parent_report: "https://marlvel.ai/api/llm/apps/games/retro-vibes-paint-by-number"
canonical_url: "https://marlvel.ai/apps/retro-vibes-paint-by-number#user-sentiment"
report_date: "2026-11-12"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - Retro Vibes Paint by Number User Sentiment (section of intelligence report)"
---

## 🟢 User Sentiment (High Confidence: 50 of 50 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.62/5
- **Platform Split:** iOS 4.7/5 (292 ratings) | Android 4.6/5 (844 ratings)
- **Overall Sentiment:** Excited

### Top Praises
- **Nostalgic art style and relaxing coloring mechanics provide a peaceful experience for long-term users**
- **High quality of the provided artwork keeps users engaged during their daily relaxation sessions**

### Top Complaints (Impact Areas)

- **Excessive ad frequency between gallery selections disrupts the flow and drains device battery life**

<!-- /section:sentiment -->
<!-- section:swot -->
