Report updated May 20, 2026

TL;DR:Paint by Number (PBN) defends its position in the casual coloring market through a massive library of 30,000 artworks and a high-retention daily collection loop, but its aggressive ad-monetization strategy creates a persistent sentiment gap that threatens long-term user loyalty. Users feel Excited, praising relaxing paint by number mechanics provide a consistent daily stress relief routine for users but frustrated by aggressive ad frequency and forced ad-watching requirements disrupt the core coloring flow for players. PBN maintains a strong category lead through content volume, but technical instability during ad playback is eroding user sentiment, so the PM must prioritize ad-SDK stability to protect the long-term retention of the free-tier base..|TL;DR:Paint by Number (PBN) defends its position in the casual coloring market through a massive library of 30,000 artworks and a high-retention daily collection loop, but its aggressive ad-monetization strategy creates a persistent sentiment gap that threatens long-term user loyalty. Users feel Excited, praising relaxing paint by number mechanics provide a consistent daily stress relief routine for users but frustrated by aggressive ad frequency and forced ad-watching requirements disrupt the core coloring flow for players. PBN maintains a strong category lead through content volume, but technical instability during ad playback is eroding user sentiment, so the PM must prioritize ad-SDK stability to protect the long-term retention of the free-tier base..
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Paint by Number Coloring Game is a well-regarded games app that is available. With a 4.7/5 rating from 400.7K reviews, it maintains solid user satisfaction. Users particularly appreciate relaxing paint by number mechanics provide a consistent daily stress relief routine for users, though aggressive ad frequency and forced ad-watching requirements disrupt the core coloring flow for players remains a common concern.

What is Paint by Number Coloring Game?

Paint by Number is a digital coloring and puzzle game for casual users, featuring a library of 30,000+ artworks on iOS.

Users hire the app for consistent, low-friction stress relief, using the repetitive coloring tasks to manage daily anxiety.

Current Momentum

v5.1 · 1mo ago

Maintenance
  • Ships general optimizations and bug fixes.
  • Maintains consistent global artist library updates.
AI-powered deep analysis surfacing high-signal insights. Still in beta, accuracy improves daily. For informational purposes only.

Active Nemesis

Pixel Art - Color by Number

Pixel Art - Color by Number

By Easybrain

Other Rivals

Color by Number:Coloring Games
Paint.ly: Color by Number
Art Puzzle - Jigsaw Games
Adult Coloring Book - Pigment
Paint by Number: Coloring Game

7-Day Rank Pulse 🇺🇸

Board
#95
4

Rating Pulse 🇺🇸

Recent User MoodAI-powered deep analysis surfacing high-signal insights. Still in beta, accuracy improves daily. For informational purposes only.

What makes this app unique?

How Is The App's Momentum Right Now?

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What Are The Key Features?

Picture Book StoryDifferentiator

Integrates narrative elements into coloring tasks.

Collection EventsDifferentiator

Task-based picture searching and completion challenges.

Premium SubscriptionStandard

Unlocks all pictures, removes ads, and removes watermarks.

How much does it cost?

Subscription
  • Free tier with ads
  • $4.99/week
  • $9.99/month
  • $69.99/year

Subscription-first model anchored at $4.99/week, utilizing a 3-day free trial to drive initial conversion.

Who Built It?

Oakever Games app icon 1
Oakever Games app icon 2
Oakever Games app icon 3
Oakever Games app icon 4

Oakever Games

(5M)

Creating evergreen casual games designed for relaxation, cognitive health, and long-term engagement across global audiences.

Portfolio

13

Apps

Free 12
Games83%

Who is Oakever Games?

Oakever Games has established a defensive position by focusing on 'evergreen' mechanics—Sudoku, Solitaire, and Jigsaw puzzles—rather than chasing volatile hyper-casual trends. Their primary moat is a successful verticalization into the faith-based gaming niche, where they integrate religious education with standard puzzle loops to capture a high-retention demographic. The publisher's current trajectory is defined by an aggressive LiveOps strategy, maintaining an exceptionally high update frequency to defend its rankings in saturated categories against larger incumbents.

Who is Oakever Games for?

  • Casual mobile gamers
  • Seniors
  • Faith-based users
  • Seeking low-pressure mental stimulation
Intense

Portfolio momentum

With 175 updates across 26 active apps in the last 6 months, the publisher maintains a high-velocity development cycle to sustain its top-tier rankings.

Last release · 4d agoActive apps · 26

What do users think recently?

High confidence · 98 reviews analyzed · Based on 98 reviews. Signal may be noisy.

How did the latest release land?

Overall
4.7/ 5
(400.7K)
Current version
4.7/ 5
0.0 vs overall
(400.7K)
Main signal post-update: relaxing paint by number mechanics provide a consistent daily stress relief routine for users.

What is the recent mood?

Excited

Recent user voice shows a excited sentiment. Users appreciate relaxing paint by number mechanics provide a consistent daily stress relief routine for users, but report aggressive ad frequency and forced ad-watching requirements disrupt the core coloring flow for players.

What Users Love

Relaxing paint by number mechanics provide a consistent daily stress relief routine for users

What Frustrates Users

Aggressive ad frequency and forced ad-watching requirements disrupt the core coloring flow for players

What Users Want

Persistent hint accumulation across different pictures would reward players for watching optional ads

What is the competitive landscape for Paint by Number Coloring Game?

How's The Games Market?

How does it evolve in the Games market?

PBN maintains a competitive footprint in the casual games category, currently ranking #92 Free in Taiwan and #46 Free in Singapore. The gap between its high-velocity content library and ad-related technical friction suggests a vulnerability to competitors with more stable ad-playback.

ChartRankChange
iOSFree#394
iOSGrossing#782

The rivals identified

The Nemesis

Head to Head

The target app must differentiate through higher-fidelity artistic content to avoid a direct feature-war with this pixel-specialized incumbent.

What sets Paint by Number Coloring Game apart

  • Provides a more traditional, non-pixelated coloring experience that appeals to users seeking artistic realism.

  • Offers a cleaner, less cluttered interface by focusing on standard painting rather than complex pixel grids.

What's Pixel Art - Color by Number's Edge

  • Leverages a massive, established user base to drive high-frequency social engagement and viral content sharing.

  • Utilizes a proven, high-retention daily challenge system that keeps users returning for consistent content updates.

Contenders

Aggressive release schedule allows for rapid testing of new monetization mechanics and seasonal event themes.

Broadens the scope beyond simple coloring by integrating light puzzle-solving elements to increase session depth.

Paint.ly: Color by Number

Paint.ly: Color by Number

4.7 (146.9K)

Picfun, Inc.

Maintains a strong, consistent update cycle and a significant user base in the core coloring category.

Focuses on a simplified, minimalist UX that reduces the barrier to entry for casual, short-session users.

Optimized for rapid, low-friction coloring sessions that prioritize speed over complex, long-form artistic projects.

Peers

Combines traditional jigsaw mechanics with artistic imagery to create a unique, non-coloring creative experience.

Leverages the same high-quality art assets as the nemesis to maintain brand consistency across genres.

Adult Coloring Book - Pigment

Adult Coloring Book - Pigment

4.6 (207.8K)

Pixite Inc.

Targets the premium, prosumer segment of the coloring market with a focus on high-fidelity digital tools.

Provides professional-grade digital brushes and shading tools that mimic real-world artistic media.

Positions itself as a creative tool for artists rather than a casual game for time-killing.

New Kids on the Block

Utilizes a highly polished, modern UI that feels more contemporary than legacy coloring applications.

Implements a streamlined onboarding flow that converts new users into active colorists within seconds.

The outtake for Paint by Number Coloring Game

Strengths to defend, gaps to attack

Core Strengths

  • Global artist library (30,000+ assets) creates a content-volume moat
  • Daily collection events drive high DAU/MAU ratios

Critical Frictions

  • Aggressive ad frequency disrupts the core coloring flow
  • Technical instability during ad playback causes application crashes
  • Small UI elements create accessibility barriers for senior users

Growth Levers

  • Untapped B2B partnerships for educational coloring
  • Implementation of customizable color palettes for creative expression

Market Threats

  • Rapid iteration cycles from Wildlife Studios
  • Rising user frustration with ad-playback stability
  • Churn risk to minimalist competitors

What are the next best moves?

highInvest

Audit ad-playback SDK integration because technical instability is the #2 complaint → reduce crash-related churn

Technical instability during ad playback is a recurring point of friction in recent feedback.

Trade-off: Delay the implementation of the new 'Picture Book' narrative expansion by two weeks.

mediumPivot

Implement accessibility zoom and contrast settings because senior players report UI barriers → increase retention in older segments

Senior players specifically request larger zoom and higher contrast to accommodate visual limitations.

Trade-off: Pause the development of new seasonal event themes for the current quarter.

A counter-intuitive read

The app's massive 30,000-image library is a liability, not a strength; it creates a choice-paralysis that forces reliance on algorithmic curation, which is currently failing due to ad-frequency friction.

Feature Gaps vs Competitors

  • Real-time time-lapse sharing (available in Pixel Art but absent here)
  • Professional-grade digital brush tools (available in Pigment but absent here)

Key Takeaways

PBN maintains a strong category lead through content volume, but technical instability during ad playback is eroding user sentiment, so the PM must prioritize ad-SDK stability to protect the long-term retention of the free-tier base.

Where Is It Heading?

Mixed Signals

The casual coloring market is consolidating around apps that balance ad-monetization with high-fidelity UX. PBN is currently exposed because its ad-frequency is outpacing its technical stability, so the PM must stabilize the ad-playback flow to prevent churn to competitors.

Technical instability during ad playback forces full application restarts, which directly correlates with the recent decline in user sentiment.

The daily collection events continue to drive high engagement, proving that the core retention loop remains effective despite monetization friction.

Disclosure

Independent intel to help builders create better apps.

AI-powered analysis with editorial review, built from publicly available sources. See methodology.

Marlvel.ai is not affiliated with, endorsed by, or sponsored by Paint by Number Coloring Game, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

Hope this helps & keep building! · Found an error?

What's new in this report

The app transitioned to a subscription-heavy monetization model while suffering from technical instability and increased user friction due to ad-playback issues.

shifted

Subscription-First Model

declined

Ad-Playback Instability

added

Narrative and Event Features

added

Technical Weaknesses

Cite this report

Marlvel.ai. “Paint by Number Coloring Game Intelligence Report.” Updated May 20, 2026. https://marlvel.ai/intel-report/games/com-paint-bynumber

Agent Markdown (.md)·

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