Color by Number is a pixel-art coloring game for casual hobbyists, featuring community sharing and custom image imports on iOS and Android.
Product velocity
Active
Daily rank 🇺🇸
#137
▲27Board · free
Sentiment
4.7
2.2M reviews
Nemesis
Fragmented field
The App DNA
What makes this app unique?
Users hire this app for low-stakes stress relief and creative expression, using the coloring loop to fill downtime.
For Casual mobile gamers and hobbyists seeking stress-relief through digital art.
What does it look like?
Key features
Converts user-uploaded photos into templates, increasing time-in-app and ad-inventory per session.
Social feed for posting and viewing art, reducing 30-day churn via network effects.
Curated content loop driving daily active usage and total ad-impression volume.
How much does it cost?
Freemium model relies on ad-supported engagement for the free tier with IAP gates for specific content.
Velocity
Active developmentnew contentperformanceShow more...
The app maintains an active development pace, shipping approximately 0.25 releases per week across platforms. While the release notes are largely generic, the consistent inclusion of new content indicates a focus on ongoing asset expansion. The development trend is stable, with the publisher utilizing standard minor updates to deliver new images and stability improvements. The app relies on these frequent, small-scale content drops to maintain user engagement.
Who built it?
Wildlife Studios
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What do users think recently?
Fresh user feedback skews mixed. Users appreciate the core coloring mechanic provides a relaxing and stress-relieving experience for casual daily players and community features like following other creators and repainting shared art foster a sense of connection, but report aggressive ad frequency interrupts the coloring flow and creates a frustrating experience for free users.
How are ratings & reviews evolving?
What users say, by theme
- The core coloring mechanic provides a relaxing and stress-relieving experience for casual daily players
- Community features like following other creators and repainting shared art foster a sense of connection
- The ability to upload custom photos for coloring adds significant value for creative users
- Aggressive ad frequency interrupts the coloring flow and creates a frustrating experience for free users
64 of 99 recent reviews analyzed · high confidence · Mixed overall
Read the full review analysisUnlock 2 more frustration themes and 3 user requests, each backed by review evidence.
Access the full report for freeCompetition
Competitive landscape for Color by Number：Coloring Games
How's the Board market?
Color by Number maintains top-10 Board category rankings across major markets like the US and Germany. The high volume of ratings (2.2M+) relative to its category peers signals a dominant discovery funnel, though the monetization friction creates a ceiling for long-term LTV.
Read the market outlookThe rivals identified
Unlock the deeper market read.
Access the full report for freeThe Analyst's Read
Key takeaways for Color by Number：Coloring Games
Where is it heading?
The casual puzzle market is consolidating around high-retention live-ops, and Color by Number's reliance on ad-inventory volume leaves it vulnerable to competitors with more balanced monetization. If the team does not address the ad-interruption friction, the current rating baseline will likely compress as user frustration compounds.
- Frequent user complaints regarding ad frequency suggest the current monetization model is approaching a churn-inducing threshold.
- The latest release ships new images, confirming the team is prioritizing content-loop maintenance over core-UX expansion.
The SWOT
- Community-sharing network effects reduce 30-day churn
- Custom-image import increases session-based ad inventory
- Untapped education partnerships for B2B distribution
- Granular brush-tooling for power-user retention
Next best moves
A/B test ad-frequency caps because user reviews flag interruptions as the top frustration → reduce churn
+ 1 more prioritized moveThe counter-intuitive read
The app's high ad-load is not a failure…
Read the full takeSince the last report: The report shows a shift in strategic focus from internal reputational risk management to competitive market positioning and feature-led retention.
Bottom line
Color by Number maintains a strong category lead through its community-sharing loop, but the aggressive ad-monetization strategy is eroding user sentiment, so the PM should prioritize a tiered ad-frequency test to protect long-term retention against emerging puzzle rivals.
Unlock 2 critical frictions, 2 market threats, 1 more prioritized move and the analyst’s take.
Access the full report for freeSources
Report last updated