Dr. Pandas Eiswagen
64
Quality Score
Solid
Dr. Pandas Eiswagen
Medium confidence
✍️ bumetric analysis
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Dr. Pandas Eiswagen is an iOS app from Dr. Panda Ltd in the News category, currently rated 4.1★ across 470 ratings. Initial signal reads as mixed reviews: supporters praise core features while critics cite stability and value gaps.
Quality Score is 64: Solid (established niche player). For a News app, that means established niche player. The full BU Investment Matrix below scores 8 dimensions including monetisation, growth, and operational risk.
Track changes month-over-month in the Performance section below: live snapshot history and revenue forecast included.
💰 Monthly revenue · now vs forecast
● Right now
$5.5K
per month
→
12-mo forecast
$5.7K – $12.0K
per month
→
24-mo forecast
$7.1K – $21.3K
per month
MID tier
💡 Grow this revenue
Free AI audit of this app’s store listing
- Title & subtitle keyword fit
- Description hook & conversion structure
- Screenshots, ratings, reviews strategy
Typical impact: +2-5× organic installs
📊 Performance Tracking LIVE
Loading…
Rating
—
Reviews
—
Forecast Revenue / mo
—
Snapshots tracked
0
since first record
ONE-TIME · BUILD
💰 Estimated build cost
$110K
↳ What it cost to build · not monthly revenue
Likely range $80K – $150K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Pays back in ~6 months at current MRR
Synthetic estimate. Inputs: category complexity, file size, screen count, monetization layer, platform reach, age × team-size proxy. Calibrated against 2024-2026 indie-agency rate surveys. Full math + source list on /methodology.
Where the money goes
| 🧱 MVP baseline (design + 1-store ship) | +$28K |
| 📱 5 unique screens × $4.5K | +$22K |
| 📦 Asset bundle (176 MB) | +$40K |
| ⚙ News complexity ×1.20 | +$18K |
Total estimate
$110K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$250K
↳ What it would sell for · not monthly revenue
Marketplace range $175K – $325K · 13× MRR multiple
💸
~2.3× return on build cost
Synthetic estimate. Multiple band derived from ad-supported + age, rating quality, category demand, and user-base maturity. Calibrated against 2024-2026 indie-app-marketplace closed-deal medians. Full math + comparable deal list on /methodology.
How the multiple was built
| 📺 Ad-supported base | 15× MRR |
| 🏷 News category multiple | -5% |
| ⭐ Small user base (<1K ratings) | -8% |
Final multiple
13× MRR
👥 Estimated audience size
56K
Lifetime downloads (US-equivalent)
Monthly active
8.4K
Daily active
3.7K
Synthetic estimate from ratings × category benchmarks. Calibrated against 2024-2026 mobile-attribution retention + DAU/MAU reports. Numbers are US-storefront-equivalent — true global audience can be 5-10× larger for international apps. Full math + source list on /methodology.
How we sized it
| 📲 News engagement | ~120 installs / rating |
| 🔁 News D30 retention | 15% |
| 📍 DAU / MAU stickiness | 0.45 |
DAU / MAU
44% sticky
🔬
How we forecast this revenue
MEDIUM CONFIDENCEBaseline
$5.5K/mo · ML-estimated from 234 triggers
Growth rate
+4.0% MoM · MID tier baseline (compound monthly)
6 months
$5.3K – $8.8K
12 months
$5.7K – $12.0K
24 months
$7.1K – $21.3K
Compound growth at +4.0% MoM (tier baseline for MID). Range widens with horizon — typical noise band ±25% at 6mo.. Ranges widen with horizon — distant futures carry more uncertainty.
📊
BU Investment Matrix
Below median · 47/100MID TIERunderperforming peersRevenue Strength
3.7
Product Quality
5.8
Market Position
0.0
Growth Velocity
5.0
Defensibility
7.5
Operational Safety
7.0
Founder Strength
7.6
Monetization Maturity
1.0
- 💰 Revenue: Modest — $3K - $8K/mo · MID tier · medium confidence, trajectory unclear.
- ⭐ Quality: 4.11★ across 470 reviews — below category median.
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: ⚠ last update 1399d ago — possibly dormant.
- ⚠️ Risk: Moderate — dormant (1399d since update).
🎯 For competitors: Mixed picture. Worth competing if you have a clear UX or pricing edge — otherwise crowded segment.
💵 For acquirers: Estimated asking range 18-32× monthly = $99K-$177K. Portfolio play ($115K/mo combined) commands premium.
Composite of 8 dimensions computed deterministically from public signals — no LLM, every score traces back to a measurable input. Default weights shown; "compete" / "acquire" / "invest" lenses re-weight without re-fetching.
Range:
💰 Forecast Revenue / mo
MODELRevenue forecast computed from BU's 234 trigger model on each snapshot. Calibrated against ground-truth from 58 verified-revenue apps.
🔬Forecast Breakdown — Why This Estimate?Top 7 of 7 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| Paid app ($0.00)METRIC | +$2,800 | |
| 5 starREVIEW | +$1,800 | |
| Mature app (11y old)METRIC | +$1,500 | |
| Multilingual (17 languages)METRIC | +$1,500 | |
| highly recommendREVIEW | +$1,400 | |
| Good rating (4.1★)METRIC | +$800 | |
| Early-stage install base (470 ratings)METRIC | +$400 |
METRIC = structural app data · REVIEW = mined from user reviews · ✓ VERIFIED = Stripe-verified anchor (TrustMRR)
📈 Reviews Growth
LIVECumulative review count from first BU snapshot. Each point = a tracked update.
⭐ Rating Trend
LIVEAverage rating evolution. Updates with each new review batch.
🆕 What's New · v1.4.0
We hope you're enjoying Dr. Panda's Ice Cream Truck! We've made a couple of cool new changes to enhance your experience.
If you have any feedback, leave a review or send us a message at support@drpanda.com
If you have any feedback, leave a review or send us a message at support@drpanda.com
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Dr. Pandas Eiswagen
- Developer
- Dr. Panda Ltd
- Bundle ID
- com.tribeplay.pandaicecream
- App Store URL
- Open in App Store
- Category
- News
- Content rating
- 4+
- Languages
- DA, NL, EN, FI, FR, DE, ID, IT, JA, KO, PT, RU, ZH, ES, SV, ZH, TR
Company
- Website
- Not found
- Tagline
- Not found
- Description
- Dr. Panda is a kids educational app developer that encourages children to imagine and think creatively while they discover the joy of learning through play.
- Founded
- Not found
- HQ / Address
- Not found
- Employees
- Not found
- Logo
- Not found
Revenue
- Verified revenue / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- ML model estimate / mo
- $18.8K/mo
- Top-grossing rank
- Outside top 100 in US News
- All-time revenue
- Not found
- Pricing
- Not found
Founder
Founder data not yet collected for this app.
Funding
Funding data not yet collected for this app.
Press & Links
Press & Links data not yet collected for this app.
Contacts & Socials
Contacts & Socials data not yet collected for this app.
⭐Recent App Store Reviews49 latest · avg 3.69★ · 44.9% 5★ · 18.4% 1★
5★22 (45%)
4★11 (22%)
3★4 (8%)
2★3 (6%)
1★9 (18%)
+0 ratings/week
Praise: love ×16 great ×12 amazing ×6 recommend ×4 best ×2Complaints: hate ×4 refund ×2 broken ×1 bug ×1
Top positive
★★★★★ A relaxed and creative ice cream serving game
I really like this game as it allows for endless creativity with almost no limits, and it has a relaxed feel because of the soothing music, carefree environment and lack of limitations. I am 13 and still find this as a great creative outlet…
★★★★★ Nostalgia
Played like 8 years ago when I was four coming back to see if it is still good cause I’m bored…
Top negative
★☆☆☆☆ Good game but There’s a problem
Making the ice cream is fun but I really really HATE how ALL THE characters burp in my FACE!!! I’m so sorry dr panda now I will give you 1 star or none BYE…
★☆☆☆☆ “THIS GAME IS THE BEST”
The grass bits are the best part lol…
📈Ratings growth470 ratings+770% lifetimeShow 3-year history estimate ▾
Tracked (45 weeks) Pre-tracking estimate (37 weeks) · model-based, ±5% noise · anchored to release date and current value
🌍Geographic ReachNot ranked
This app is currently outside the top 100 grossing in all 9 countries we monitor (US, UK, DE, FR, JP, CA, AU, BR, IN). Niche or new apps often launch this way — popularity rankings appear once daily revenue clears the regional threshold.
💰Pricing History$0.00 → $3.99 (+0%)
Profile is built from iTunes Lookup + developer site scrape + ML revenue model. Empty fields show "Not found" — additional sources (Crunchbase, X, IndieHackers, Acquire.com) coming.
📝 About this app
Make your own ice cream!
Chocolate? Vanilla? Strawberry? All three!? You decide! In Dr. Panda’s Ice Cream Truck all the flavors you can mix up all sorts of different flavors with cookies, chocolate, nuts and more to make the perfect ice cream—hundreds of combinations in all.
Scoop it!
These animals love ice cream, and will eat as much (or little) as you want to serve them. You can make scoops big or small and pile them as high as you want—using any of the ice cream you’ve created!
Toppings galore!… View full description on the official store →
Chocolate? Vanilla? Strawberry? All three!? You decide! In Dr. Panda’s Ice Cream Truck all the flavors you can mix up all sorts of different flavors with cookies, chocolate, nuts and more to make the perfect ice cream—hundreds of combinations in all.
Scoop it!
These animals love ice cream, and will eat as much (or little) as you want to serve them. You can make scoops big or small and pile them as high as you want—using any of the ice cream you’ve created!
Toppings galore!… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 176 MB🔞 4+📱 iOS 10.0+🔖 v1.4.0🔄 updated 0d ago🌐 DA, NL, EN, FI, FR +12📂 News💰 Paid
📅
What Worked™ · Development Pipeline
7 EVENTS TRACKEDDetected changes in this app over its tracked lifetime — each event links cause (what changed) to effect (what moved). Sorted newest first.See full history →Version history →
2026-05
💲
Went paid — introduced $3.99 price point
2022-07
📈
Crossed 100 ratings — social-proof flywheel kicking in
2016-08
📈
Crossed 50 ratings — social-proof flywheel kicking in
2015-03
⭐
Rating ↓ 4.88 → 4.56 (dropped 0.32★)
2015-03
📈
Crossed 10 ratings — social-proof flywheel kicking in
2015-03
🚀
First tracked snapshot — initial data captured
2015-03
⭐
Rating ↑ 4.00 → 4.50 (improved 0.50★)
🔔
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📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Dr. Pandas Eiswagen: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
More by Dr. Panda Ltd
View all →📦 Portfolio summaryMID studio
27apps·$115K/mocombined
✓ Diversified — top app contributes 16%; risk spread across portfolio
About this analysis
Why medium confidence: 470 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does Dr. Pandas Eiswagen make per month?▴
Based on our ML-calibrated revenue forecast, Dr. Pandas Eiswagen earns approximately $18K/mo. This is a US-storefront-equivalent estimate; global revenue can be several times larger for internationally-distributed apps. See the methodology page for the full formula and confidence bands.
What apps are like Dr. Pandas Eiswagen?▴
Browse the full News category catalog to find similar apps with revenue, build cost, audience and tech stack data. Each /p/{slug} page also shows a Compare side-by-side widget with three peer apps from the same niche.
Who makes Dr. Pandas Eiswagen?▴
Dr. Pandas Eiswagen is published by Dr. Panda Ltd on the Apple App Store. See the full publisher portfolio (other apps by the same developer) via the More by developer block on the product page above.
What is Dr. Pandas Eiswagen's BU Score?▴
Dr. Pandas Eiswagen has a BU Score of 64/100 (Solid). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.