JPFans
54
Quality Score
Solid
JPFans
by NOVABYTE PTE. LTD.
Low confidence
✍️ bumetric analysis
“
JPFans is an iOS app from NOVABYTE PTE. LTD. in the Shopping category, currently rated 3.6★ across 37 ratings. Initial signal reads as largely positive sentiment, users highlighting consistency and feature depth.
Quality Score is 54: Solid (established niche player). For a Shopping 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
$500
per month
→
12-mo forecast
$437 – $1575
per month
→
24-mo forecast
$405 – $3644
per month
INDIE 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
$120K
↳ What it cost to build · not monthly revenue
Likely range $90K – $160K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
📈
Pays back in ~5 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 (171 MB) | +$40K |
| ⚙ Shopping complexity ×1.30 | +$27K |
Total estimate
$120K
ONE-TIME · EXIT VALUE
💵 Estimated acquisition value
$300K
↳ What it would sell for · not monthly revenue
Marketplace range $225K – $375K · 13× MRR multiple
💸
~2.5× 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 |
| ⭐ ★ rating 3.5-4.0 (mixed) | -8% |
| 🏷 Shopping category multiple | +2% |
| ⭐ Small user base (<1K ratings) | -8% |
Final multiple
13× MRR
🔬
How we forecast this revenue
LOW CONFIDENCEBaseline
$500/mo · ML-estimated from 234 triggers
Growth rate
+6.0% MoM · INDIE tier baseline (compound monthly)
Direction
Headwinds: rating drift may slow acquisition, low defensibility moat
6 months
$426 – $993
12 months
$437 – $1.6K
24 months
$405 – $3.6K
Compound growth at +6.0% MoM (tier baseline for INDIE). Range widens with horizon — typical noise band ±40% at 6mo.. Ranges widen with horizon — distant futures carry more uncertainty.
📊
BU Investment Matrix
Pre-traction · 39/100INDIE TIERlimited signalGrowth Velocity
5.0
Founder Strength
5.4
Product Quality
2.9
Revenue Strength
2.7
Monetization Maturity
1.0
Defensibility
2.2
Market Position
2.0
Operational Safety
10.0
- 💰 Revenue: Marginal — $200 - $1250/mo · INDIE tier · medium confidence, trajectory unclear.
- ⭐ Quality: 3.6★ across 37 reviews — weak — significant quality concerns.
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: Insufficient signal to assess trajectory.
- ⚠️ Risk: Low — no material risk signals detected.
🎯 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 = $9K-$16K. Portfolio play ($22K/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 11 of 11 triggers
Our ML model uses 200+ signals from public data. These are the most influential for this app:
| 5 starREVIEW | +$1,800 | |
| great valueREVIEW | +$1,600 | |
| cancelledREVIEW | −$1,500 | |
| excellent appREVIEW | +$1,500 | |
| highly recommendREVIEW | +$1,400 | |
| too expensiveREVIEW | −$1,000 | |
| support teamREVIEW | +$900 | |
| priceyREVIEW | −$800 | |
| New app (8 months old)METRIC | −$700 | |
| Ad-supported / freemiumMETRIC | +$600 | |
| Pre-traction phase (37 ratings)METRIC | −$300 |
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 · v2.1.002
Fixed some known issues.
Improved the user experience of the App.
Improved the user experience of the App.
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- JPFans
- Developer
- NOVABYTE PTE. LTD.
- Bundle ID
- Not found
- App Store URL
- Open in App Store
- Category
- Shopping
- Content rating
- 12+
- Languages
- EN, ZH
Company
- Website
- Not found
- Tagline
- Today
- Description
- Find apps and games for iPhone, iPad, Mac, and more on the App Store.
- Founded
- Not found
- HQ / Address
- Not found
- Employees
- Not found
- Logo
- Available
Revenue
- Verified revenue / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- ML model estimate / mo
- $22.5K/mo
- Top-grossing rank
- Not found
- 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.
📈Ratings growth562 ratings+9267% lifetimeShow 3-year history estimate ▾
Tracked (39 weeks) Pre-tracking estimate (9 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.
🚀Update Frequency · Releases per Quarter3 releases tracked
🚀Version Release Timeline3 releases tracked
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
Shop Japan with Ease on JPFans!
Love Japanese products but struggle with complex overseas shipping? JPFans is your dedicated one-stop shopping agent, making international purchases as simple as local shopping.
Get Your Items in Just 4 Steps:
1. Register for Free
Quickly create your JPFans account using your email to start your shopping journey.
2. Search & Order Easily
Find desired items via the search bar, select specs, add to cart, and confirm your order.
3. Flexible Payment & Pro Service
Choose from multiple payment methods.… View full description on the official store →
Love Japanese products but struggle with complex overseas shipping? JPFans is your dedicated one-stop shopping agent, making international purchases as simple as local shopping.
Get Your Items in Just 4 Steps:
1. Register for Free
Quickly create your JPFans account using your email to start your shopping journey.
2. Search & Order Easily
Find desired items via the search bar, select specs, add to cart, and confirm your order.
3. Flexible Payment & Pro Service
Choose from multiple payment methods.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →💾 171 MB🔞 12+📱 iOS 15.0+🔖 v2.1.002🔄 updated 0d ago🌐 EN, ZH📂 Shopping💰 Paid
📅
What Worked™ · Development Pipeline
13 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 →
2026-07
🔧
Shipped update — v2.0.0 → v2.1.002
→ 30 days after: reviews +54 high confidence
2026-07
📈
Crossed 500 ratings — social-proof flywheel kicking in
→ 30 days after: reviews +72 high confidence
2026-06
🔧
Shipped update — v1.0.1 → v2.0.0
→ 30 days after: revenue +$22.5K/mo · reviews +102 high confidence
2026-06
⭐
Rating ↑ 3.86 → 4.57 (improved 0.71★)
→ 30 days after: rating +0.05★ · reviews +85 high confidence
2026-06
📈
Crossed 50 ratings — social-proof flywheel kicking in
→ 30 days after: rating +0.05★ · reviews +85 high confidence
2026-03
⭐
Rating ↓ 3.60 → 3.18 (dropped 0.42★)
→ 30 days after: rating +0.53★ · reviews +23 medium · co-occurring
2026-03
⭐
Rating ↑ 3.06 → 3.60 (improved 0.54★)
→ 30 days after: rating +0.53★ · reviews +23 medium · co-occurring
2026-02
📈
Crossed 10 ratings — social-proof flywheel kicking in
→ 30 days after: rating +0.69★ · reviews +11 high confidence
2026-01
⭐
Rating ↑ 2.00 → 2.43 (improved 0.43★)
→ 30 days after: rating +1.15★ · reviews +7 high confidence
2026-01
⭐
Rating ↓ 3.00 → 2.50 (dropped 0.50★)
→ 30 days after: rating +0.27★ · reviews +10 low · multiple changes
2026-01
⭐
Rating ↑ 2.00 → 3.00 (improved 1.00★)
→ 30 days after: rating +0.10★ · reviews +9 low · multiple changes
2026-01
⭐
Rating ↓ 3.00 → 2.00 (dropped 1.00★)
→ 30 days after: rating +0.10★ · reviews +9 low · multiple changes
2026-01
🚀
First tracked snapshot — initial data captured
→ 30 days after: rating +0.10★ · reviews +9 low · multiple changes
🌍
Multi-Country Performance
Available in 9 of 9 monitored markets| Market | Rating | Reviews | Current version |
|---|---|---|---|
| 🇦🇺 AU | 4.64583★ | 48 | 4.64583★ this version |
| 🇧🇷 BR | 5★ | 23 | 5★ this version |
| 🇨🇦 CA | 4.68254★ | 63 | 4.68254★ this version |
| 🇩🇪 DE | 5★ | 36 | 5★ this version |
| 🇫🇷 FR | 4.625★ | 40 | 4.625★ this version |
| 🇬🇧 GB | 4.53333★ | 120 | 4.53333★ this version |
| 🇮🇳 IN | 5★ | 1 | 5★ this version |
| 🇯🇵 JP | 5★ | 11 | 5★ this version |
| 🇺🇸 US | 4.61183★ | 541 | 4.61183★ this version |
🔔
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📝 Description
95
BU Score · Transcendent
About this analysis
Why low confidence: only 37 ratings · no founder-verified revenue (model estimate only) · revenue figure is directional only.
❓ Frequently Asked Questions
4 answers · auto-generated from this app's public dataHow much does JPFans make per month?▴
Based on our ML-calibrated revenue forecast, JPFans earns approximately $22K/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 JPFans?▴
Browse the full Shopping 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 JPFans?▴
JPFans is published by NOVABYTE PTE. 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 JPFans's BU Score?▴
JPFans has a BU Score of 54/100 (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.