Sam's Club: Shopping & Savings
83
Quality Score
Excellent
✍️ Bumetric analysis
“
Sam's Club: Shopping & Savings is an Android app from Sam's Club in the Shopping category, currently rated 4.8★ across 1,038,890 ratings. Initial signal reads as mixed reviews: supporters praise core features while critics cite stability and value gaps.
Quality Score is 83: Excellent (strong product-market fit). For a Shopping app, that means strong product-market fit. 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.
💰 Forecast monthly revenue
—/mo
Founder-confirmed monthly revenue
BIG 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
6 snapshots on record
Rating
4.8
Reviews
1,038,890 reviews
Forecast Revenue / mo
—
Snapshots tracked
6
since May 2026
🍎Also on iOS
$7.5K/mo · 5.3M ratings · 4.9★
View →
📊
BU Investment Matrix
Concerning · 45/100BIG TIERbelow benchmarksRevenue Strength
0.0
Product Quality
9.6
Market Position
0.0
Growth Velocity
5.0
Defensibility
6.0
Operational Safety
10.0
Founder Strength
4.4
Monetization Maturity
1.0
- 💰 Revenue: Pre-revenue or unknown — $0 - $0/mo · BIG tier · high confidence, trajectory unclear.
- ⭐ Quality: 4.8★ across 1,038,890 reviews — exceptional (top 1% in category).
- 📍 Market: Not yet charting in any of the 9 monitored markets.
- 📈 Growth: dev shipping weekly.
- ⚠️ 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: No verified revenue — acquisition only makes sense for tech / userbase / brand.
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:
| High install base (1,038,890 ratings)METRIC | +$12,000 | |
| Excellent rating (4.8★)METRIC | +$2,200 | |
| 5 starREVIEW | +$1,800 | |
| great valueREVIEW | +$1,600 | |
| Mature app (16y old)METRIC | +$1,500 | |
| slowREVIEW | −$1,200 | |
| Ad-supported / freemiumMETRIC | +$600 |
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.
Profile & Insights
Everything we know — and don't — about this app and its company.
Identification
- App name
- Sam's Club: Shopping & Savings
- Developer
- Sam's Club
- Bundle ID
- com.rfi.sams.android
- App Store URL
- Open in App Store
- Category
- Shopping
- Content rating
- Not found
- Languages
- Not found
Company
- Website
- www.samsclub.com
- Tagline
- Not found
- Description
- Not found
- Founded
- Not found
- HQ / Address
- Not found
- Employees
- Not found
- Logo
- Not found
Revenue
- Reported revenue signal / mo
- Not found
- AI revenue estimate / mo
- Not found
- AI annual estimate
- Not found
- Model estimate / mo
- $298/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.
🚀Update Frequency · Releases per Quarter6 releases tracked
🚀Version Release Timeline6 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
Your membership does more in the Sam’s Club app. Shop, plan, Scan & Go™, find savings, schedule Curbside Pickup and delivery, check gas prices and keep your membership working wherever you are.
Shopping done your way:
• Use Scan & Go™ while shopping in club to scan items as you shop, pay in the app and skip the checkout line entirely. Shopping is faster, easier and built for members on the go.
• Order groceries, household essentials and more with free Curbside Pickup, grocery delivery and delivery as soon as 1 hour* where available, or ship straight to your door*.… View full description on the official store →
Shopping done your way:
• Use Scan & Go™ while shopping in club to scan items as you shop, pay in the app and skip the checkout line entirely. Shopping is faster, easier and built for members on the go.
• Order groceries, household essentials and more with free Curbside Pickup, grocery delivery and delivery as soon as 1 hour* where available, or ship straight to your door*.… View full description on the official store →
App Specs
🔐 Own this app? Claim & verify MRR →🔖 v26.11.11🔄 updated 1w ago📂 Shopping💰 Free🚀 Launched 2010 (16y old)
📅
What Worked™ · Development Pipeline
9 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 →
2026-10
📈
Crossed 1,000,000 ratings — social-proof flywheel kicking in
2026-10
🔧
Shipped update — v26.9.30 → v26.10.20
→ 30 days after: reviews +27,990 low · multiple changes
2026-09
📸
Refreshed store screenshots — 6 of 6 updated
→ 30 days after: reviews +27,990 medium · co-occurring
2026-09
🔧
Shipped update — v26.8.20 → v26.9.30
→ 30 days after: reviews +56,853 medium · co-occurring
2026-08
🔧
Shipped update — v26.7.20 → v26.8.20
→ 30 days after: reviews +59,369 high confidence
2026-07
🔧
Shipped update — v26.6.20 → v26.7.20
→ 30 days after: reviews +63,311 high confidence
2026-06
🔧
Shipped update — v26.5.10 → v26.6.20
→ 30 days after: reviews +32,805 high confidence
2026-06
📸
Refreshed store screenshots — 8 of 8 updated
→ 30 days after: reviews +32,805 high confidence
2026-05
🚀
First tracked snapshot — initial data captured
→ 30 days after: reviews +45,225 high confidence
📸
Store Page History
14 SCREENSHOT CHANGESEvery time a developer swaps a store screenshot we archive both versions. Compare side-by-side to see what messaging / visuals changed.
iPhone screenshots
Slot 1
3 ver.
3 ver.
2026-05-06
2026-06-11
2026-09-10
Slot 2
2 ver.
2 ver.
2026-05-06
2026-06-11
Slot 3
2 ver.
2 ver.
2026-05-06
2026-06-11
Slot 4
3 ver.
3 ver.
2026-05-06
2026-06-11
2026-09-10
Slot 5
3 ver.
3 ver.
2026-05-06
2026-06-11
2026-09-10
Slot 6
3 ver.
3 ver.
2026-05-06
2026-06-11
2026-09-10
🔔
Track this app’s revenue
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ONE-TIME · BUILD
💰 Estimated build cost
$200K
↳ What it cost to build · not monthly revenue
Likely range $150K – $270K
$25K · MVP floor
$100K · indie scale
$500K+ · studio build
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 |
| ⚙ Shopping complexity ×1.30 | +$15K |
| 🌐 Cross-platform reach (iOS + Android) | +$36K |
| ⚙ 16.1y maintenance × ~1-person team | +$96K |
Total estimate
$200K
👥 Estimated audience size
72.5M
Lifetime downloads (US-equivalent)
Monthly active
1.7M
Daily active
305K
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
| 📲 Shopping engagement | ~100 installs / rating |
| 📅 16.1y of rating accumulation | -30% |
| 🔁 Shopping D30 retention | 12% |
| 📍 DAU / MAU stickiness | 0.18 |
DAU / MAU
18% sticky
🛠 Estimated tech stack
🤖
Native Android (Kotlin)
High confidence · 80%
Also possible
Flutter
Heuristic guess from app bundle size, category, store description signals, and release-date stack era. Bumetric does not disassemble binaries — for binary-level certainty you would need an SDK intelligence tool or the manifest itself. Reasoning chain on the right. Full ruleset on /methodology.
Signals we read
| 🏷 Category context | Shopping |
| 📦 Compact Android bundle | → Native Kotlin |
💀 Maintenance status
Active
5%
Last shipped 2026-10-29 · 11 days ago
0 · Active
50 · At risk
100 · Abandoned
Heuristic risk score from time-since-last-update + ratings velocity proxy + Editor's Choice / curated featuring signals. Calibrated against 2024-2025 app-store ranking decay reports. Not a guarantee — a quiet app with a healthy codebase looks the same as an abandoned one until something breaks. Full math on /methodology.
Risk signals
| 📅 11 days since last update | Active development |
Verdict
Active
📝 Description
95
BU Score · Transcendent
Full revenue analysis
Read the article-style breakdown for Sam's Club: Shopping & Savings: category rank, percentile, growth signal, comparable apps, and how the forecast is calibrated against verified-MRR anchors in this niche.
More by Sam's Club
View all →📦 Portfolio summaryINDIE studio
4apps·$6K/mocombined
Lead-app heavy — top app contributes 79%
About this analysis
Why high confidence: 1,038,890 ratings · no founder-verified revenue (model estimate only).
❓ Frequently Asked Questions
7 answers · auto-generated from this app's public dataHow many users does Sam's Club have?▴
Estimated audience: ~72.5M lifetime downloads, ~1.7M monthly active users, and ~305K daily active users. Derived from ratings count × category installs-per-rating × age decay. US-storefront-equivalent — global audience can be 5-10× larger for internationally-distributed apps.
What apps are like Sam's Club?▴
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.
What is Sam's Club built with?▴
Our heuristic places Sam's Club on the Native Android (Kotlin) stack (High confidence, 80%). Signals: app bundle size, category context, store-description markers, release-date era. We don't disassemble binaries. Alternative possibilities: Flutter.
Is Sam's Club still actively maintained?▴
Maintenance status: Active (5% abandonment risk). Last shipped version was 11 days ago. The risk score combines time-since-last-update with Editor's Choice / curated featuring + user-base maturity adjustments.
When was Sam's Club last updated?▴
Sam's Club last shipped a new version on 2026-10-29 — less than a month ago. This is the date Apple / Google last accepted a new build, not a content-only push.
Who makes Sam's Club?▴
Sam's Club is published by Sam's Club on the Google Play 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 Sam's Club's BU Score?▴
Sam's Club has a BU Score of 83/100 (Excellent). The score combines App Store rating, ratings count, monetization model and revenue signals calibrated against founder-verified MRR anchors. See the BU Score formula.