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Use Cases
Real seller scenarios with exact commands and verified outputs. Every data point was tested against live MCP.
📊 Platform: Amazon Overview
Seller: Beginner, $5K budget, wants to sell kitchen products on Amazon US.
Command:
Find blue ocean products in kitchen storage on Amazon US for a beginner seller with $5K budget
Tool chain: picker.py --mode blueocean --platform amazon --site US --keyword "kitchen storage"
What you get: Scored list ranked by Hidden Profit Index. Each product includes brand concentration, review threshold, estimated margin, and risk level. No hard filters — you see the full ranking and decide.
Verified output: Under-sink organizers identified — 15K monthly searches, only 3 competitors with >100 reviews on top listings, estimated margin 35-42%.
📊 Platform: Shopee Overview · Cross-Border Guide
Seller: Cross-border seller evaluating Shopee Malaysia phone case market.
Command:
Compare local vs cross-border seller density for Shopee MY category 100490 — is cross-border viable?
Tool chain: shopee_product_search → shop_location: 1 vs shop_location: 2 → compare page_count
Verified output (2026-07-30):
- Local sellers: 16 pages (320 products)
- Cross-border sellers: 7 pages (140 products)
- Ratio: 44% — cross-border is viable, not locked by local sellers
Follow-up: Check cohort analysis to see if new products survive:
Check Shopee MY 100490 Listed1MonthSalesVolumeRatio trend — is the new product window still open?
Verified: Listed1Month ratio dropped from 2.05% to 0.0% — new product window is closing. Enter now or don't enter.
📊 Platform: 1688 Sourcing · Shopee Overview
Seller: Has identified a winning product on Shopee, wants to find the supplier on 1688.
Step 1 — Find the product on Shopee:
Show me Shopee MY 100490 Top 20 — what are the bestsellers?
Verified: UGREEN iPhone Case RM13.90, 3,477 monthly sales.
Step 2 — Search 1688 for similar products:
Search 1688 for "iphone case clear" — sort by price and sales volume
Verified: 100 results, ¥0-18 price range.
Step 3 — Filter for quality suppliers:
Search 1688 for phone case — filter: Verified Merchant, repurchase rate >30%, service rating >4.5, 30-day sales >50
Tool: ali1688_product_search with supplier_type: 1, repurchase_rate_min: 0.3, service_score_min: 4.5.
Step 4 — Check SKU detail:
Get SKU breakdown for this 1688 product — price, stock, weight, dimensions per variant
Verified: 83 SKU variants with exact stock (>977K units), weight (0.02kg), dimensions per variant.
Step 5 — Calculate margin: Shopee retail RM13.90 (≈¥21) vs 1688 wholesale ¥0.12-5 → 60-99% margin potential before logistics.
📊 Platform: Cross-Platform Overview
Seller: Amazon seller looking to expand to Walmart with existing products.
Command:
Compare yoga mat prices, seller count, and top brands between Amazon US and Walmart US
Verified findings: Premium Yoga Block Set — $34.99 Walmart vs $24.99 Amazon (40% premium on Walmart). Only 3 Walmart sellers vs 12 on Amazon — low competition entry point.
Loop setup:
/loop 7d Scan Walmart vs Amazon price gaps — alert if new product gap exceeds 20%
📊 Platform: Shopee Overview · Loop Engineering
Seller: Wants to monitor UGREEN's flagship product on Shopee MY daily.
Command:
Track Shopee MY 44411123270 daily sales & price for the last 6 months — alert if sales drop >50% or price changes
Loop:
/loop 1d Track Shopee MY 44411123270 daily sales & price — alert on >50% sales drop or any price change
Verified output: 208 days of daily sales data. Peak: 3,525/day. Latest: 3,477/day. Price: RM13.90 (stable). Coefficient of variation: 2.17 — pulse-style burst pattern, not steady daily sales.
📊 Platform: Shopee Overview
Seller: Building Shopee MY keyword library for phone accessories category.
Step 1 — Grab hot keywords:
Pull Shopee MY hot keyword ranking Top 20
Verified: XIAOMI, blouse women, powerbank, baju perempuan, glad2glow, skintific...
Step 2 — Save to favorites:
Add "phone case" to my Shopee MY favorites list "SP-MY-PhoneCase"
Tool: shopee_favorite_keyword(keyword, dict, site)
Step 3 — Weekly tracking:
/loop 7d Pull Shopee MY hot keyword Top 20 — flag new entries and rank jumps >5 positions
📊 Platform: Shopee Overview
Seller: Analyzing UGREEN's Shopee MY store to understand their strategy.
Command:
Analyze Shopee MY store 82080415 — scale, layout, is it a single-product or matrix store?
Verified output:
- Store: Ugreen Flagship Store, ★ 4.95, Selangor
- Top500 products: 253
- Monthly sales: 87,722 units, RM 3.3M revenue
- Average per-product: 347 units/month
- Verdict: Matrix strategy — broad catalog, moderate per-SKU sales
Compare with competitor:
Compare Shopee MY store 82080415 vs 1578947481 — scale difference
SnapNest.my: 7 products in Top500, 3,992 monthly sales. 18x difference in scale.
📊 Platform: Shopee Overview · Cross-Border Guide
Seller: Evaluating if now is the right time to enter Shopee MY phone case market.
Commands:
Check Shopee MY 100490 Flagship/Preferred/Regular store sales ratio trend — is the category brandifying?
Check Shopee MY 100490 Listed1Month/3Month/6Month new product sales ratio — survival window?
Check Shopee MY 100490 Top3/Top10 seller & product concentration trend
Verified findings (July 2026):
- Flagship store ratio: 3.06% → 3.69% (stable, low — brandification is not accelerating)
- Listed1Month sales ratio: 2.05% → 0.0% (new products dying out)
- Top3 product concentration: 5.14% → 4.35% (market is decentralizing)
- Overall signal: Market is not brandified yet, but new products are struggling. Need strong differentiation or a clear niche.
See also: Loop Engineering
| Use Case | Loop Command | Frequency |
|---|---|---|
| Category scan |
/loop 1d Shopee MY Top 20 ranking diff |
Daily |
| Price alert |
/loop 1d product price & sales monitor |
Daily |
| Keyword tracking |
/loop 7d hot keyword diff |
Weekly |
| Store health |
/loop 7d competitor store metrics |
Weekly |
| Cross-platform arbitrage |
/loop 7d Walmart vs Amazon price gap |
Weekly |
| Seasonality prep |
/loop 30d peak season forecast update |
Monthly |
- 🆕 Closed-Loop Selection ← Full pipeline
- 📖 Case Study: Water Bottle ← Real data example
- Loop & Goal Templates ← 58 automation recipes