Supply Chain Optimization Shopify
by @phheng
Supply Chain Bottleneck Analyzer for Shopify/DTC stores. Diagnose cash flow, inventory, shipping costs, and customer acquisition efficiency. Includes CAC/LTV...
clawhub install supply-chain-optimization-shopifyπ About This Skill
name: supply-chain-optimization-shopify version: 1.0.0 description: "Supply Chain Bottleneck Analyzer for Shopify/DTC stores. Diagnose cash flow, inventory, shipping costs, and customer acquisition efficiency. Includes CAC/LTV analysis, 3PL cost optimization, and ad spend benchmarks. No API key required for basic analysis." metadata: {"nexscope":{"emoji":"π¦","category":"ecommerce"}}
Supply Chain Optimization β Shopify/DTC π¦
Supply chain bottleneck analyzer for Shopify and Direct-to-Consumer stores. Diagnose cash flow, inventory, shipping, and customer acquisition costs.
Installation
npx skills add nexscope-ai/eCommerce-Skills --skill supply-chain-optimization-shopify -g
Platform Characteristics
| Feature | Shopify/DTC | vs Amazon | |---------|-------------|-----------| | Fulfillment | Self-select (ShipBob/self) | FBA | | Platform fee | None | 8-15% | | Payment fee | 2.9% + $0.30 | Included in fee | | Payment cycle | 2-3 days | 14 days | | Traffic cost | High (self-built) | Low (platform) | | Data ownership | Full | Limited |
Cost Structure (Shopify/DTC)
Selling Price $XX
βββ Product Cost
βββ Inbound Shipping (to warehouse)
βββ 3PL Storage Fee (e.g., ShipBob)
βββ 3PL Fulfillment Fee
βββ Payment Processing (2.9% + $0.30)
βββ Shopify Subscription (allocated)
βββ Advertising (Meta/Google/TikTok) β Key Cost
βββ Net Profit
Benchmark Configuration
BENCHMARKS = {
"shopify": {
"gross_margin": {
"healthy": 0.60, # DTC needs high margin for ads
"warning": 0.50,
"danger": 0.40
},
"shipping_ratio": {
"healthy": 0.08, # 3PL fees
"warning": 0.12,
"danger": 0.18
},
"inventory_days": {
"healthy": 45,
"warning": 60,
"danger": 90
},
"cash_cycle": {
"healthy": 45, # Fast payment
"warning": 70,
"danger": 100
},
"net_margin": {
"healthy": 0.20,
"warning": 0.12,
"danger": 0.05
},
# DTC-specific metrics
"cac": { # Customer Acquisition Cost
"healthy": 0.25, # CAC < 25% of price
"warning": 0.35,
"danger": 0.50
},
"ltv_cac_ratio": { # LTV/CAC
"healthy": 3.0, # LTV > 3x CAC
"warning": 2.0,
"danger": 1.0
},
"ad_spend_ratio": { # Ad spend ratio
"healthy": 0.25,
"warning": 0.35,
"danger": 0.45
}
}
}
DTC-Specific Costs
Advertising Costs (Critical!)
Meta Ads (Facebook/Instagram): CPM $10-30
Google Ads: CPC $1-5
TikTok Ads: CPM $5-15
Influencer Marketing: VariableDTC ad spend typically 20-40% of revenue
3PL Logistics Costs
Common 3PL Options:
βββ ShipBob
βββ Deliverr
βββ ShipMonk
βββ Red StagFee Structure:
βββ Receiving: $2-5/case
βββ Storage: $0.5-1/cubic ft/month
βββ Pick & Pack: $2-4/order
βββ Shipping: By weight/zone
Payment Processing Fees
Shopify Payments: 2.9% + $0.30
PayPal: 2.9% + $0.30
Stripe: 2.9% + $0.30High AOV: Ratio acceptable
Low AOV: Erodes profit
Input Data
Sales (Shopify-specific)
β’ Average Selling Price: $___
β’ Average Order Value (AOV): $___
β’ Payment Fee: 2.9% + $0.30Logistics (3PL)
β’ 3PL Fulfillment Fee: $___/order
β’ 3PL Storage Fee: $___/unit/month
β’ Receiving Fee: $___/case
Marketing (Critical!)
β’ Ad Spend Ratio: ___%
β’ Customer Acquisition Cost (CAC): $___
β’ Customer Lifetime Value (LTV): $___
β’ Repeat Purchase Rate: ___%
API Integration
Shopify Admin API
export SHOPIFY_STORE_URL="xxx.myshopify.com"
export SHOPIFY_ACCESS_TOKEN="xxx"
Available Data
| Data | API | |------|-----| | Orders | Orders API | | Products | Products API | | Inventory | Inventory API | | Customers | Customers API |
3PL API (e.g., ShipBob)
export SHIPBOB_API_TOKEN="xxx"
Bottleneck Diagnosis Focus
DTC-specific bottlenecks:
1. High CAC β Low ad efficiency, acquisition cost eating profit 2. LTV/CAC < 3 β Customer value insufficient to support CAC 3. High 3PL costs β Poor logistics choice 4. Low repeat rate β Reliant on new customers, high cost 5. Low gross margin β Cannot support ad spend
DTC Health Formula
Net Profit = Price - Product Cost - Shipping - Payment Fee - Ad Spend - Ops CostDTC Golden Ratios:
βββ Gross Margin > 60%
βββ Ad Spend < 30%
βββ Shipping < 15%
βββ Net Margin > 15%
βββ LTV/CAC > 3
vs Amazon Comparison
| Item | Amazon | Shopify/DTC | |------|--------|-------------| | Platform fee | 8-15% | 0% | | Payment fee | Included | 2.9% + $0.30 | | Payment cycle | 14 days | 2-3 days | | Ad spend | 10-20% | 20-40% | | Traffic | Platform | Self-built | | Margin need | 40%+ | 60%+ | | Data | Limited | Full ownership |
Part of Nexscope AI β AI tools for e-commerce sellers.