S

supply-chain-optimization-shopify

bynexscope-ai

Shopify/DTC supply chain β€” cash flow, inventory, shipping costs, 3PL optimization.

Installation

Send this command to your AI agent:

npx skills add https://github.com/nexscope-ai/eCommerce-Skills/tree/main/supply-chain-optimization/supply-chain-optimization-shopify --skill supply-chain-optimization-shopify

Documentation

---

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":"πŸ“¦","category":"ecommerce"}}

---

Supply Chain Optimization β€” Shopify/DTC πŸ“¦

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

β”œβ”€β”€ Product Cost

β”œβ”€β”€ Inbound Shipping (to warehouse)

β”œβ”€β”€ 3PL Storage Fee (e.g., ShipBob)

β”œβ”€β”€ 3PL Fulfillment Fee

β”œβ”€β”€ Payment Processing (2.9% + $0.30)

β”œβ”€β”€ Shopify Subscription (allocated)

β”œβ”€β”€ Advertising (Meta/Google/TikTok) ← Key Cost

└── 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: Variable

DTC ad spend typically 20-40% of revenue

3PL Logistics Costs

Common 3PL Options:

β”œβ”€β”€ ShipBob

β”œβ”€β”€ Deliverr

β”œβ”€β”€ ShipMonk

└── Red Stag

Fee Structure:

β”œβ”€β”€ Receiving: $2-5/case

β”œβ”€β”€ Storage: $0.5-1/cubic ft/month

β”œβ”€β”€ Pick & Pack: $2-4/order

└── Shipping: By weight/zone

Payment Processing Fees

Shopify Payments: 2.9% + $0.30

PayPal: 2.9% + $0.30

Stripe: 2.9% + $0.30

High 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% + $0.30

Logistics (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:

  • High CAC β†’ Low ad efficiency, acquisition cost eating profit
  • LTV/CAC < 3 β†’ Customer value insufficient to support CAC
  • High 3PL costs β†’ Poor logistics choice
  • Low repeat rate β†’ Reliant on new customers, high cost
  • Low gross margin β†’ Cannot support ad spend
  • DTC Health Formula

    Net Profit = Price - Product Cost - Shipping - Payment Fee - Ad Spend - Ops Cost

    DTC Golden Ratios:

    β”œβ”€β”€ Gross Margin > 60%

    β”œβ”€β”€ Ad Spend < 30%

    β”œβ”€β”€ Shipping < 15%

    β”œβ”€β”€ Net Margin > 15%

    └── 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.

    Links

    GitHub