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Expanded SKILL.md with 7-step workflow, zone-aware modeling, 2 worked examples, decision framework, and common mistakes section.\n\nv1.0.2 | 2026-03-26T08:33:03.245Z | user\n\nUpgrade skill structure for pricing, margin, and free-shipping decision support.\n\nv1.0.1 | 2026-03-18T13:22:19.722Z | user\n\nAdd interactive clarification and Python-script workflow guidance\n\nv1.0.0 | 2026-03-16T06:50:40.804Z | user\n\nInitial release\n\nArchive index:\n\nArchive v1.1.0: 7 files, 13559 bytes\n\nFiles: assets/shipping-checklist.md (2102b), references/carrier-rates-guide.md (5336b), references/free-shipping-playbook.md (3996b), references/output-template.md (3850b), skill-card.md (2408b), SKILL.md (11954b), _meta.json (153b)\n\nFile v1.1.0:SKILL.md\n\n# Shipping Cost Calculator Ecommerce\n\nEstimate shipping as a margin and offer-design decision, not just a carrier quote lookup.\n\nThis skill goes beyond quoting a rate. It models total delivery cost per order (carrier + fulfillment + packaging + return drag), compares zones and policies, and translates the numbers into pricing, threshold, and offer decisions.\n\n---\n\n## Quick Reference\n\n| Decision | Key Metric | Green | Yellow | Red |\n|---|---|---|---|---|\n| Free shipping viability | Shipping as % of CM | < 30% of CM | 30–50% of CM | > 50% of CM |\n| Threshold effectiveness | Orders above threshold | > 60% of orders | 40–60% of orders | < 40% of orders |\n| Zone profitability | Margin after shipping | > 15% net margin | 5–15% net margin | < 5% net margin |\n| Carrier competitiveness | Cost vs benchmark | < 90% of benchmark | 90–110% of benchmark | > 110% of benchmark |\n| Packaging efficiency | DIM weight vs actual | DIM �j$ actual | DIM up to 1.3× actual | DIM > 1.3× actual |\n\n---\n\n## Solves\n\nEcommerce teams lose money on shipping not because rates are high, but because:\n\n- They model carrier cost alone and ignore pick-pack, packaging, label, and handling\n- Free-shipping thresholds are set by gut feel, not margin math\n- Zone-level profitability is invisible — far zones quietly destroy margin\n- DIM weight pricing turns lightweight-but-bulky products into margin traps\n- Return shipping costs are excluded from per-order economics\n- Flat-rate shipping offers subsidize heavy/distant orders with light/nearby ones\n- Teams confuse \"carrier cost\" with \"total delivery cost per order\"\n\nGoal: **Give operators a complete, zone-aware shipping cost model that supports real pricing, threshold, and offer decisions — not just a rate card.**\n\n---\n\n## Use when\n\n- You need to understand how shipping affects unit economics\n- A team is testing free shipping, threshold-based shipping, bundles, or pricing changes\n- You want to compare zones, carriers, or packaging assumptions\n- Certain regions or order profiles may be quietly unprofitable\n- Evaluating carrier switches, 3PL changes, or packaging redesigns\n- Building a case for pricing adjustments based on delivery cost reality\n- Modeling the margin impact of seasonal shipping surcharges\n\n## Do not use when\n\n- You need live carrier API rates with guaranteed contractual accuracy\n- Packaging, zones, or weight assumptions are completely unknown\n- The task is warehouse operations design beyond shipping-cost estimation\n- You only need a public quote screenshot with no business interpretation\n- Legal or compliance-sensitive logistics reporting is required\n\n---\n\n## Inputs\n\nGather these inputs — mark any assumptions explicitly:\n\n**Package profile:**\n- Package weight (actual weight)\n- Package dimensions (L × W × H) for DIM weight calculation\n- DIM factor (carrier-specific: UPS/FedEx = 139, USPS = 166)\n- Billable weight = max(actual weight, DIM weight)\n\n**Carrier / rate inputs:**\n- Carrier name and service level (Ground, Express, 2-Day, etc.)\n- Base rate by zone or weight band\n- Residential vs commercial delivery surcharge\n- Fuel surcharge percentage (current period)\n- Peak/seasonal surcharges if applicable\n- Negotiated discount % if available\n\n**Fulfillment costs:**\n- Pick-pack labor cost per order\n- Packaging materials (box, filler, tape, inserts)\n- Label and postage handling\n- Shipping insurance (if offered)\n\n**Policy inputs:**\n- Current shipping policy (flat rate / free / threshold / calculated)\n- Free-shipping threshold ($X minimum)\n- Average order value (AOV)\n- Order distribution by zone (% of orders per zone)\n\n**Loss / return inputs:**\n- Return rate (%)\n- Return shipping cost (prepaid label cost)\n- Reship / replacement rate (%)\n- Damaged-in-transit rate and claim recovery %\n\nSee `references/carrier-rates-guide.md` for carrier-specific rate structures and surcharges.\n\n---\n\n## Workflow\n\n### 1. Calculate true per-order delivery cost\n\nBuild the full cost stack, not just the carrier line item:\n\n```\nCarrier base rate (by zone/weight):     $XX.XX\n+ Residential surcharge:                $XX.XX\n+ Fuel surcharge (X.X%):                $XX.XX\n+ Peak surcharge (if applicable):       $XX.XX\n= Total carrier cost:                   $XX.XX\n+ Pick-pack labor:                      $XX.XX\n+ Packaging materials:                  $XX.XX\n+ Label / handling:                     $XX.XX\n+ Insurance (if applicable):            $XX.XX\n= Total delivery cost per order:        $XX.XX\n```\n\n**Critical: Check DIM weight**\n```\nDIM weight = (L × W × H) / DIM factor\nBillable weight = max(actual weight, DIM weight)\n```\nIf DIM weight exceeds actual weight, you're paying for air. Flag this immediately.\n\n### 2. Segment by zone and order profile\n\nNot all orders cost the same to ship. Break down by:\n\n| Segment | % of Orders | Avg Shipping Cost | Margin After Shipping | Flag |\n|---|---|---|---|---|\n| Zone 1–2 (local) | XX% | $X.XX | XX% | — |\n| Zone 3–4 (regional) | XX% | $X.XX | XX% | — |\n| Zone 5–6 (cross-country) | XX% | $X.XX | XX% | ⚠️ if margin thin |\n| Zone 7–8 (remote) | XX% | $X.XX | XX% | 🔴 if unprofitable |\n| Oversized / heavy | XX% | $X.XX | XX% | Check DIM weight |\n\n### 3. Model free-shipping and threshold scenarios\n\nTest the margin impact of different shipping policies:\n\n| Policy | Effective Shipping Revenue | Cost Absorbed | Impact on CM | AOV Change |\n|---|---|---|---|---|\n| Calculated (pass-through) | $X.XX/order | $0 | Baseline | Baseline |\n| Flat $X.XX | $X.XX/order | $X.XX/order | -X.X% | Minimal |\n| Free over $XX | $X.XX blended | $X.XX blended | -X.X% | +X.X% |\n| Free on everything | $0 | $X.XX/order | -X.X% | +X.X% |\n\n**Threshold analysis:**\n```\nOptimal threshold = point where incremental AOV lift > shipping cost absorbed\n\nTest: $35 / $50 / $75 / $99 thresholds\nFor each: what % of orders qualify? What's the blended cost?\n```\n\n### 4. Calculate return and loss drag\n\nReturns cost more than the refund — the shipping round-trip adds cost:\n\n```\nReturn shipping drag per order = return rate × return label cost\nReship drag per order = reship rate × full delivery cost\nDamage drag per order = damage rate × (replacement cost + shipping - claim recovery)\n─────────────────────────────────────────\nTotal loss drag per order: $XX.XX\n```\n\nAdd this to the per-order delivery cost for true total cost.\n\n### 5. Compare carriers and scenarios\n\nBuild a comparison table when evaluating options:\n\n| Carrier / Option | Zone 2 | Zone 4 | Zone 6 | Zone 8 | Weighted Avg |\n|---|---|---|---|---|---|\n| Current (Carrier A) | $X.XX | $X.XX | $X.XX | $X.XX | $X.XX |\n| Option B | $X.XX | $X.XX | $X.XX | $X.XX | $X.XX |\n| Option C | $X.XX | $X.XX | $X.XX | $X.XX | $X.XX |\n| Savings vs current | — | — | — | — | $X.XX/order |\n\nWeight the average by actual order distribution across zones, not just rate card comparison.\n\n### 6. Translate to decisions\n\nDon't just output costs. Frame results as decisions:\n\n| Result | Decision framing |\n|---|---|\n| Shipping < 30% of CM | **Absorb:** Free shipping is viable, use as conversion lever |\n| Shipping 30–50% of CM | **Threshold:** Set free-shipping minimum to protect margin |\n| Shipping > 50% of CM | **Pass through:** Charge shipping or raise price to offset |\n| Far zones unprofitable | **Zone-split:** Different policy by region or restrict shipping |\n| DIM weight inflating cost | **Repackage:** Redesign packaging to reduce dimensional waste |\n| Returns destroying margin | **Fix product/listing:** Reduce return rate first |\n| Carrier overpriced vs benchmark | **Renegotiate or switch:** Get competitive quotes |\n\n### 7. Quality-check the model\n\nBefore presenting results, verify with `assets/shipping-checklist.md`:\n- Is DIM weight calculated correctly?\n- Are fuel surcharges included?\n- Are fulfillment costs (not just carrier costs) in the model?\n- Is return/reship drag factored in?\n- Are zone distributions based on real order data?\n\n---\n\n## Output\n\nReturn a structured analysis package (see `references/output-template.md`):\n\n1. **Assumptions table**\n   - Every input listed with source and confidence flag (✅ / ⚠️ / ❓)\n\n2. **Per-order delivery cost breakdown**\n   - Full cost stack: carrier + fulfillment + packaging + loss drag\n   - Segmented by zone or order profile\n\n3. **Policy impact analysis**\n   - Current vs proposed shipping policy comparison\n   - Threshold scenario modeling\n\n4. **Carrier / option comparison** (if applicable)\n   - Side-by-side with weighted averages\n\n5. **Decision recommendation**\n   - Absorb / Threshold / Pass-through / Repackage / Switch carrier\n   - Specific actions based on the numbers\n   - Risk flags\n\n---\n\n## Quality bar\n\nStrong output should:\n- Show total delivery cost, not just carrier rate\n- Include fulfillment, packaging, and loss drag in every estimate\n- Segment by zone — national averages hide unprofitable routes\n- Model threshold scenarios with real order distribution data\n- Label every assumption with confidence level\n- Frame results as pricing and offer decisions, not just cost reports\n\n## What \"better\" looks like\n\nBetter output does not stop at \"shipping costs $X.\"\nIt helps answer:\n- Can we afford free shipping? At what threshold?\n- Which zones or order types are quietly unprofitable?\n- Should we bundle, reprice, or change packaging?\n- Is our carrier competitive or are we overpaying?\n- What's the true margin impact of our current shipping policy?\n- Where are we underestimating total delivery cost?\n\n---\n\n## Examples\n\n### Example 1: DTC apparel brand (Shopify + USPS)\n\n**Inputs:**\n- Selling price: $55, AOV: $72\n- Package: 12×10×4 in, 1.2 lbs actual\n- DIM weight: (12×10×4)/166 = 2.9 lbs → billable = 2.9 lbs\n- USPS Priority Mail: $8.50 avg (Zone 1–4), $12.80 avg (Zone 5–8)\n- Pick-pack: $2.50, Packaging: $1.20\n- 65% of orders Zone 1–4, 35% Zone 5–8\n- Return rate: 15%, return label: $7.50\n\n**Calculation:**\n- Weighted carrier cost: (0.65 × $8.50) + (0.35 × $12.80) = $10.01\n- Total delivery cost: $10.01 + $2.50 + $1.20 = $13.71\n- Return drag: 15% × $7.50 = $1.13/order\n- **True shipping cost per order: $14.84**\n- Shipping as % of AOV: 20.6%\n- **Decision: Set $75 free-shipping threshold** (currently 52% of orders qualify, lifts AOV 8%)\n\n### Example 2: Amazon FBA electronics seller\n\n**Inputs:**\n- Selling price: $34.99\n- Product: 8×6×3 in, 1.8 lbs\n- FBA fulfillment fee: $5.40 (standard-size)\n- No separate carrier cost (FBA handles shipping)\n- Return rate: 12%, Amazon handles returns\n\n**Calculation:**\n- Total delivery cost: $5.40 (all-in FBA fee)\n- Return drag: included in FBA return processing ($2–5/return)\n- Return allocation: 12% × $3.50 avg = $0.42/order\n- **True shipping cost per order: $5.82**\n- Shipping as % of selling price: 16.6%\n- **Decision: Shipping cost is competitive via FBA.** Focus optimization on COGS and ad spend instead.\n\n---\n\n## Common mistakes\n\n1. **Ignoring DIM weight** — A 2 lb product in an oversized box ships as 8 lbs by DIM weight\n2. **Using Zone 2 rates as average** — Zone mix matters; national sellers pay more than rate cards suggest\n3. **Forgetting fuel surcharges** — 12–15% surcharge on every shipment adds up fast\n4. **Modeling carrier cost only** — Pick-pack, packaging, labels, and insurance add $2–5/order\n5. **Setting thresholds without data** — A $50 threshold means nothing if 80% of orders are already above it\n6. **Ignoring seasonal surcharges** — Q4 peak surcharges can add $1–4/package\n7. **Not factoring return shipping** — A 15% return rate with $8 labels = $1.20/order drag\n\n---\n\n## Resources\n\n- `references/output-template.md` — Structured output format\n- `references/carrier-rates-guide.md` — Carrier rate structures and surcharge reference\n- `references/free-shipping-playbook.md` — Free-shipping threshold strategy framework\n- `assets/shipping-checklist.md` — Pre-delivery quality checklist\n\nFile v1.1.0:_meta.json\n\n{\n  \"ownerId\": \"kn70fv0ehp50emedet9tx3fekd82pw3b\",\n  \"slug\": \"shipping-cost-calculator-ecommerce\",\n  \"version\": \"1.1.0\",\n  \"publishedAt\": 1774866825546\n}\n\nFile v1.1.0:references/carrier-rates-guide.md\n\n# Carrier Rates & Surcharge Reference\n\nQuick reference for US domestic carrier pricing structures. Use for estimation — actual rates depend on negotiated contracts.\n\n---\n\n## USPS (United States Postal Service)\n\n### Services\n| Service | Speed | Weight Limit | Best For |\n|---|---|---|---|\n| Ground Advantage | 2–5 days | 70 lbs | Light packages, budget shipping |\n| Priority Mail | 1–3 days | 70 lbs | Standard ecommerce default |\n| Priority Mail Express | 1–2 days | 70 lbs | Urgent / perishable |\n| Media Mail | 2–8 days | 70 lbs | Books, media only |\n\n### Rate Structure\n- Zone-based pricing (Zones 1–9)\n- Commercial pricing available via USPS.com or shipping platforms\n- **DIM factor: 166** (more generous than UPS/FedEx)\n- No residential surcharge\n- No fuel surcharge on retail rates\n\n### Typical Ranges (Commercial, 2024-2025)\n| Weight | Zone 1–2 | Zone 3–4 | Zone 5–6 | Zone 7–8 |\n|---|---|---|---|---|\n| 1 lb | $4.50–5.50 | $5.00–6.50 | $6.50–8.00 | $8.00–10.00 |\n| 3 lbs | $6.00–7.50 | $7.00–9.00 | $9.00–12.00 | $12.00–15.00 |\n| 5 lbs | $8.00–10.00 | $9.50–12.00 | $12.00–16.00 | $16.00–20.00 |\n\n---\n\n## UPS\n\n### Services\n| Service | Speed | Best For |\n|---|---|---|\n| Ground | 1–5 days | Standard ecommerce |\n| 3 Day Select | 3 days | Mid-tier speed |\n| 2nd Day Air | 2 days | Premium speed |\n| Next Day Air | 1 day | Urgent |\n\n### Rate Structure\n- Zone-based pricing\n- **DIM factor: 139** (stricter than USPS)\n- **Residential surcharge: ~$4.50–6.00/package**\n- **Fuel surcharge: 12.5–14.5%** (varies quarterly)\n- Peak surcharges (Oct–Jan): $1.50–6.50/package\n\n### Key Surcharges\n| Surcharge | Amount | Trigger |\n|---|---|---|\n| Residential delivery | $4.50–6.00 | Ship to home address |\n| Delivery area (extended) | $3.50–5.00 | Rural or remote ZIP |\n| Additional handling (weight) | $15.00+ | > 50 lbs |\n| Additional handling (size) | $15.00+ | Longest side > 48 in |\n| Large package | $40.00+ | Length + girth > 130 in |\n\n---\n\n## FedEx\n\n### Services\n| Service | Speed | Best For |\n|---|---|---|\n| Ground / Home Delivery | 1–5 days | Standard ecommerce |\n| Express Saver | 3 days | Mid-tier speed |\n| 2Day | 2 days | Premium speed |\n| Priority Overnight | 1 day | Urgent |\n\n### Rate Structure\n- Zone-based pricing (similar to UPS)\n- **DIM factor: 139**\n- **Residential surcharge: ~$4.50–6.00/package**\n- **Fuel surcharge: 12.5–14.5%** (varies monthly)\n- Peak surcharges similar to UPS\n\n---\n\n## Regional Carriers\n\n| Carrier | Coverage | Best For | Typical Savings vs National |\n|---|---|---|---|\n| OnTrac | Western US | Zone 1–4 in West | 20–40% |\n| LSO (Lone Star Overnight) | TX, surrounding states | Texas-based sellers | 15–30% |\n| Spee-Dee | Upper Midwest | MN, WI, IA area | 20–35% |\n| GLS US | National (expanding) | Lightweight parcels | 10–25% |\n| Amazon Shipping | Select markets | Amazon sellers | Varies |\n\n---\n\n## 3PL / Fulfillment Fee Reference\n\nCommon fulfillment center fee structures:\n\n| Fee Type | Typical Range | Notes |\n|---|---|---|\n| Receiving | $25–45/pallet or $0.25–0.50/unit | Inbound processing |\n| Storage | $8–25/pallet/month | Varies by season |\n| Pick & pack | $2.00–4.00/order + $0.50–1.00/item | Base + per-item |\n| Standard packaging | $0.50–2.00/order | Box, filler, tape |\n| Custom inserts | $0.25–1.00/insert | Marketing materials |\n| Shipping label | $0.10–0.25/label | Included by some 3PLs |\n| Return processing | $3.00–6.00/return | Inspection + restock |\n\n### Amazon FBA Fee Reference\n| Size Tier | Dimensions | Weight | Fulfillment Fee |\n|---|---|---|---|\n| Small standard | ≤ 15×12×0.75 in | ≤ 16 oz | $3.22–3.40 |\n| Large standard | ≤ 18×14×8 in | ≤ 20 lbs | $4.00–7.00+ |\n| Small oversize | ≤ 60×30 in | ≤ 70 lbs | $9.00–15.00+ |\n| Large oversize | ≤ 108 in longest | ≤ 150 lbs | $90.00+ |\n\n---\n\n## DIM Weight Calculator\n\n```\nDIM weight (lbs) = (Length × Width × Height in inches) / DIM factor\n\nDIM factors:\n- UPS / FedEx: 139\n- USPS: 166\n- DHL eCommerce: 139\n\nBillable weight = max(actual weight, DIM weight)\n```\n\n### DIM Weight Red Flags\nProducts where DIM weight commonly exceeds actual weight:\n- Pillows, cushions, pet beds\n- Lamp shades, light fixtures\n- Large electronics packaging (lots of foam)\n- Seasonal decor (wreaths, artificial trees)\n- Apparel in retail boxes (not poly mailers)\n\n**Fix:** Use poly mailers instead of boxes where possible, right-size packaging, consider flat-pack design.\n\n---\n\n## Surcharge Calendar (Typical)\n\n| Period | Carrier | Surcharge Type | Typical Amount |\n|---|---|---|---|\n| Oct 1 – Jan 15 | UPS, FedEx | Peak / demand surcharge | $1.50–6.50/pkg |\n| Nov 20 – Dec 24 | All | Holiday volume surcharge | Additional $1–3/pkg |\n| Year-round | UPS, FedEx | Fuel surcharge | 12–15% of base rate |\n| Year-round | UPS, FedEx | Residential delivery | $4.50–6.00/pkg |\n| Varies | All | Delivery area surcharge | $2.50–5.00/pkg |\n\n---\n\n## Confidence Levels\n\nWhen using rate data in models, tag every input:\n\n| Level | Symbol | Meaning | Example |\n|---|---|---|---|\n| Confirmed | ✅ | From actual invoices or contracts | Last month's UPS invoice |\n| Estimated | ⚠️ | From rate calculators or quotes | FedEx online rate estimate |\n| Assumed | ❓ | Published rate card or industry avg | USPS retail rate table |\n\nFile v1.1.0:references/free-shipping-playbook.md\n\n# Free-Shipping Threshold Strategy Playbook\n\nFramework for deciding if, when, and how to offer free shipping without destroying margin.\n\n---\n\n## Decision Tree\n\n```\nCan you afford free shipping on all orders?\n├── Shipping < 30% of CM → Yes: offer universally, use as conversion lever\n└── Shipping > 30% of CM → No: use a threshold\n    ├── What threshold?\n    │   ├── Method 1: AOV × 1.15–1.30 (nudge up basket size)\n    │   ├── Method 2: Margin math (threshold where CM absorbs shipping)\n    │   └── Method 3: Competitor benchmarking\n    └── Should you threshold or just raise prices?\n        ├── If price-sensitive market → Threshold (perceived savings)\n        └── If premium positioning → Bake into price, show \"free shipping\"\n```\n\n---\n\n## Threshold Calculation Methods\n\n### Method 1: AOV Multiplier\n```\nSuggested threshold = AOV × 1.15 to 1.30\n\nIf AOV = $45 → threshold = $52–59\nIf AOV = $70 → threshold = $81–91\n```\nThis encourages customers to add one more item. Works best when you have add-on products in the $10–25 range.\n\n### Method 2: Margin Math\n```\nMinimum threshold = Shipping cost / (CM% - target net margin%)\n\nExample:\n- Avg shipping cost to absorb: $9.50\n- CM% (before shipping): 55%\n- Target net margin after shipping: 25%\n- Minimum threshold: $9.50 / (0.55 - 0.25) = $31.67\n\nRound up to $35 for clean number.\n```\n\n### Method 3: Order Distribution Analysis\nLook at your actual order value distribution:\n\n| Order Value Range | % of Orders | Cumulative % | Threshold Verdict |\n|---|---|---|---|\n| < $25 | XX% | XX% | Too low — most orders don't qualify |\n| $25–50 | XX% | XX% | — |\n| $50–75 | XX% | XX% | Sweet spot if 40–60% qualify |\n| $75–100 | XX% | XX% | — |\n| > $100 | XX% | 100% | Too high — threshold irrelevant |\n\n**Target: 40–60% of orders should naturally qualify.** This creates incentive for the rest to add items without giving away shipping on orders that would have converted anyway.\n\n---\n\n## Policy Options Comparison\n\n| Policy | Pros | Cons | Best For |\n|---|---|---|---|\n| Free on all orders | Highest conversion, simplest messaging | Most expensive, subsidizes small orders | High-margin products, AOV > $80 |\n| Free over $X threshold | Lifts AOV, controllable cost | Threshold can frustrate low-value shoppers | Most DTC brands |\n| Flat rate ($X.XX) | Simple, partially offsets cost | Less compelling than \"free\" | Medium-margin products |\n| Calculated (exact) | No margin risk | Highest cart abandonment | B2B, heavy/bulky items |\n| Free for members/subscribers | Drives loyalty, recurring revenue | Complexity, membership friction | Subscription-first brands |\n| Free on specific items | Targeted, promotional | Confusing if overused | Clearance, high-margin items |\n\n---\n\n## Impact Measurement\n\nTrack these metrics before and after a free-shipping policy change:\n\n| Metric | Before | After | Change | Impact |\n|---|---|---|---|---|\n| Conversion rate | X.X% | X.X% | +/- X.X% | [Significant / Marginal] |\n| Average order value | $XX.XX | $XX.XX | +/- $X.XX | [Above / Below threshold lift] |\n| Cart abandonment rate | XX% | XX% | +/- X.X% | [Improved / No change] |\n| Shipping cost as % of rev | X.X% | X.X% | +/- X.X% | [Sustainable / Risky] |\n| Gross margin | XX% | XX% | +/- X.X% | [Healthy / Compressed] |\n| Units per order | X.X | X.X | +/- X.X | [Bundle effect / No change] |\n\n---\n\n## Common Threshold Mistakes\n\n1. **Setting threshold too low** — Everyone already qualifies; no AOV lift, just margin giveaway\n2. **Setting threshold too high** — Nobody qualifies; same as not offering free shipping\n3. **Not showing progress bar** — Customers need to see \"Add $12 more for free shipping\"\n4. **Ignoring zone variance** — Free shipping to Zone 8 costs 2× Zone 2 but revenue is the same\n5. **No A/B test** — Launch with split test, not gut feel\n6. **Forgetting seasonal surcharges** — Q4 peak surcharges can break a threshold that works in Q2\n\nFile v1.1.0:references/output-template.md\n\n# Shipping Cost Output Template\n\nStructure every shipping cost analysis with this format:\n\n---\n\n## Assumptions\n\n| Input | Value | Source | Confidence |\n|---|---|---|---|\n| Package weight (actual) | X.X lbs | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Package dimensions | L×W×H in | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| DIM factor | XXX | [Carrier standard] | ✅ |\n| Billable weight | X.X lbs | [Calculated] | ✅ / ⚠️ |\n| Carrier / service | [Name] | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Fuel surcharge | X.X% | [Current period] | ✅ / ⚠️ |\n| Pick-pack cost | $X.XX | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Packaging materials | $X.XX | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| AOV | $XX.XX | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Return rate | X.X% | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Return label cost | $X.XX | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Zone distribution | [See breakdown] | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n\n---\n\n## Per-Order Delivery Cost\n\n```\nCarrier base rate (weighted avg):       $XX.XX\n+ Residential surcharge:                $XX.XX\n+ Fuel surcharge (X.X%):                $XX.XX\n+ Peak surcharge (if applicable):       $XX.XX\n= Total carrier cost:                   $XX.XX\n+ Pick-pack labor:                      $XX.XX\n+ Packaging materials:                  $XX.XX\n+ Label / handling:                     $XX.XX\n+ Insurance:                            $XX.XX\n──────────────────────────────────────────────\n= Delivery cost per order:              $XX.XX\n+ Return drag (X% × $X.XX):            $XX.XX\n+ Reship drag:                          $XX.XX\n──────────────────────────────────────────────\n= True total shipping cost/order:       $XX.XX  (XX.X% of AOV)\n```\n\n---\n\n## Zone Breakdown\n\n| Zone | % of Orders | Carrier Cost | Total Delivery Cost | Margin After Shipping | Flag |\n|---|---|---|---|---|---|\n| Zone 1–2 | XX% | $X.XX | $X.XX | XX% | [OK / Watch / Risk] |\n| Zone 3–4 | XX% | $X.XX | $X.XX | XX% | [OK / Watch / Risk] |\n| Zone 5–6 | XX% | $X.XX | $X.XX | XX% | [OK / Watch / Risk] |\n| Zone 7–8 | XX% | $X.XX | $X.XX | XX% | [OK / Watch / Risk] |\n| Weighted Average | 100% | $X.XX | $X.XX | XX% | — |\n\n---\n\n## Policy Impact Analysis\n\n| Shipping Policy | Revenue from Shipping | Cost Absorbed | CM Impact | AOV Effect |\n|---|---|---|---|---|\n| Calculated (current) | $X.XX/order | $0 | Baseline | Baseline |\n| Flat $X.XX | $X.XX/order | $X.XX/order | -X.X% | ~0% |\n| Free over $XX | $X.XX blended | $X.XX blended | -X.X% | +X.X% |\n| Free all orders | $0 | $X.XX/order | -X.X% | +X.X% |\n\n### Threshold Scenarios\n\n| Threshold | % Orders Qualifying | Blended Shipping Cost | Margin Impact | Verdict |\n|---|---|---|---|---|\n| $35 | XX% | $X.XX | -X.X% | [Viable / Tight / Risky] |\n| $50 | XX% | $X.XX | -X.X% | [Viable / Tight / Risky] |\n| $75 | XX% | $X.XX | -X.X% | [Viable / Tight / Risky] |\n| $99 | XX% | $X.XX | -X.X% | [Viable / Tight / Risky] |\n\n---\n\n## Carrier Comparison (if applicable)\n\n| Carrier / Option | Zone 2 | Zone 4 | Zone 6 | Zone 8 | Weighted Avg | Savings |\n|---|---|---|---|---|---|---|\n| Current | $X.XX | $X.XX | $X.XX | $X.XX | $X.XX | — |\n| Option B | $X.XX | $X.XX | $X.XX | $X.XX | $X.XX | $X.XX/order |\n| Option C | $X.XX | $X.XX | $X.XX | $X.XX | $X.XX | $X.XX/order |\n\n---\n\n## Decision\n\n**Recommendation:** [Absorb / Set threshold / Pass through / Repackage / Switch carrier]\n\n**Rationale:**\n- [Key reason 1 based on the numbers]\n- [Key reason 2]\n\n**Actions:**\n- [Specific next step 1]\n- [Specific next step 2]\n\n**Risk flags:**\n- [Any warnings: DIM weight issue, zone concentration, seasonal surcharges, etc.]\n\nFile v1.1.0:assets/shipping-checklist.md\n\n# Shipping Cost Model Quality Checklist\n\nBefore delivering results, verify each item:\n\n---\n\n## Cost completeness\n- [ ] Carrier base rate included (not just list price — use commercial/negotiated if available)?\n- [ ] DIM weight calculated and compared to actual weight?\n- [ ] Fuel surcharge applied (12–15% for UPS/FedEx)?\n- [ ] Residential surcharge included (if shipping to homes)?\n- [ ] Peak/seasonal surcharges noted (if Q4 or high-volume period)?\n- [ ] Pick-pack labor included in per-order cost?\n- [ ] Packaging materials (box, filler, tape, inserts) included?\n- [ ] Return shipping drag allocated per order?\n- [ ] Reship/replacement cost factored in?\n\n## Calculation accuracy\n- [ ] Billable weight = max(actual weight, DIM weight)?\n- [ ] Zone-weighted average uses real order distribution (not equal weighting)?\n- [ ] Fuel surcharge calculated on base rate (not total)?\n- [ ] Free-shipping threshold modeled with order distribution data?\n- [ ] Margin impact shown as % of CM, not just dollar amount?\n\n## Assumption transparency\n- [ ] Every input labeled with confidence level (✅ / ⚠️ / ❓)?\n- [ ] Rate sources cited (invoice, rate calculator, published rate card)?\n- [ ] Zone distribution source identified (analytics, estimate, or assumption)?\n- [ ] Low-confidence inputs flagged in results?\n\n## Decision usefulness\n- [ ] Results framed as absorb / threshold / pass-through / switch?\n- [ ] Zone-level breakdown included (not just national average)?\n- [ ] Threshold scenarios tested with real order value distribution?\n- [ ] Specific actions recommended based on numbers?\n- [ ] Risk flags highlighted (DIM weight, zone concentration, seasonal risk)?\n\n## Common error check\n- [ ] Not using Zone 2 rate as \"average\" when orders span all zones?\n- [ ] Fuel surcharge not forgotten (it applies to almost every UPS/FedEx shipment)?\n- [ ] Residential surcharge not missed (most DTC orders ship to homes)?\n- [ ] DIM weight not ignored for bulky-but-light products?\n- [ ] Return shipping cost not excluded from per-order economics?\n- [ ] Seasonal surcharges noted if analysis covers Q4 period?\n\nFile v1.1.0:skill-card.md\n\n## Description:\n\nEstimate ecommerce shipping cost per order across weight, zones, carrier rules, fulfillment costs, returns, and free-shipping policies so teams can make pricing, margin, and offer decisions.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[leooooooow](https://clawhub.ai/user/leooooooow)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nEcommerce operators, analysts, and developers use this skill to model true delivery cost per order and compare shipping policies, carrier options, free-shipping thresholds, and zone-level margin impact. It is intended for decision support where users can provide current carrier, fulfillment, packaging, return, and order-distribution inputs.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Carrier-rate examples and surcharge ranges may be estimates or outdated.\n\nMitigation: Use current invoices, negotiated contracts, carrier quotes, or fulfillment-provider statements before making real-spend decisions.\n\nRisk: Incomplete or assumed package, zone, return, or fulfillment inputs can produce misleading margin conclusions.\n\nMitigation: Label each input by source and confidence, calculate DIM weight, include fulfillment and return drag, and flag low-confidence assumptions in the output.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/leooooooow/skills/shipping-cost-calculator-ecommerce)\n- [Structured Output Template](references/output-template.md)\n- [Carrier Rates and Surcharge Reference](references/carrier-rates-guide.md)\n- [Free-Shipping Threshold Strategy Playbook](references/free-shipping-playbook.md)\n- [Shipping Cost Model Quality Checklist](assets/shipping-checklist.md)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, guidance]\n\n**Output Format:** [Structured Markdown analysis with tables and calculation blocks]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Includes assumptions, delivery-cost stack, zone breakdown, policy scenarios, carrier comparisons, decision recommendations, and risk flags.]\n\n## Skill Version(s):\n\n1.1.0 (source: server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nArchive v1.0.2: 3 files, 2020 bytes\n\nFiles: references/output-template.md (500b), SKILL.md (2570b), _meta.json (153b)\n\nFile v1.0.2:SKILL.md\n\n---\nname: shipping-cost-calculator-ecommerce\ndescription: Estimate ecommerce shipping cost per order across weight, zones, carrier rules, and free-shipping policies so teams can make better pricing, margin, and offer-design decisions.\n---\n\n# Shipping Cost Calculator Ecommerce\n\nEstimate shipping as a margin and offer-design decision, not just a carrier quote lookup.\n\n## Use when\n\n- You need to understand how shipping affects unit economics\n- A team is testing free shipping, threshold-based shipping, bundles, or pricing changes\n- You want to compare zones, carriers, or packaging assumptions\n- Certain regions or order profiles may be quietly unprofitable\n\n## Do not use when\n\n- You need live carrier API rates with guaranteed contractual accuracy\n- Packaging, zones, or weight assumptions are completely unknown\n- The task is warehouse operations design beyond shipping-cost estimation\n- You only need a public quote screenshot with no business interpretation\n\n## Inputs\n\n- origin and destination regions / zones\n- package weight, dimensions, and volumetric rules if relevant\n- carrier or 3PL pricing inputs\n- pick-pack, fulfillment, packaging, label, and handling costs\n- free-shipping rules or threshold policy\n- average order value / bundle assumptions if relevant\n- optional loss assumptions: reshipments, return shipping, damaged parcels\n\n## Workflow\n\n1. Estimate true per-order shipping cost, including fulfillment-adjacent costs.\n2. Compare cost patterns by zone, weight band, or order profile.\n3. Measure the margin impact of free shipping or threshold offers.\n4. Identify where shipping economics break down.\n5. Recommend decision levers: threshold change, packaging change, carrier change, pricing adjustment, or regional restriction.\n\n## Output\n\n1. Assumptions table\n2. Shipping cost estimate by order or segment\n3. Margin / pricing impact view\n4. Policy impact view for free shipping or thresholds\n5. Recommended actions and risk notes\n\n## Quality bar\n\n- Should reflect true fulfillment cost, not just carrier line-item price\n- Should make high-risk regions or order types easy to spot\n- Should be useful for pricing and promo design decisions\n- Should avoid fake precision when assumptions are rough\n\n## What better looks like\n\nBetter output does not stop at “shipping costs $X.”\nIt helps answer:\n- can we afford free shipping?\n- what threshold actually works?\n- which region is killing margin?\n- should we bundle, reprice, or change packaging?\n- where are we underestimating total delivery cost?\n\n## Resource\n\nSee `references/output-template.md`.\n\nFile v1.0.2:_meta.json\n\n{\n  \"ownerId\": \"kn70fv0ehp50emedet9tx3fekd82pw3b\",\n  \"slug\": \"shipping-cost-calculator-ecommerce\",\n  \"version\": \"1.0.2\",\n  \"publishedAt\": 1774513983245\n}\n\nFile v1.0.2:references/output-template.md\n\n# Shipping Cost Calculator Ecommerce Output Template\n\n## 1) Assumptions\n| Variable | Value | Notes |\n|---|---|---|\n\n## 2) Shipping cost breakdown\n- Carrier cost:\n- Fulfillment / handling:\n- Packaging:\n- Expected return / reship drag:\n- Total shipping-related cost per order:\n\n## 3) Zone / policy impact\n- Lowest-cost zone:\n- Highest-cost zone:\n- Free-shipping threshold impact:\n- Margin risk note:\n\n## 4) Recommendation\n- Keep current policy / adjust threshold / split zones / change carrier:\n- Why:\n\nArchive v1.0.1: 3 files, 2269 bytes\n\nFiles: references/output-template.md (500b), SKILL.md (2451b), _meta.json (153b)\n\nFile v1.0.1:SKILL.md\n\n---\nname: shipping-cost-calculator-ecommerce\ndescription: Estimate ecommerce shipping cost per order across weight, zones, carrier rules, and free-shipping policies. Use when teams need to understand how shipping affects margin and offer design.\n---\n\n# Shipping Cost Calculator Ecommerce\n\n运费不是一个固定值，而是一整套会吞利润的变量。\n\n## 先交互，再计算\n\n开始时先问：\n1. 你们想按什么维度算 shipping？\n   - 单笔订单\n   - 分区域\n   - 分重量段\n   - 包邮门槛策略\n2. 你们平时 shipping 成本里包含哪些部分？\n   - carrier fee\n   - 包材\n   - 仓配处理费\n   - 补寄 / 丢件 / 退货相关成本\n3. 是否要一起模拟 free shipping threshold 或 bundle 情况？\n4. 要沿用现有逻辑，还是让我给推荐框架？\n\n## Python script guidance\n\n有结构化输入时：\n- 生成 Python 脚本计算 shipping 成本\n- 输出单笔 / 分区 / 政策影响\n- 展示关键阈值\n- 返回可复用脚本\n\n## 解决的问题\n\n很多团队在设“包邮”“满额包邮”或选物流商时，只看了表面报价，没算清：\n- 不同地区 / 重量段的差异；\n- 包材和履约费；\n- 满额包邮对单均利润的影响；\n- 退货或补寄带来的额外成本。\n\n这个 skill 的目标是：\n**把 shipping 成本从模糊印象，变成可用于定价和包邮策略的决策输入。**\n\n## 何时使用\n\n- 调整包邮门槛；\n- 更换物流商或仓配方案；\n- 想知道某些地区是否持续亏损；\n- 做 bundle / 提升客单价策略前。\n\n## 输入要求\n\n- 发货区域或国家 / 州\n- 包裹重量、尺寸、材积重规则\n- 物流商报价 / 仓配费用\n- 包材与处理费\n- 包邮政策 / 促销规则\n- 可选：退货、补寄、丢件损耗假设\n\n## 工作流\n\n1. 明确 shipping 计算口径。\n2. 计算单笔基础 shipping 成本。\n3. 区分区域、重量段和政策差异。\n4. 评估包邮 / 满额包邮的利润影响。\n5. 给出阈值和策略建议。\n6. 返回可复用 Python 脚本。\n\n## 输出格式\n\n1. Shipping 成本假设表\n2. 单笔 / 分区成本结果\n3. 包邮政策影响\n4. 建议动作\n5. Python 脚本\n\n## 质量标准\n\n- 区分 carrier 报价与真实总履约成本。\n- 明确哪些地区或重量段风险更高。\n- 输出能直接支持定价或门槛设置。\n- 不用虚假精度掩盖估算。\n- 未确认口径前不假装精确。\n\n## 资源\n\n参考 `references/output-template.md`。\n\nFile v1.0.1:_meta.json\n\n{\n  \"ownerId\": \"kn70fv0ehp50emedet9tx3fekd82pw3b\",\n  \"slug\": \"shipping-cost-calculator-ecommerce\",\n  \"version\": \"1.0.1\",\n  \"publishedAt\": 1773840139722\n}\n\nFile v1.0.1:references/output-template.md\n\n# Shipping Cost Calculator Ecommerce Output Template\n\n## 1) Assumptions\n| Variable | Value | Notes |\n|---|---|---|\n\n## 2) Shipping cost breakdown\n- Carrier cost:\n- Fulfillment / handling:\n- Packaging:\n- Expected return / reship drag:\n- Total shipping-related cost per order:\n\n## 3) Zone / policy impact\n- Lowest-cost zone:\n- Highest-cost zone:\n- Free-shipping threshold impact:\n- Margin risk note:\n\n## 4) Recommendation\n- Keep current policy / adjust threshold / split zones / change carrier:\n- Why:\n\nArchive v1.0.0: 3 files, 1905 bytes\n\nFiles: references/output-template.md (500b), SKILL.md (1702b), _meta.json (153b)\n\nFile v1.0.0:SKILL.md\n\n---\nname: shipping-cost-calculator-ecommerce\ndescription: Estimate ecommerce shipping cost per order across weight, zones, carrier rules, and free-shipping policies. Use when teams need to understand how shipping affects margin and offer design.\n---\n\n# Shipping Cost Calculator Ecommerce\n\n运费不是一个固定值，而是一整套会吞利润的变量。\n\n## 解决的问题\n\n很多团队在设“包邮”“满额包邮”或选物流商时，只看了表面报价，没算清：\n- 不同地区 / 重量段的差异；\n- 包材和履约费；\n- 满额包邮对单均利润的影响；\n- 退货或补寄带来的额外成本。\n\n这个 skill 的目标是：\n**把 shipping 成本从模糊印象，变成可用于定价和包邮策略的决策输入。**\n\n## 何时使用\n\n- 调整包邮门槛；\n- 更换物流商或仓配方案；\n- 想知道某些地区是否持续亏损；\n- 做 bundle / 提升客单价策略前。\n\n## 输入要求\n\n- 发货区域或国家 / 州\n- 包裹重量、尺寸、材积重规则\n- 物流商报价 / 仓配费用\n- 包材与处理费\n- 包邮政策 / 促销规则\n- 可选：退货、补寄、丢件损耗假设\n\n## 工作流\n\n1. 计算单笔基础 shipping 成本。\n2. 区分区域、重量段和政策差异。\n3. 评估包邮 / 满额包邮的利润影响。\n4. 给出阈值和策略建议。\n\n## 输出格式\n\n1. Shipping 成本假设表\n2. 单笔 / 分区成本结果\n3. 包邮政策影响\n4. 建议动作\n\n## 质量标准\n\n- 区分 carrier 报价与真实总履约成本。\n- 明确哪些地区或重量段风险更高。\n- 输出能直接支持定价或门槛设置。\n- 不用虚假精度掩盖估算。\n\n## 资源\n\n参考 `references/output-template.md`。\n\nFile v1.0.0:_meta.json\n\n{\n  \"ownerId\": \"kn70fv0ehp50emedet9tx3fekd82pw3b\",\n  \"slug\": \"shipping-cost-calculator-ecommerce\",\n  \"version\": \"1.0.0\",\n  \"publishedAt\": 1773643840804\n}\n\nFile v1.0.0:references/output-template.md\n\n# Shipping Cost Calculator Ecommerce Output Template\n\n## 1) Assumptions\n| Variable | Value | Notes |\n|---|---|---|\n\n## 2) Shipping cost breakdown\n- Carrier cost:\n- Fulfillment / handling:\n- Packaging:\n- Expected return / reship drag:\n- Total shipping-related cost per order:\n\n## 3) Zone / policy impact\n- Lowest-cost zone:\n- Highest-cost zone:\n- Free-shipping threshold impact:\n- Margin risk note:\n\n## 4) Recommendation\n- Keep current policy / adjust threshold / split zones / change carrier:\n- Why:","readmeExcerpt":"Skill: Shipping Cost Calculator Ecommerce Owner: leooooooow Summary: Estimate ecommerce shipping cost per order across weight, zones, carrier rules, and free-shipping policies so teams can make better pricing, margin, and offe... Tags: latest:1.1.0 Version history: v1.1.0 | 2026-03-30T10:33:45.546Z | user v1.1.0: Major upgrade — added carrier rates & surcharge reference, free-shipping threshold playbook, quality chec","codeSnippets":[],"executableExamples":[{"language":"text","snippet":"Carrier base rate (by zone/weight):     $XX.XX\n+ Residential surcharge:                $XX.XX\n+ Fuel surcharge (X.X%):                $XX.XX\n+ Peak surcharge (if applicable):       $XX.XX\n= Total carrier cost:                   $XX.XX\n+ Pick-pack labor:                      $XX.XX\n+ Packaging materials:                  $XX.XX\n+ Label / handling:                     $XX.XX\n+ Insurance (if applicable):            $XX.XX\n= Total delivery cost per order:        $XX.XX"},{"language":"text","snippet":"DIM weight = (L × W × H) / DIM factor\nBillable weight = max(actual weight, DIM weight)"},{"language":"text","snippet":"Optimal threshold = point where incremental AOV lift > shipping cost absorbed\n\nTest: $35 / $50 / $75 / $99 thresholds\nFor each: what % of orders qualify? What's the blended cost?"},{"language":"text","snippet":"Return shipping drag per order = return rate × return label cost\nReship drag per order = reship rate × full delivery cost\nDamage drag per order = damage rate × (replacement cost + shipping - claim recovery)\n─────────────────────────────────────────\nTotal loss drag per order: $XX.XX"},{"language":"text","snippet":"DIM weight (lbs) = (Length × Width × Height in inches) / DIM factor\n\nDIM factors:\n- UPS / FedEx: 139\n- USPS: 166\n- DHL eCommerce: 139\n\nBillable weight = max(actual weight, DIM weight)"},{"language":"text","snippet":"Can you afford free shipping on all orders?\n├── Shipping < 30% of CM → Yes: offer universally, use as conversion lever\n└── Shipping > 30% of CM → No: use a threshold\n    ├── What threshold?\n    │   ├── Method 1: AOV × 1.15–1.30 (nudge up basket size)\n    │   ├── Method 2: Margin math (threshold where CM absorbs shipping)\n    │   └── Method 3: Competitor benchmarking\n    └── Should you threshold or just raise prices?\n        ├── If price-sensitive market → Threshold (perceived savings)\n        └── If premium positioning → Bake into price, show \"free shipping\""}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"# Shipping Cost Calculator Ecommerce\n\nEstimate shipping as a margin and offer-design decision, not just a carrier quote lookup.\n\nThis skill goes beyond quoting a rate. It models total delivery cost per order (carrier + fulfillment + packaging + return drag), compares zones and policies, and translates the numbers into pricing, threshold, and offer decisions.\n\n---\n\n## Quick Reference\n\n| Decision | Key Metric | Green | Yellow | Red |\n|---|---|---|---|---|\n| Free shipping viability | Shipping as % of CM | < 30% of CM | 30–50% of CM | > 50% of CM |\n| Threshold effectiveness | Orders above threshold | > 60% of orders | 40–60% of orders | < 40% of orders |\n| Zone profitability | Margin after shipping | > 15% net margin | 5–15% net margin | < 5% net margin |\n| Carrier competitiveness | Cost vs benchmark | < 90% of benchmark | 90–110% of benchmark | > 110% of benchmark |\n| Packaging efficiency | DIM weight vs actual | DIM �j$ actual | DIM up to 1.3× actual | DIM > 1.3× actual |\n\n---\n\n## Solves\n\nEcommerce teams lose money on shipping not because rates are high, but because:\n\n- They model carrier cost alone and ignore pick-pack, packaging, label, and handling\n- Free-shipping thresholds are set by gut feel, not margin math\n- Zone-level profitability is invisible — far zones quietly destroy margin\n- DIM weight pricing turns lightweight-but-bulky products into margin traps\n- Return shipping costs are excluded from per-order economics\n- Flat-rate shipping offers subsidize heavy/distant orders with light/nearby ones\n- Teams confuse \"carrier cost\" with \"total delivery cost per order\"\n\nGoal: **Give operators a complete, zone-aware shipping cost model that supports real pricing, threshold, and offer decisions — not just a rate card.**\n\n---\n\n## Use when\n\n- You need to understand how shipping affects unit economics\n- A team is testing free shipping, threshold-based shipping, bundles, or pricing changes\n- You want to compare zones, carriers, or packaging assumptions\n- Certain regions or order profiles may be quietly unprofitable\n- Evaluating carrier switches, 3PL changes, or packaging redesigns\n- Building a case for pricing adjustments based on delivery cost reality\n- Modeling the margin impact of seasonal shipping surcharges\n\n## Do not use when\n\n- You need live carrier API rates with guaranteed contractual accuracy\n- Packaging, zones, or weight assumptions are completely unknown\n- The task is warehouse operations design beyond shipping-cost estimation\n- You only need a public quote screenshot with no business interpretation\n- Legal or compliance-sensitive logistics reporting is required\n\n---\n\n## Inputs\n\nGather these inputs — mark any assumptions explicitly:\n\n**Package profile:**\n- Package weight (actual weight)\n- Package dimensions (L × W × H) for DIM weight calculation\n- DIM factor (carrier-specific: UPS/FedEx = 139, USPS = 166)\n- Billable weight = max(actual weight, DIM weight)\n\n**Carrier / rate inputs:**\n- Carrier name and service level (Ground, Express, 2-Day, e"},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn70fv0ehp50emedet9tx3fekd82pw3b\",\n  \"slug\": \"shipping-cost-calculator-ecommerce\",\n  \"version\": \"1.1.0\",\n  \"publishedAt\": 1774866825546\n}"},{"path":"references/carrier-rates-guide.md","content":"# Carrier Rates & Surcharge Reference\n\nQuick reference for US domestic carrier pricing structures. Use for estimation — actual rates depend on negotiated contracts.\n\n---\n\n## USPS (United States Postal Service)\n\n### Services\n| Service | Speed | Weight Limit | Best For |\n|---|---|---|---|\n| Ground Advantage | 2–5 days | 70 lbs | Light packages, budget shipping |\n| Priority Mail | 1–3 days | 70 lbs | Standard ecommerce default |\n| Priority Mail Express | 1–2 days | 70 lbs | Urgent / perishable |\n| Media Mail | 2–8 days | 70 lbs | Books, media only |\n\n### Rate Structure\n- Zone-based pricing (Zones 1–9)\n- Commercial pricing available via USPS.com or shipping platforms\n- **DIM factor: 166** (more generous than UPS/FedEx)\n- No residential surcharge\n- No fuel surcharge on retail rates\n\n### Typical Ranges (Commercial, 2024-2025)\n| Weight | Zone 1–2 | Zone 3–4 | Zone 5–6 | Zone 7–8 |\n|---|---|---|---|---|\n| 1 lb | $4.50–5.50 | $5.00–6.50 | $6.50–8.00 | $8.00–10.00 |\n| 3 lbs | $6.00–7.50 | $7.00–9.00 | $9.00–12.00 | $12.00–15.00 |\n| 5 lbs | $8.00–10.00 | $9.50–12.00 | $12.00–16.00 | $16.00–20.00 |\n\n---\n\n## UPS\n\n### Services\n| Service | Speed | Best For |\n|---|---|---|\n| Ground | 1–5 days | Standard ecommerce |\n| 3 Day Select | 3 days | Mid-tier speed |\n| 2nd Day Air | 2 days | Premium speed |\n| Next Day Air | 1 day | Urgent |\n\n### Rate Structure\n- Zone-based pricing\n- **DIM factor: 139** (stricter than USPS)\n- **Residential surcharge: ~$4.50–6.00/package**\n- **Fuel surcharge: 12.5–14.5%** (varies quarterly)\n- Peak surcharges (Oct–Jan): $1.50–6.50/package\n\n### Key Surcharges\n| Surcharge | Amount | Trigger |\n|---|---|---|\n| Residential delivery | $4.50–6.00 | Ship to home address |\n| Delivery area (extended) | $3.50–5.00 | Rural or remote ZIP |\n| Additional handling (weight) | $15.00+ | > 50 lbs |\n| Additional handling (size) | $15.00+ | Longest side > 48 in |\n| Large package | $40.00+ | Length + girth > 130 in |\n\n---\n\n## FedEx\n\n### Services\n| Service | Speed | Best For |\n|---|---|---|\n| Ground / Home Delivery | 1–5 days | Standard ecommerce |\n| Express Saver | 3 days | Mid-tier speed |\n| 2Day | 2 days | Premium speed |\n| Priority Overnight | 1 day | Urgent |\n\n### Rate Structure\n- Zone-based pricing (similar to UPS)\n- **DIM factor: 139**\n- **Residential surcharge: ~$4.50–6.00/package**\n- **Fuel surcharge: 12.5–14.5%** (varies monthly)\n- Peak surcharges similar to UPS\n\n---\n\n## Regional Carriers\n\n| Carrier | Coverage | Best For | Typical Savings vs National |\n|---|---|---|---|\n| OnTrac | Western US | Zone 1–4 in West | 20–40% |\n| LSO (Lone Star Overnight) | TX, surrounding states | Texas-based sellers | 15–30% |\n| Spee-Dee | Upper Midwest | MN, WI, IA area | 20–35% |\n| GLS US | National (expanding) | Lightweight parcels | 10–25% |\n| Amazon Shipping | Select markets | Amazon sellers | Varies |\n\n---\n\n## 3PL / Fulfillment Fee Reference\n\nCommon fulfillment center fee structures:\n\n| Fee Type | Typical Range | Notes |\n|---|---|---|\n| Receiving | $25–45/pallet or $0.2"},{"path":"references/free-shipping-playbook.md","content":"# Free-Shipping Threshold Strategy Playbook\n\nFramework for deciding if, when, and how to offer free shipping without destroying margin.\n\n---\n\n## Decision Tree\n\n```\nCan you afford free shipping on all orders?\n├── Shipping < 30% of CM → Yes: offer universally, use as conversion lever\n└── Shipping > 30% of CM → No: use a threshold\n    ├── What threshold?\n    │   ├── Method 1: AOV × 1.15–1.30 (nudge up basket size)\n    │   ├── Method 2: Margin math (threshold where CM absorbs shipping)\n    │   └── Method 3: Competitor benchmarking\n    └── Should you threshold or just raise prices?\n        ├── If price-sensitive market → Threshold (perceived savings)\n        └── If premium positioning → Bake into price, show \"free shipping\"\n```\n\n---\n\n## Threshold Calculation Methods\n\n### Method 1: AOV Multiplier\n```\nSuggested threshold = AOV × 1.15 to 1.30\n\nIf AOV = $45 → threshold = $52–59\nIf AOV = $70 → threshold = $81–91\n```\nThis encourages customers to add one more item. Works best when you have add-on products in the $10–25 range.\n\n### Method 2: Margin Math\n```\nMinimum threshold = Shipping cost / (CM% - target net margin%)\n\nExample:\n- Avg shipping cost to absorb: $9.50\n- CM% (before shipping): 55%\n- Target net margin after shipping: 25%\n- Minimum threshold: $9.50 / (0.55 - 0.25) = $31.67\n\nRound up to $35 for clean number.\n```\n\n### Method 3: Order Distribution Analysis\nLook at your actual order value distribution:\n\n| Order Value Range | % of Orders | Cumulative % | Threshold Verdict |\n|---|---|---|---|\n| < $25 | XX% | XX% | Too low — most orders don't qualify |\n| $25–50 | XX% | XX% | — |\n| $50–75 | XX% | XX% | Sweet spot if 40–60% qualify |\n| $75–100 | XX% | XX% | — |\n| > $100 | XX% | 100% | Too high — threshold irrelevant |\n\n**Target: 40–60% of orders should naturally qualify.** This creates incentive for the rest to add items without giving away shipping on orders that would have converted anyway.\n\n---\n\n## Policy Options Comparison\n\n| Policy | Pros | Cons | Best For |\n|---|---|---|---|\n| Free on all orders | Highest conversion, simplest messaging | Most expensive, subsidizes small orders | High-margin products, AOV > $80 |\n| Free over $X threshold | Lifts AOV, controllable cost | Threshold can frustrate low-value shoppers | Most DTC brands |\n| Flat rate ($X.XX) | Simple, partially offsets cost | Less compelling than \"free\" | Medium-margin products |\n| Calculated (exact) | No margin risk | Highest cart abandonment | B2B, heavy/bulky items |\n| Free for members/subscribers | Drives loyalty, recurring revenue | Complexity, membership friction | Subscription-first brands |\n| Free on specific items | Targeted, promotional | Confusing if overused | Clearance, high-margin items |\n\n---\n\n## Impact Measurement\n\nTrack these metrics before and after a free-shipping policy change:\n\n| Metric | Before | After | Change | Impact |\n|---|---|---|---|---|\n| Conversion rate | X.X% | X.X% | +/- X.X% | [Significant / Marginal] |\n| Average order value | $XX.XX | $XX.XX | +/- $X.XX | [Ab"},{"path":"references/output-template.md","content":"# Shipping Cost Output Template\n\nStructure every shipping cost analysis with this format:\n\n---\n\n## Assumptions\n\n| Input | Value | Source | Confidence |\n|---|---|---|---|\n| Package weight (actual) | X.X lbs | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Package dimensions | L×W×H in | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| DIM factor | XXX | [Carrier standard] | ✅ |\n| Billable weight | X.X lbs | [Calculated] | ✅ / ⚠️ |\n| Carrier / service | [Name] | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Fuel surcharge | X.X% | [Current period] | ✅ / ⚠️ |\n| Pick-pack cost | $X.XX | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Packaging materials | $X.XX | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| AOV | $XX.XX | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Return rate | X.X% | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Return label cost | $X.XX | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n| Zone distribution | [See breakdown] | [Actual / Estimated] | ✅ / ⚠️ / ❓ |\n\n---\n\n## Per-Order Delivery Cost\n\n```\nCarrier base rate (weighted avg):       $XX.XX\n+ Residential surcharge:                $XX.XX\n+ Fuel surcharge (X.X%):                $XX.XX\n+ Peak surcharge (if applicable):       $XX.XX\n= Total carrier cost:                   $XX.XX\n+ Pick-pack labor:                      $XX.XX\n+ Packaging materials:                  $XX.XX\n+ Label / handling:                     $XX.XX\n+ Insurance:                            $XX.XX\n──────────────────────────────────────────────\n= Delivery cost per order:              $XX.XX\n+ Return drag (X% × $X.XX):            $XX.XX\n+ Reship drag:                          $XX.XX\n──────────────────────────────────────────────\n= True total shipping cost/order:       $XX.XX  (XX.X% of AOV)\n```\n\n---\n\n## Zone Breakdown\n\n| Zone | % of Orders | Carrier Cost | Total Delivery Cost | Margin After Shipping | Flag |\n|---|---|---|---|---|---|\n| Zone 1–2 | XX% | $X.XX | $X.XX | XX% | [OK / Watch / Risk] |\n| Zone 3–4 | XX% | $X.XX | $X.XX | XX% | [OK / Watch / Risk] |\n| Zone 5–6 | XX% | $X.XX | $X.XX | XX% | [OK / Watch / Risk] |\n| Zone 7–8 | XX% | $X.XX | $X.XX | XX% | [OK / Watch / Risk] |\n| Weighted Average | 100% | $X.XX | $X.XX | XX% | — |\n\n---\n\n## Policy Impact Analysis\n\n| Shipping Policy | Revenue from Shipping | Cost Absorbed | CM Impact | AOV Effect |\n|---|---|---|---|---|\n| Calculated (current) | $X.XX/order | $0 | Baseline | Baseline |\n| Flat $X.XX | $X.XX/order | $X.XX/order | -X.X% | ~0% |\n| Free over $XX | $X.XX blended | $X.XX blended | -X.X% | +X.X% |\n| Free all orders | $0 | $X.XX/order | -X.X% | +X.X% |\n\n### Threshold Scenarios\n\n| Threshold | % Orders Qualifying | Blended Shipping Cost | Margin Impact | Verdict |\n|---|---|---|---|---|\n| $35 | XX% | $X.XX | -X.X% | [Viable / Tight / Risky] |\n| $50 | XX% | $X.XX | -X.X% | [Viable / Tight / Risky] |\n| $75 | XX% | $X.XX | -X.X% | [Viable / Tight / Risky] |\n| $99 | XX% | $X.XX | -X.X% | [Viable / Tight / Risky] |\n\n---\n\n## Carrier Comparison (if applicable)\n\n| Carrier / Option | Zone 2 | Zone 4 | Zone 6 | Zone 8 | Weighted Avg | Savings"}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"Estimate ecommerce shipping cost per order across weight, zones, carrier rules, and free-shipping policies so teams can make better pricing, margin, and offe... Skill: Shipping Cost Calculator Ecommerce Owner: leooooooow Summary: Estimate ecommerce shipping cost per order across weight, zones, carrier rules, and free-shipping policies so teams can make better pricing, margin, and offe... 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