Text version of this lessonExpand
Ecommerce pricing is not simply multiplying purchase cost by a markup or copying competitor prices. Effective pricing must cover product cost, shipping, payment fees, ads, discounts, refunds, warehousing, support, and cash-flow pressure while still supporting positioning, repeat purchase, and growth. In 2026, the goal is not to be cheap. The goal is to know how much usable profit remains after every order.
Case boundary: this $59 pet travel mat is a separate May 2026 US Shopify pricing test, not a replacement number for the Finance series’ $79 PetNest order. Its full test line is `$59 - ($18 product + $7 fulfillment + $2 payment fee + $2 support reserve = $29) - ($5.90 discount + $4 shipping subsidy = $9.90) = $20.10` pre-promo usable contribution room. Pricing submits the rule, finance or operations verifies cost and cash, and ads, CRM, and creator owners check non-stacking. An 8% refund rate or contribution below $8 is a stop line for this test, not a standard for every store.
Lesson task: define the profit floor before promotion
Pricing and promotion cannot be judged by revenue alone. While reading, translate each discount, free-shipping threshold, bundle, and ROAS target into real margin and contribution profit so a successful campaign does not quietly become an unprofitable one.
Align these pricing terms first
- Gross margin: The share of revenue left after direct product cost.
- Markup: The increase over cost; it is not the same as margin.
- Profit guardrail: Minimum margin, stock boundary, and acceptable CAC before promotion starts.
- Post-promo quality: Whether discount-driven customers repeat, refund, complain, or wait for the next deal.
This lesson first puts price, cost, discount, shipping subsidy, creator commission, and target CAC into one margin table, then uses a promotion profit pass line to decide whether the campaign can launch. The copyable lesson notes stay at the end so the team can write back the pass line, stop line, and next route.
Use a promotion margin table to set the floor first
Promotion should not start with a discount and end with a profit check. A safer order is to define how much profit each order can give away, then choose the discount, free-shipping threshold, bundle, gift, and ad budget.
| Field | Pet travel mat SKU example | Guardrail | Responsible lead / review |
|---|---|---|---|
| Full-price revenue | Pet travel mat sells for $59 | Confirm full-price conversion baseline before discounting | Ops, before each campaign |
| Variable cost | COGS 18 + fulfillment 7 + payment 2 + expected support 2 = $29 | Cost model cannot stop at purchase cost | Finance / ops, monthly calibration |
| Discount and free shipping | 10% discount is about $5.90, plus $4 free-shipping subsidy | If total concession exceeds $12, review the campaign objective | Growth lead, before launch |
| Affordable CAC | $59 - $29 - $9.90 = $20.10 contribution room | Target CAC should not exceed 70% of contribution room | Media lead, every 3 days |
| Stop condition | Refund rate reaches 8%, or contribution profit falls below $8 | When triggered, reduce spend before adding more discount | Business lead, same day |
Do not treat GMV as promotion success
If a campaign creates more orders but worsens contribution profit, refund rate, and repeat-buyer price expectations, it is not healthy growth. The pass standard is to explain how much profit each promotion gives away and what operating result it buys.
Price field checklist: separate page price, checkout discount, and feed promotion fields
Price-promise mismatch is one of the fastest ways to create support tickets and refund disputes. Shopify Price, Compare-at price, discount codes, automatic discounts, free-shipping rules, Google Merchant Center sale_price, and sale_price_effective_date are different controls, and they are not always read by the same system.
| Field / rule | Where it appears | Who reads it | What breaks when wrong |
|---|---|---|---|
| Shopify Price | Product page, collection page, checkout base price | Buyer, theme, feed sync | Full-price baseline and every margin sheet become wrong |
| Compare-at price | Product and collection sale display | Buyer, theme | Always-on sale display trains buyers to wait for discounts |
| Discount code | Checkout / discount rules | Buyer, Shopify | Can stack with automatic discount, free shipping, and creator commission |
| Automatic discount | Checkout automatic application | Shopify checkout | Buyers receive a lower price without entering a code |
| Free shipping discount | Shipping discount rule | Checkout | Small orders can lose profit to last-mile subsidy |
| Google sale_price | Merchant Center feed | Google Ads / Shopping | Ad-displayed price can differ from the product page |
| sale_price_effective_date | Feed promotion window | The sale can start early, start late, or remain live after the campaign |
Before checking discount stacking, complete this price field checklist: page price, checkout paid price, feed sale price, ad promise, and Email copy need the same campaign window and price rule.
Promotion profit simulator: calculate discount, free shipping, creator commission, and refund reserve in one order
Many promotions do not lose money because of one huge discount. They lose money because several small concessions stack on the same order: 10% off, free shipping, creator commission, gift cost, refund reserve, and ad CAC. Before each campaign, calculate one order first, then decide whether it can scale.
| Plan | Per-order calculation | Remaining profit | This-week action |
|---|---|---|---|
| 10% off + free shipping | Price 59 - true cost 29 - discount 5.9 - free shipping 4 - refund reserve 2.5 | $17.60 contribution profit; only $5.60 remains after a $12 target CAC | Small traffic test only; do not scale budget at the same time, and downgrade if CAC exceeds $12 or refunds rise |
| $69 free-shipping threshold + add-on | Order value 77 - true cost 36.5 - shipping subsidy 4 - refund reserve 2.8 | $33.70 contribution profit; $15.70 remains after an $18 target CAC | Healthier promotion: raise AOV through threshold and add-on, but check add-on stock and split-shipment rate |
| Creator code + automatic discount + commission | Price 59 - true cost 29 - discount 5.9 - free shipping 4 - commission 7.08 - refund reserve 2.5 | $10.52 contribution profit; almost no safety buffer remains after a $10 target CAC | Do not scale; close stacking first and review channel net profit, refunds, and second purchase separately |
The judgment this builds
Do not ask only whether the promotion can create orders. Ask whether the order is still worth acquiring after every concession is removed. If discounted contribution profit leaves only a few dollars, do not protect GMV with a deeper discount. Change the threshold, split the audience, block stacking, or downgrade the campaign to a small test.
Reconcile one $59 order before approving the offer
The $59 pet travel mat is a deliberately separate May 2026 US Shopify pricing test. It does not overwrite the $79 PetNest order in the Finance course, and it does not prove that another SKU can afford the same offer. Start with the dated cost card: product cost $18, fulfillment $7, payment $2, and support reserve $2. The direct-cost subtotal is `$18 + $7 + $2 + $2 = $29`, so the full-price contribution room before an offer is `$59 - $29 = $30`.
Then make the offer visible instead of calling it marketing. A 10% discount is `$59 x 10% = $5.90`; the free-shipping subsidy is $4; total concession is `$5.90 + $4 = $9.90`. The pre-refund contribution room after those two concessions is `$30 - $9.90 = $20.10`, or the complete line `$59 - $29 - $9.90 = $20.10`. This is not final net profit. It is the room from which refund risk, acquisition, tools, team, fixed costs, and cash timing still have to be paid.
The small-traffic simulator adds a distinct expected refund reserve of $2.50 and a $12 target CAC. Keep the steps separate: `$20.10 - $2.50 = $17.60` contribution profit after the reserve, then `$17.60 - $12 = $5.60` room after the target CAC. The arithmetic reconciles, but the decision is cautious: a $5.60 remainder is not permission to increase discount and budget together. It is a reason to use a limited traffic test and to record whether the assumed CAC, refund reserve, and support cost were real.
Before launch, pricing owns the versioned offer line and its start and end date; finance or operations validates the latest product, fulfillment, payment, support, inventory, and cash inputs; the media owner uses the stated CAC ceiling; CRM, creator, and checkout owners prove that code, automatic discount, shipping subsidy, gift, and commission cannot create an unapproved stack. The page, feed, ad, and email owners then check the same price promise and window. A statement that the discount is only 10% is not a control when another concession can land on the same order.
The test has local, conditional boundaries. For this $59 test, reduce or pause rather than deepen the offer when refunds approach the stated 8% review line, the measured per-order contribution crosses its $8 stop line, price surfaces disagree, inventory cannot carry demand, or the ordered cash would crowd out the approved plan. Those values are case guardrails, not universal rules. The Friday record should name the paid price, every concession, refund and CAC evidence date, owner, stack check, full-price recovery check, and one next action: continue small, downgrade, or pause.
Promotion Margin decision practice: decide launch safety before choosing the discount
A promotion margin sheet is not a finance recap. It is a pre-launch gate. Before the campaign starts, it should define price, true cost, discount, free shipping, creator commission, refund risk, media room, audience path, and stop line.
Use this practice in four steps: identify whether the pressure is free shipping, creator code stacking, deep discount GMV, or always-on compare-at pricing; read the first evidence; choose this-week action; then write one launch-sheet row.
| Promotion pressure | First evidence | Safer action | Do not launch this way |
|---|---|---|---|
| Storewide free shipping creates more small orders | AOV, last-mile cost by market, add-on margin, weak-margin order share, and shipping subsidy | Raise the free-shipping threshold and split last-mile cost by market | Treat blanket free shipping as the default promotion |
| Creator code stacks with automatic discount and free shipping | Paid price, automatic discount, shipping subsidy, gift cost, commission, refunds, and second purchase | Set non-stack rules and review channel net profit separately | Renew or raise commission from creator order count alone |
| GMV rises but contribution profit falls to $4 | Paid price, discount amount, ad cost, refund reasons, support cost, audience source, and stop line | Reduce spend, inspect audience, refunds, and stacking, then decide | Add a deeper discount to keep GMV high |
| Compare-at sale never ends | Price, Compare-at price, sale_price, sale_price_effective_date, campaign end date, and full-price conversion | Add an end date and restore full-price messaging or state clearance reason | Train buyers to wait for discounts with the same Sale message |
Pricing Is an Operating System, Not a One-time Number
Many new stores enter a product price once, then rely on coupons, free shipping, and ads to force sales. The problem is simple: if the initial price does not include true cost and promotion room, every discount, shipping offer, and ad-scaling push reduces margin further. Pricing must answer whether the product can cover real costs, support acquisition, absorb support costs, and maintain brand perception over time.
Good Pricing Must Satisfy 5 Goals
- It converts: customers feel the price matches the value, not just that it is cheap
- It preserves margin: there is room after product, fulfillment, payment, packaging, and support costs
- It supports ads: the price can tolerate some CAC volatility
- It supports promotions: there is room for holidays, email campaigns, repeat-buyer offers, and clearance
- It supports positioning: price reinforces the brand tier instead of turning the store into a discount catalog
The Riskiest Pricing Habits
- Only looking at purchase cost: ignores shipping, ads, payment fees, refunds, and packaging.
- Blindly matching competitors: you do not know whether they have lower costs, higher repeat purchase, or are clearing inventory at a loss.
- Selling through deep discounts: short-term conversion improves, but long-term trust in the original price declines.
- Ignoring CAC volatility: when acquisition cost rises, a SKU that looked profitable can become unprofitable immediately.
Calculate True Landed Cost Before Setting Price
The first step is calculating true landed cost: the full cost required to make a product sellable and deliverable. Many products look profitable only because the team counted purchase cost but ignored freight, warehousing, packaging, payment fees, subscriptions, refunds, support, and loss.
True Cost Breakdown
Start With Contribution Margin
Contribution margin = selling price - product cost - fulfillment cost - payment cost - average after-sales cost - discount/free-shipping subsidy
Contribution margin is not final net profit, but it shows how much room each order leaves for ads, team, tools, and fixed costs.
| Pricing input completeness check | Write before promotion | Why it matters |
|---|---|---|
| Hard cost | COGS, packaging, inbound freight, warehousing, fulfillment, and gift cost | Purchase cost alone overstates the room for concessions |
| Payment / FX reserve | payment fee, third-party transaction fee, currency conversion, and payout cost | Payment method and currency change net margin at the same selling price |
| Risk reserve | chargeback, lost parcel, reshipment, damage, refund reserve, and risk reserve | Weak promo traffic quality can consume margin again through support |
| Acquisition assumption | target CPA / CAC, creator commission, and affiliate payout | A sale price can pass before acquisition cost is included |
| Target net margin | target net margin, fixed-cost buffer, and cash recovery goal | Minimum profitable price cannot be judged by gross margin alone |
| Brand premium / price psychology | brand premium, price anchor, and .95 / .99 endings | Psychological pricing can only fine-tune after the profit floor passes; it cannot hide an unprofitable promotion |
Do Not Confuse Margin and Markup
Margin and markup are often mixed up, but they are different. Markup asks how much you add on top of cost. Margin asks what portion of selling price remains as gross profit. If a product costs $10 and sells for $20, markup is 100%, but margin is 50%. Operating decisions should focus more on margin and contribution profit.
Basic Formulas
- Gross margin = (selling price - cost) ÷ selling price
- Markup = (selling price - cost) ÷ cost
- Target selling price = cost ÷ (1 - target margin)
- Minimum profitable price = total variable cost + required acquisition/operating room
Control ad dependency because CAC can quickly consume unit profit.
Leave room for ad testing, free shipping, discounts, and support costs.
Higher prices can work, but proof, reviews, guarantees, and checkout experience must support them.
Pricing Must Match Positioning
The same product can have very different prices under different positioning. Are you selling low price, efficiency, quality, expertise, gifting, or identity? Pricing must align with copy, visuals, packaging, support, delivery promise, and after-sales policy. A higher price is not the problem. A higher price without stronger value proof is the problem.
Economy pricing
Works for standardized, low-differentiation, price-comparison products. It requires strong cost control and conversion efficiency, and is rarely ideal as a long-term foundation for content-heavy independent stores.
Functional value pricing
Prices around efficiency, outcomes, time saved, or pain solved. Pages need strong before/after proof, demos, comparisons, and use cases.
Brand premium pricing
Depends on design, packaging, story, operating review, and service. Discounts must be controlled, or the original price anchor and brand perception will weaken.
Gift-scenario pricing
Customers are not only buying function; they are buying a gift that feels appropriate. Bundles, packaging, cards, delivery certainty, and review proof affect acceptable price.
Promotion Is Not Discounting; It Is Designing a Buying Reason
The goal of promotion is not to be permanently cheaper. It is to make purchase easier in a specific context. Good promotions increase AOV, accelerate inventory turnover, reactivate existing customers, or reduce first-purchase friction. Bad promotions trade profit for short-term order volume.
The threshold should sit slightly above current AOV instead of being a random round number.
Bundles need a real usage scenario, not unrelated items forced together.
Limit abuse and confirm contribution margin remains acceptable after discount.
Gifts, points, and early access can replace direct discounting.
Separate clearance from core products so customers do not perceive the whole store as permanently discounted.
Compare-at Price Must Be Realistic
Shopify supports compare-at price to show original and sale prices, but it should not be used to manufacture fake anchors. If the original price never really exists or the sale never ends, customers learn to wait for discounts and brand trust declines.
Set Profit Guardrails Before Promotion
Before every promotion, define the floor: minimum selling price, maximum discount, who absorbs free-shipping cost, whether ad budget can increase, whether refund rate may rise, and whether clearance might damage full-price products. Promotions without guardrails make the team optimize GMV while ignoring profit.
Pre-promotion Checklist
- Contribution margin remains positive after discount and can cover expected ad cost
- Free-shipping threshold is above current AOV and does not create too many low-margin orders
- Every SKU in the bundle has enough stock, so one item does not delay the entire order
- Discount rules do not stack uncontrollably across email, affiliates, creators, and automatic discounts
- End date, eligible categories, non-stackable rules, and return policy are clear
- The promotion goal is explicit: acquisition, clearance, repeat purchase, AOV lift, or new-product launch
Set 3 Guardrails
- Minimum margin floor: no promotion should fall below minimum contribution margin.
- Maximum discount rule: separate normal promotions from clearance so the whole store does not become permanently discounted.
- Stacking rule: automatic discounts, codes, affiliate commission, and free shipping should not stack without limits.
Free-shipping Thresholds and Bundles Are Healthier Than Direct Discounting
Direct discounts reduce unit profit and train customers to wait. Free-shipping thresholds and bundles often create healthier growth because they lift AOV and help order profit cover fulfillment and acquisition costs. The key is to design thresholds and bundles from data, not intuition.
How to Design a Free-shipping Threshold
Starter bundle
Main product plus required accessories. Helps new customers understand the complete solution and raises first-order value.
Multi-pack
Works for consumables and household use cases. A modest discount can raise AOV and lower fulfillment cost per unit.
Gift bundle
Works for holiday and gifting contexts. Packaging, card options, delivery certainty, and visual presentation matter as much as discount.
Translate Ad ROAS Into Real Profit
Ad-platform ROAS is not profit. A campaign can look healthy in the ad dashboard but still lose money if discounts are deep, refunds are high, AOV is low, or shipping is expensive. Pricing strategy must be reviewed together with ads, especially during scaling, because rising CAC directly consumes contribution margin.
Simplified ROAS-to-profit Check
Order contribution profit = order revenue - product cost - fulfillment cost - payment cost - discount/free shipping - average after-sales cost - ad cost
If contribution profit is negative, break down whether price is too low, discount is too deep, AOV is too low, CAC is too high, or the product margin is simply not suitable for paid acquisition.
Do Not Use One ROAS Target for Every SKU
High-margin, high-repeat-purchase products can tolerate lower first-order profit. Low-margin, low-repeat products need stricter CAC control. One ROAS target across every product can kill healthy products and keep unprofitable ones spending.
Create a Weekly Pricing and Promotion Review
Pricing is not a one-time task. Costs, ads, inventory, competitors, currency, logistics, and customer price sensitivity all change. Review hero SKU pricing every week and run a deeper pricing and promotion review monthly.
Weekly Review Workflow
Weekly Pricing Metrics
- Gross margin after discount and contribution profit per order
- Whether AOV increased from free-shipping thresholds or bundles
- Whether refund rate increased after promotion
- Whether repeat customers only buy during discount periods
- Whether current prices can still absorb rising ad CAC
| Post-promotion Quality Review | T+1 | T+7 | T+30 |
|---|---|---|---|
| Contribution profit | Check whether it crossed the stop line | Split by SKU, channel, and discount code | Confirm profit recovered to normal range |
| Refund / support | Watch for abnormal support issues | Group refund reasons | Compare against non-promo cohort |
| Repeat behavior | Check whether repeat buyers stocked up early | Read whether orders depend on discount codes | Confirm full-price repeat purchase recovers |
| Full-price recovery | Restore full-price page display | Stop old-price Email and Ads messaging | Check whether full-price CVR returns to an acceptable range |
| Inventory / cash | Check whether hero stock was over-consumed | Confirm clearance released cash | Confirm the next replenishment was not blocked |
Final Takeaway: Price Connects Profit, Brand, and Growth
Pricing is not just a number in a product table. It is the shared interface between customer perception, ad efficiency, inventory turnover, cash flow, and brand positioning. A healthy pricing system tells you which products can discount, which products should increase price, which promotions raise profit, and which discounts only create fake growth.
What You Should Build After This Article
- Create a true cost and contribution margin table for every hero SKU
- Calculate minimum profitable price and maximum acceptable discount
- Separate economy, functional, premium, and gift-scenario pricing strategies
- Use free-shipping thresholds and bundles to lift AOV before relying on direct discounts
- Review pricing, discount, ads, refunds, and inventory together every week
Promotion profit pass line: calculate first, then choose the promotion route
Pricing and promotion should not stop at “what discount should we run.” A more useful workflow is to bring the current promotion pressure into the pricing and margin tool, then write the result as a promotion profit pass line: tool inputs, pass line, blocked move, and next lesson route. The tool is not an isolated calculator; it becomes part of the weekly promotion review.
| This week’s pressure | Inputs for the Pricing tool | Pass line | Next route |
|---|---|---|---|
| Recalculate free-shipping threshold | Current AOV, target threshold, add-on margin, last-mile shipping cost, refund reserve, and target CAC. | The threshold sits above current AOV, and add-on contribution profit covers the free-shipping subsidy and last-mile variance. | Continue to promo feed readiness to confirm sale_price and campaign timing fields. |
| Isolate discount stacking | Full price, each concession amount, payment fee, fulfillment cost, refund rate, and minimum contribution profit after discount. | One main offer per order. If stacking is unavoidable, contribution profit still has a buffer after target CAC. | Continue to promotion, discount, and offer profit guardrails for a deeper offer-profit review. |
| Read creator code by channel net profit | Creator commission, exclusive discount, shipping subsidy, refund rate, second purchase rate, channel CPA, and contribution profit. | Channel net profit is positive, and refund rate, AOV, and second purchase are not worse than non-creator paths. | Continue to multi-channel advertising roles to decide whether the creator code is acquisition, clearance, or content validation. |
| Separate clearance from hero offers | Inventory days of cover, cash recovery target, clearance discount, fulfillment cost, remaining margin, and replacement hero SKU. | Clearance page, clearance SKU, and hero SKU are separated. Clearance recovers cash; it does not lower sitewide price expectations. | Continue to inventory and demand planning so clearance does not damage the hero SKU path. |
Your copyable lesson notes should leave one line: which numbers were checked in the tool, what the pass line is, what is blocked, and which route the team follows after the calculation.
Pre-launch promotion profit gate: calculate once before launch, downgrade, or pause
The riskiest promotion is not always the deepest discount. It is the promotion where no one calculates discount, free shipping, creator commission, ad CAC, refund reserve, and fulfillment subsidy on the same order. Before each campaign, run a profit gate first: if it passes, define the budget boundary; if it does not, downgrade to a small traffic test; if the numbers are unclear, pause.
If you need a first pass on price and margin, use the pricing and margin tool. If you need to go deeper on discounts, offers, and profit guardrails, continue to Promotion, Discount, and Offer Profit Guardrails. This launch gate turns the calculated numbers into an operating action.
| Gate item | Numbers required | Pass line | If it fails |
|---|---|---|---|
| Per-order contribution profit | Paid price - COGS - fulfillment - payment fee - discount - free shipping - refund reserve | There is still a safety buffer after target CAC | Reduce the offer, change free-shipping threshold, narrow audience, or pause scaling |
| Offer stacking | Whether automatic discount, creator code, gift, free shipping, or member discount appears on the same order | One main offer per order; stacking needs profit proof | Turn off stacking rules and review creator codes by channel net profit |
| Inventory and fulfillment | Sellable stock, campaign days of cover, split-shipment rate, parcel weight, and remote-region cost | Stock can carry the campaign cadence and fulfillment subsidy does not eat margin | Stage the campaign, change hero SKU, raise threshold, or add back-in-stock capture |
| Price trust | Price, Compare-at price, sale_price, deadline, and checkout display | Product page, collection page, checkout, and email use one price rule | Fix price display and deadline before launching confused rules |
| Review window | T+1 CAC/CVR, T+3 refunds and support signals, T+7 repeat purchase or full-price recovery | Every window has an owner and stop line | A campaign without a review window can only run as a small test |
Launch rule
Launch safety is not "it feels profitable." It should produce three sentences: how much remains after all concessions, what pauses first if CAC or refunds cross the line, and how price returns to full price or clearance after the campaign.
Copyable lesson notes: pricing review cannot only write the discount
A promotion is not just a lower price. It is a buying reason that should still make business sense. Before launch, merchandising, media, site, lifecycle, support, and finance should see the same copyable lesson notes: why this promotion exists, which profit line cannot be crossed, and which actions may lift orders while consuming profit.
The common mistake is treating sales growth as profit growth, and good ROAS as campaign health. The useful note is not "the campaign worked." It records the pressure, evidence, action, blocked move, and review window.
Pricing and margin review copyable lesson notes should include
- Original price, discount, compare-at price, and checkout rule
- Unit margin, free-shipping threshold, bundle profit, and media tolerance
- Target audience, buying reason, and excluded audience
- Repeat purchase, refund, and support signals after the campaign
- Stop, extend, or review condition
| Note row | What to write |
|---|---|
| Profit pressure | This is not about whether the discount can create orders. It is about whether discount, free shipping, creator code, refunds, and media cost consume contribution profit together. |
| First evidence | Write landed cost, COGS, payment fee, fulfillment subsidy, stacked discounts, refund rate, media cost, and minimum profitable price before trusting gross margin. |
| This-week action | The action should be launch, reduce the offer, change the free-shipping threshold, isolate the channel code, pause the campaign, fix price display, or enter profit review. |
| Blocked move | Do not scale a discount just because CVR or ROAS looks good. Do not let automatic discount, creator code, free shipping, and gift stack without control in one order. |
| Review window | Write what T+1, T+3, and T+7 review, and who updates price, page, feed, ads, and support scripts. |
These notes can be copied into a weekly review or project-management task. You can compress them into a table during execution, but do not delete why the campaign can launch, why it should stop, or why the team should not keep adding discount.
Promotion profit leak routing: when a campaign looks like a win, find where profit leaked
Promotion review should not only ask whether orders increased or ROAS improved. The more useful question is how much profit was consumed by discount, free shipping, bundle friction, creator commission, refunds, and price training. This router turns a campaign that looks successful into accountable profit leakage.
| Scenario | Hidden leak | Proof to check first | Write back to review |
|---|---|---|---|
| More orders, thinner profit | Discount, free shipping, payment fee, and support cost push per-order contribution profit near the stop line. | Paid price, discount, shipping subsidy, ad cost, refund risk, and contribution profit from sample orders. | Continuation requires a minimum per-order contribution profit and refund stop line. |
| Free shipping drags margin | The threshold is not above AOV, so low-margin small orders lose profit to last-mile subsidy. | Shipping subsidy, AOV, add-on margin, and last-mile cost by market and order value. | Free-shipping threshold must sit above current AOV and prove order margin covers the subsidy. |
| Bundle lifts AOV but creates fulfillment friction | Bundle margin did not include extra packaging, warehouse handling, substitute items, and support cost. | Bundle SKU stock, split-shipment rate, fulfillment cost, return reasons, and true accessory margin. | Bundle review separates AOV, bundle margin, split shipments, and support cost. |
| Creator code stacks out of control | Channel ROI reads order count without counting commission and stacked offers into channel net profit. | Commission, discount, shipping subsidy, gift cost, refunds, and second purchase by discount code. | Creator-specific promotion needs channel net profit, refunds, and repeat purchase results. |
| Buyers learn to wait for discounts | Compare-at price, countdowns, emails, and ads repeatedly teach buyers that another discount will come. | Full-price conversion, repeat-buyer interval, email unsubscribes, code use, and price-support tickets before and after promotion. | Review not only promo conversion, but full-price recovery after the campaign. |
The router changes "the campaign worked" into a testable decision: scale, tighten the offer, change the free-shipping threshold, isolate creator codes, pause storewide discounts, or move the SKU into clearance only after the profit evidence is written down.
Next learning path: connect pricing actions to profit guardrails and promo fields
Use the pricing and margin tool for the first margin pass. If discount depth and offer guardrails need a deeper check, continue to promo, discount, and offer profit guardrails. If promo prices need to enter the Feed, use promo feed readiness and seasonal merchandising. If the discount changes conversion judgment, return to landing page message match.