Ecommerce Development
Shopify Discount Strategy for D2C Brands: When It Helps and When It Kills Your Margins
Shopify Discount Strategy for D2C Brands: When It Helps and When It Kills Your Margins
08 min read

Most D2C brands treat discounts like a reflex. Revenue slows, someone suggests a sale, and within a few hours a 20% off code is live across every channel. It feels decisive. It rarely is. As founders and growth operators navigate the complexities of modern e-commerce, the impulsive nature of promotional scheduling often blindsides the underlying unit economics that sustain long-term business health. This reactionary behavior is frequently born from a desperate need to hit short-term revenue targets or clear aging inventory, yet without a rigorous understanding of margin impact, it creates a dangerous feedback loop. True strategic growth requires moving beyond the "discount as a marketing hack" mindset, forcing leaders to analyze how price elasticity and conversion rate optimization interact with their fixed cost structures to ensure that every promotional event actually moves the needle on net profitability rather than simply cycling cash flow through a lower-margin environment.
A discount is a margin decision, not a marketing one. And on Shopify, where the mechanics of a promotion take about four minutes to set up, the ease of execution often masks how much it actually costs the business. When an operator clicks that "active" button in the Shopify dashboard, they aren't just changing a front-end price; they are fundamentally re-engineering the waterfall of their gross profit dollars, often failing to account for the hidden costs associated with increased return rates, customer acquisition volatility, and the long-term dilution of brand equity. This requires a shift in perspective where the discount tool is viewed as a surgical instrument rather than a blunt force object, demanding that store owners map out the full journey of a sale to ensure that the immediate top-line lift does not sacrifice the bottom-line viability of the product line.
This post breaks down the economics of discounting for D2C brands — when a sale genuinely accelerates your business, when it quietly destroys value, and how to build a framework that keeps you from making the decision on instinct. By leveraging historical cohort analysis and predictive modeling, operators can move away from guessing and start designing promotions that serve as legitimate growth levers. This framework isn't just about protecting current profits; it's about safeguarding the future of the brand by training the customer base to value the product for its inherent benefits rather than waiting for the next artificial price reduction. As you navigate these complex decisions, remember that your ability to manage margins through promotional periods often dictates your ability to scale paid acquisition channels effectively in the subsequent months.
Why Discounting Feels Safe But Often Isn't
The logic seems obvious: lower the price, sell more units, revenue goes up. But unit economics don't compress evenly. When you cut price, your cost of goods stays fixed, your platform fees stay fixed, and your customer acquisition costs stay fixed. The only thing that moves is your margin — and it moves fast. This mathematical reality creates a dangerous scenario where a seemingly minor 10% or 15% discount can essentially evaporate the entire net profit on a specific unit sale, particularly when factoring in variable logistics, packaging, and the often-overlooked overhead of processing high-volume batches. Operating in this environment requires a deep dive into your operational stack to determine exactly where the breaking points of your profitability reside.
A 20% discount on a product with a 40% gross margin doesn't reduce your profit by 20%. It cuts it by 50%. This is the silent killer of growth-stage brands that are scaling volume but failing to see a corresponding increase in bank account liquidity or retained earnings. By failing to account for the non-linear nature of margin compression, operators frequently overestimate the benefits of sales velocity while ignoring the massive decline in marginal utility of every dollar generated during the promotion. Understanding this gap is essential for building a sustainable business model where your pricing strategy supports, rather than cannibalizes, your overarching financial goals and operational infrastructure.
That's not an edge case. That's the baseline reality for a large portion of Shopify D2C brands operating in the $1M–$10M revenue range. Yet most teams don't model it before they hit publish on the discount code. These companies are often caught in a trap of "revenue vanity metrics," where the dopamine hit of a high-volume sales day blinds them to the underlying degradation of their profit margins. By failing to integrate their financial modeling with their promotional calendar, they become slaves to the very sales events they initiated to drive growth, slowly tethering their survival to an unending, margin-eroding cycle that makes it increasingly difficult to reinvest in critical areas like product development or team scaling.
The problem isn't discounting itself. The problem is discounting without a model. True operational excellence in the D2C space relies on the implementation of a robust, data-driven methodology that evaluates the trade-offs between volume and profit on a granular, SKU-specific level. Before any promotion is authorized, there must be a clear mathematical justification that demonstrates how the sacrifice in current margin creates a future, tangible benefit, such as increased LTV, improved inventory turnover, or necessary market share defense. Without this model, your discount strategy is nothing more than a gamble that relies on hope rather than sound financial architecture, leaving your brand vulnerable to long-term valuation degradation.
The D2C Discount Decision Matrix
Before running any promotion, every D2C brand should run through four questions. This is the framework we call the D2C Discount Decision Matrix — a pre-promotion filter that separates value-adding discounts from margin-destroying ones. This decision matrix acts as a crucial barrier to entry for any promotional activity, ensuring that every marketing campaign aligns with the strategic long-term financial objectives of the company. By adopting this rigorous filter, founders can eliminate the guesswork that leads to "fire sale" mentalities and instead foster a culture of deliberate, calculated decision-making that optimizes for total gross profit over the entire customer lifecycle rather than just a single point in time.
Question 1: What is your post-discount gross margin?
Calculate it explicitly. Take your selling price after discount, subtract COGS, and express that as a percentage of the discounted price. If your post-discount gross margin drops below your minimum viable threshold (typically 30–35% for physical goods, though this varies by category), you need a different lever. It is imperative to remember that your gross margin is the lifeblood of your operation; once it falls below the point where it can effectively cover your fixed operating expenses and provide a buffer for CAC fluctuations, the business begins to lose its ability to sustain itself through organic growth. By strictly defining these thresholds, you prevent the common error of running promotions that look successful in terms of top-line revenue but are fundamentally catastrophic for the cash flow position of your organization.
Question 2: What volume increase do you need to break even on margin dollars?
This is the number most brands never calculate. If your gross margin falls from 45% to 25% after a 20% discount, you need to sell 80% more units just to generate the same gross profit dollars. Is your traffic or conversion rate realistically going to deliver that? If not, you're not running a growth promotion — you're running a margin transfer. This calculation is a stark reminder of the "margin hurdle" that must be jumped to achieve true profitability; if you cannot prove that your current funnel, traffic sources, and conversion rates have the capacity to handle this level of volume scaling, you are effectively paying to move product at a loss without the benefit of actual growth.
Question 3: Is the discount acquiring new customers or subsidising existing ones?
Loyal customers who would have purchased anyway at full price don't need a discount. They need a loyalty mechanism. If your email list — which skews toward previous purchasers — is your primary discount channel, you're often paying to erode margin from customers who were already going to buy. Check your segment before you send. By using sophisticated audience segmentation tools within Shopify or your CRM, you can ensure that your discounting efforts are surgically applied only to those who need the incentive to convert, thereby preserving the margin on your high-value repeat customer base and maximizing the total profitability of your promotional campaigns.
Question 4: Does the discount support a strategic objective or just a short-term revenue number?
There are legitimate reasons to discount: clearing aged inventory, driving trial on a new SKU, building LTV through bundling, or competing aggressively during a category-defining moment (a new entrant, a platform algorithm shift). These are strategic uses. Running a flash sale because revenue was flat last Tuesday is not. Strategic discounting requires a defined "why" and a clear measurement of success beyond the simple total revenue figure, ensuring that every promotional event acts as a purposeful step toward a larger long-term goal rather than an exercise in panic-driven decision-making that trains your customers to wait for a deal.
When a Discount Actually Helps
There are clear scenarios where a well-structured discount drives genuine business value. The common thread is intentionality — the discount serves a specific objective with a defined end point. By focusing on intentional, time-bound strategies, you can minimize the risk of brand dilution while maximizing the strategic benefit of your price reductions. This approach demands that you treat every promotion as an experiment with a clear hypothesis, ensuring that your team is constantly learning from the data generated during these windows and that these learnings are directly applied to the next promotional cycle for continuous improvement of the overall brand strategy.
Inventory clearance. Aged or slow-moving stock has a carrying cost and an opportunity cost. A targeted discount that converts dead inventory into cash and warehouse space can absolutely be worth the margin compression — provided you're pricing above landed cost and not training your customer base to expect sales.
New customer acquisition with strong LTV. If your retention economics are solid — meaning a customer acquired at a discount will repurchase at full price two or three times — then a first-purchase incentive can have a positive expected value. The key word is "if." This requires actual cohort data, not assumptions.
Bundle promotions that maintain blended margin. Discounting a bundle where the perceived value is high but your blended COGS is lower is a smarter structure than a straight price cut. You can offer 15% off a bundle that costs you 10% less to fulfil than the individual units combined. The customer feels the deal; your margin holds.
Seasonal moments with genuine demand spikes. BFCM, Prime Day adjacency, and category-specific seasonal peaks create conditions where your cost-per-click is already elevated and your customer is already in buying mode. A competitive offer here can be the difference between winning a new customer and losing them to a competitor at the same acquisition cost.
When a Discount Destroys Your Margins
These are the patterns that look like growth but erode the business over time. Identifying these destructive habits early is critical for long-term survival, as they often create a dependency on discounting that is incredibly difficult to break once the brand reputation has been damaged. By recognizing these red flags in your current operations, you can take immediate action to pivot your strategy toward more sustainable practices that prioritize long-term brand equity over fleeting, low-quality revenue spikes.
The perpetual sale. A brand that is always running some form of promotion trains its customers to wait. Average order values compress. Full-price windows shrink. Repeat purchasers time their buys to coincide with the next code. You'll see this in your revenue data as a jagged pattern — spikes during promotions, near-silence in between — and in your margins as a slow, consistent decline.
Discounting to hit a revenue target. When the month looks soft and someone on the team suggests a quick sale to close the gap, you are borrowing against future margin to hit a current number. This is one of the most common and most damaging patterns in D2C. You might hit the monthly revenue target. Your quarterly profitability will reflect what actually happened.
Blanket sitewide discounts on high-velocity SKUs. Your best-selling products don't need a discount. They're already converting. Applying a sitewide code to your full catalogue means you're cutting margin on every unit, including the ones that would have sold anyway.
Deep discounts without post-promotion planning. If you run 30% off and acquire a wave of new customers, what happens next? If you don't have a structured retention flow — an onboarding email sequence, a replenishment trigger, a cross-sell — you've paid a high acquisition cost with no plan to recover it. The discount is only as valuable as the retention mechanics that follow it.
Common Mistakes and Trade-Offs
Mistake: Using gross revenue as the success metric for a promotion. Gross revenue tells you nothing about whether the promotion was profitable. Track gross profit dollars before and after. If margin dollars didn't grow — or if they grew less than they would have without the discount — the promotion underperformed regardless of what the revenue line shows.
Mistake: Not excluding loyalty segments from discount campaigns. Customers who are already repeat purchasers with high purchase frequency don't need incentives. They need recognition. Running a discount to your most loyal cohort is a margin giveaway dressed as customer appreciation.
Mistake: Treating discount rate as a fixed variable. A 20% discount doesn't mean the same thing across every SKU. Model it at the product level, not the store level. Some SKUs can absorb a 25% discount and remain profitable. Others go underwater at 10%.
Trade-off to understand: Acquisition cost vs. margin. There are moments where taking a margin hit to acquire a customer at a lower blended CAC is rational — but only if you have the LTV data to justify it. Without that data, you're not making a strategic trade-off. You're guessing.
Trade-off to understand: Velocity vs. price positioning. High-frequency discounting can drive volume. It also repositions your brand as a value brand in the customer's mind, making full-price recovery progressively harder. This is especially consequential for premium-positioned D2C brands where price is part of the value signal.
How to Structure a Discount That Protects Margin
If you've run the Decision Matrix and a discount makes sense, here's how to structure it to minimise margin damage. By focusing on precision and structural control, you can create promotional events that feel rewarding to your customers while maintaining the essential financial health of your business. This approach is rooted in the idea of "controlled discounting," where every lever is carefully calibrated to ensure that the impact on your bottom line is exactly what you planned for and nothing more.
Set a hard discount ceiling by SKU. Know the maximum discount rate each product can absorb before gross margin drops below your floor. Build this into your promotions playbook so no one can accidentally publish a code that breaches it.
Segment your audience before you broadcast. New-to-brand audiences via paid social or affiliate get the acquisition discount. Repeat purchasers get a loyalty reward (free gift with purchase, early access, points) that doesn't compress margin the same way.
Set a hard end date and stick to it. Promotions without enforced end dates drift into perpetuity. Put the expiry in the Shopify discount settings and don't extend it.
Build the post-promotion retention flow before you launch. If you can't answer "what happens to these customers on day eight?" before you launch the sale, you're not ready to run it.
Measure margin dollars, not margin percentage. Your goal is to grow the absolute value of gross profit. Track that number before, during, and after every promotion.
Most D2C brands treat discounts like a reflex. Revenue slows, someone suggests a sale, and within a few hours a 20% off code is live across every channel. It feels decisive. It rarely is. As founders and growth operators navigate the complexities of modern e-commerce, the impulsive nature of promotional scheduling often blindsides the underlying unit economics that sustain long-term business health. This reactionary behavior is frequently born from a desperate need to hit short-term revenue targets or clear aging inventory, yet without a rigorous understanding of margin impact, it creates a dangerous feedback loop. True strategic growth requires moving beyond the "discount as a marketing hack" mindset, forcing leaders to analyze how price elasticity and conversion rate optimization interact with their fixed cost structures to ensure that every promotional event actually moves the needle on net profitability rather than simply cycling cash flow through a lower-margin environment.
A discount is a margin decision, not a marketing one. And on Shopify, where the mechanics of a promotion take about four minutes to set up, the ease of execution often masks how much it actually costs the business. When an operator clicks that "active" button in the Shopify dashboard, they aren't just changing a front-end price; they are fundamentally re-engineering the waterfall of their gross profit dollars, often failing to account for the hidden costs associated with increased return rates, customer acquisition volatility, and the long-term dilution of brand equity. This requires a shift in perspective where the discount tool is viewed as a surgical instrument rather than a blunt force object, demanding that store owners map out the full journey of a sale to ensure that the immediate top-line lift does not sacrifice the bottom-line viability of the product line.
This post breaks down the economics of discounting for D2C brands — when a sale genuinely accelerates your business, when it quietly destroys value, and how to build a framework that keeps you from making the decision on instinct. By leveraging historical cohort analysis and predictive modeling, operators can move away from guessing and start designing promotions that serve as legitimate growth levers. This framework isn't just about protecting current profits; it's about safeguarding the future of the brand by training the customer base to value the product for its inherent benefits rather than waiting for the next artificial price reduction. As you navigate these complex decisions, remember that your ability to manage margins through promotional periods often dictates your ability to scale paid acquisition channels effectively in the subsequent months.
Why Discounting Feels Safe But Often Isn't
The logic seems obvious: lower the price, sell more units, revenue goes up. But unit economics don't compress evenly. When you cut price, your cost of goods stays fixed, your platform fees stay fixed, and your customer acquisition costs stay fixed. The only thing that moves is your margin — and it moves fast. This mathematical reality creates a dangerous scenario where a seemingly minor 10% or 15% discount can essentially evaporate the entire net profit on a specific unit sale, particularly when factoring in variable logistics, packaging, and the often-overlooked overhead of processing high-volume batches. Operating in this environment requires a deep dive into your operational stack to determine exactly where the breaking points of your profitability reside.
A 20% discount on a product with a 40% gross margin doesn't reduce your profit by 20%. It cuts it by 50%. This is the silent killer of growth-stage brands that are scaling volume but failing to see a corresponding increase in bank account liquidity or retained earnings. By failing to account for the non-linear nature of margin compression, operators frequently overestimate the benefits of sales velocity while ignoring the massive decline in marginal utility of every dollar generated during the promotion. Understanding this gap is essential for building a sustainable business model where your pricing strategy supports, rather than cannibalizes, your overarching financial goals and operational infrastructure.
That's not an edge case. That's the baseline reality for a large portion of Shopify D2C brands operating in the $1M–$10M revenue range. Yet most teams don't model it before they hit publish on the discount code. These companies are often caught in a trap of "revenue vanity metrics," where the dopamine hit of a high-volume sales day blinds them to the underlying degradation of their profit margins. By failing to integrate their financial modeling with their promotional calendar, they become slaves to the very sales events they initiated to drive growth, slowly tethering their survival to an unending, margin-eroding cycle that makes it increasingly difficult to reinvest in critical areas like product development or team scaling.
The problem isn't discounting itself. The problem is discounting without a model. True operational excellence in the D2C space relies on the implementation of a robust, data-driven methodology that evaluates the trade-offs between volume and profit on a granular, SKU-specific level. Before any promotion is authorized, there must be a clear mathematical justification that demonstrates how the sacrifice in current margin creates a future, tangible benefit, such as increased LTV, improved inventory turnover, or necessary market share defense. Without this model, your discount strategy is nothing more than a gamble that relies on hope rather than sound financial architecture, leaving your brand vulnerable to long-term valuation degradation.
The D2C Discount Decision Matrix
Before running any promotion, every D2C brand should run through four questions. This is the framework we call the D2C Discount Decision Matrix — a pre-promotion filter that separates value-adding discounts from margin-destroying ones. This decision matrix acts as a crucial barrier to entry for any promotional activity, ensuring that every marketing campaign aligns with the strategic long-term financial objectives of the company. By adopting this rigorous filter, founders can eliminate the guesswork that leads to "fire sale" mentalities and instead foster a culture of deliberate, calculated decision-making that optimizes for total gross profit over the entire customer lifecycle rather than just a single point in time.
Question 1: What is your post-discount gross margin?
Calculate it explicitly. Take your selling price after discount, subtract COGS, and express that as a percentage of the discounted price. If your post-discount gross margin drops below your minimum viable threshold (typically 30–35% for physical goods, though this varies by category), you need a different lever. It is imperative to remember that your gross margin is the lifeblood of your operation; once it falls below the point where it can effectively cover your fixed operating expenses and provide a buffer for CAC fluctuations, the business begins to lose its ability to sustain itself through organic growth. By strictly defining these thresholds, you prevent the common error of running promotions that look successful in terms of top-line revenue but are fundamentally catastrophic for the cash flow position of your organization.
Question 2: What volume increase do you need to break even on margin dollars?
This is the number most brands never calculate. If your gross margin falls from 45% to 25% after a 20% discount, you need to sell 80% more units just to generate the same gross profit dollars. Is your traffic or conversion rate realistically going to deliver that? If not, you're not running a growth promotion — you're running a margin transfer. This calculation is a stark reminder of the "margin hurdle" that must be jumped to achieve true profitability; if you cannot prove that your current funnel, traffic sources, and conversion rates have the capacity to handle this level of volume scaling, you are effectively paying to move product at a loss without the benefit of actual growth.
Question 3: Is the discount acquiring new customers or subsidising existing ones?
Loyal customers who would have purchased anyway at full price don't need a discount. They need a loyalty mechanism. If your email list — which skews toward previous purchasers — is your primary discount channel, you're often paying to erode margin from customers who were already going to buy. Check your segment before you send. By using sophisticated audience segmentation tools within Shopify or your CRM, you can ensure that your discounting efforts are surgically applied only to those who need the incentive to convert, thereby preserving the margin on your high-value repeat customer base and maximizing the total profitability of your promotional campaigns.
Question 4: Does the discount support a strategic objective or just a short-term revenue number?
There are legitimate reasons to discount: clearing aged inventory, driving trial on a new SKU, building LTV through bundling, or competing aggressively during a category-defining moment (a new entrant, a platform algorithm shift). These are strategic uses. Running a flash sale because revenue was flat last Tuesday is not. Strategic discounting requires a defined "why" and a clear measurement of success beyond the simple total revenue figure, ensuring that every promotional event acts as a purposeful step toward a larger long-term goal rather than an exercise in panic-driven decision-making that trains your customers to wait for a deal.
When a Discount Actually Helps
There are clear scenarios where a well-structured discount drives genuine business value. The common thread is intentionality — the discount serves a specific objective with a defined end point. By focusing on intentional, time-bound strategies, you can minimize the risk of brand dilution while maximizing the strategic benefit of your price reductions. This approach demands that you treat every promotion as an experiment with a clear hypothesis, ensuring that your team is constantly learning from the data generated during these windows and that these learnings are directly applied to the next promotional cycle for continuous improvement of the overall brand strategy.
Inventory clearance. Aged or slow-moving stock has a carrying cost and an opportunity cost. A targeted discount that converts dead inventory into cash and warehouse space can absolutely be worth the margin compression — provided you're pricing above landed cost and not training your customer base to expect sales.
New customer acquisition with strong LTV. If your retention economics are solid — meaning a customer acquired at a discount will repurchase at full price two or three times — then a first-purchase incentive can have a positive expected value. The key word is "if." This requires actual cohort data, not assumptions.
Bundle promotions that maintain blended margin. Discounting a bundle where the perceived value is high but your blended COGS is lower is a smarter structure than a straight price cut. You can offer 15% off a bundle that costs you 10% less to fulfil than the individual units combined. The customer feels the deal; your margin holds.
Seasonal moments with genuine demand spikes. BFCM, Prime Day adjacency, and category-specific seasonal peaks create conditions where your cost-per-click is already elevated and your customer is already in buying mode. A competitive offer here can be the difference between winning a new customer and losing them to a competitor at the same acquisition cost.
When a Discount Destroys Your Margins
These are the patterns that look like growth but erode the business over time. Identifying these destructive habits early is critical for long-term survival, as they often create a dependency on discounting that is incredibly difficult to break once the brand reputation has been damaged. By recognizing these red flags in your current operations, you can take immediate action to pivot your strategy toward more sustainable practices that prioritize long-term brand equity over fleeting, low-quality revenue spikes.
The perpetual sale. A brand that is always running some form of promotion trains its customers to wait. Average order values compress. Full-price windows shrink. Repeat purchasers time their buys to coincide with the next code. You'll see this in your revenue data as a jagged pattern — spikes during promotions, near-silence in between — and in your margins as a slow, consistent decline.
Discounting to hit a revenue target. When the month looks soft and someone on the team suggests a quick sale to close the gap, you are borrowing against future margin to hit a current number. This is one of the most common and most damaging patterns in D2C. You might hit the monthly revenue target. Your quarterly profitability will reflect what actually happened.
Blanket sitewide discounts on high-velocity SKUs. Your best-selling products don't need a discount. They're already converting. Applying a sitewide code to your full catalogue means you're cutting margin on every unit, including the ones that would have sold anyway.
Deep discounts without post-promotion planning. If you run 30% off and acquire a wave of new customers, what happens next? If you don't have a structured retention flow — an onboarding email sequence, a replenishment trigger, a cross-sell — you've paid a high acquisition cost with no plan to recover it. The discount is only as valuable as the retention mechanics that follow it.
Common Mistakes and Trade-Offs
Mistake: Using gross revenue as the success metric for a promotion. Gross revenue tells you nothing about whether the promotion was profitable. Track gross profit dollars before and after. If margin dollars didn't grow — or if they grew less than they would have without the discount — the promotion underperformed regardless of what the revenue line shows.
Mistake: Not excluding loyalty segments from discount campaigns. Customers who are already repeat purchasers with high purchase frequency don't need incentives. They need recognition. Running a discount to your most loyal cohort is a margin giveaway dressed as customer appreciation.
Mistake: Treating discount rate as a fixed variable. A 20% discount doesn't mean the same thing across every SKU. Model it at the product level, not the store level. Some SKUs can absorb a 25% discount and remain profitable. Others go underwater at 10%.
Trade-off to understand: Acquisition cost vs. margin. There are moments where taking a margin hit to acquire a customer at a lower blended CAC is rational — but only if you have the LTV data to justify it. Without that data, you're not making a strategic trade-off. You're guessing.
Trade-off to understand: Velocity vs. price positioning. High-frequency discounting can drive volume. It also repositions your brand as a value brand in the customer's mind, making full-price recovery progressively harder. This is especially consequential for premium-positioned D2C brands where price is part of the value signal.
How to Structure a Discount That Protects Margin
If you've run the Decision Matrix and a discount makes sense, here's how to structure it to minimise margin damage. By focusing on precision and structural control, you can create promotional events that feel rewarding to your customers while maintaining the essential financial health of your business. This approach is rooted in the idea of "controlled discounting," where every lever is carefully calibrated to ensure that the impact on your bottom line is exactly what you planned for and nothing more.
Set a hard discount ceiling by SKU. Know the maximum discount rate each product can absorb before gross margin drops below your floor. Build this into your promotions playbook so no one can accidentally publish a code that breaches it.
Segment your audience before you broadcast. New-to-brand audiences via paid social or affiliate get the acquisition discount. Repeat purchasers get a loyalty reward (free gift with purchase, early access, points) that doesn't compress margin the same way.
Set a hard end date and stick to it. Promotions without enforced end dates drift into perpetuity. Put the expiry in the Shopify discount settings and don't extend it.
Build the post-promotion retention flow before you launch. If you can't answer "what happens to these customers on day eight?" before you launch the sale, you're not ready to run it.
Measure margin dollars, not margin percentage. Your goal is to grow the absolute value of gross profit. Track that number before, during, and after every promotion.
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