The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan What got you where you are won’t get you where you want to be. Rationally, we know this. But the instinctive part of our brains tells us something else: “JUST KEEP DOING WHAT YOU’VE BEEN DOING. IT WORKED BEFORE. WHY WOULDN’T IT WORK AGAIN?” Facing a hypercompetitive landscape and ever-more aggressive growth goals, enterprise retailers find themselves leaning on well-worn tactics. Particularly those from the days of Facebook arbitrage and lockdown’s online surge. It works … until, somewhere around $50 million in annual sales, ecommerce brands hit a wall. Having scaled through product-market fit, one or two dominant channels, and favorable conditions … the business plateaus. In the past, the answer was simple: Increase efficiency. When growth stagnates and efficiency slips, do whatever it takes to get ROAS up. Here’s the thing: That won’t work. The solution to $50M+ growth is so counterintuitive it simply doesn’t occur to most marketing directors. You have to embrace crumbling efficiency. Learn to love it. Learn to harness it wisely and transform it into the fuel that ignites breakthrough growth. 1 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan The Trap, the Truth & the Solution The investors, board, and executive team all agree on this year’s goal: 25% revenue growth year over year (YoY) without negatively affecting EBITDA or enterprise value. Exactly how that growth is supposed to happen seems like an afterthought. The only real consideration? Dollars in, dollars out. Make a positive return on whatever you spend. You and your team are incentivized to use ROI-boosting tactics like: • Pushing more and more of your social budget toward remarketing • Doing likewise on paid search through branded campaigns • Inundating your email and SMS lists with one-off sales In other words, you start spending most of your money advertising to your existing customers. And, because they already like your product, they’re happy to buy. Revenue goes up; ROAS looks better. Leadership, happy with your performance, asks you to employ the same strategy again next month. And the next month. And the next. But those numbers mask a terrible truth. Because you’re not acquiring new customers, you’ll eventually run out of existing customers, too. YOU’LL EVENTUALLY RUN OUT OF EXISTING CUSTOMERS The reason brands at this level succumb to the trap? Their customer base is large enough that this strategy works for months and months on end. By the time the finance team notices topline revenue is down, it’s too late. Companies that avoid this trap and grow at this critical stage have three things in common. They … • Spend 50% or more of paid media spend on new customer acquisition • Increase customer value over the next 60-180 days to break even (or better) on every first purchase • Forecast and set targets to quickly identify when they’re wrong Nailing this sweet spot can only be done by responsibly evaluating and then mastering your business’ inputs to better control its outputs. 2 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan Contents Part 1. Set a Foundation to Measure & Align on What Matters......................................................4 The Hierarchy of Metrics............................................................................................................................................................................5 Never Judge Performance By a Single Metric Net-Active Customers...............................................................................................................................................................................12 Fill the Sponge Before You Squeeze It Three Revenue Layers................................................................................................................................................................................17 Grow Predictable Revenue First Part 2. Model Cohorts to Multiply Customer Lifetime Value......................................................... 23 Baseline Value............................................................................................................................................................................................... 25 First Order vs. Lifetime Time to Value................................................................................................................................................................................................. 29 Cash Multiplier > ‘Lifetime’ Cohort Value....................................................................................................................................................................................................31 By Time, Product (SKU), Offer & Beyond Part 3. Forecast Growth to Map Your Future & Stay on Track...................................................... 36 Step 1: Ecommerce Inputs..................................................................................................................................................................... 39 What Are Your Historical Realities? Step 2: Financial Projections................................................................................................................................................................ 83 What Can You Forecast Based on Them? Step 3: Growth Inputs to Outputs.....................................................................................................................................................88 What Needs to Change to Get Where You Want to Go? 3 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan PART 1. SET A FOUNDATION TO MEASURE & ALIGN ON WHAT MATTERS If a myopic focus on channel-specific metrics — particularly ROAS — is a recipe for failure, what’s the alternative? A growth-oriented strategy anchored on three principles … 1. Never Judge Performance By a Single Metric 2. Fill the Sponge Before You Squeeze It 3. Grow Predictable Revenue First These principles will help you achieve your fundamental goal as a marketing director: Taking the highest CAC possible while remaining profitable. PRINCIPLE 1: NEVER JUDGE PERFORMANCE BY A SINGLE METRIC The Hierarchy of Metrics ROAS WAS NEVER RELIABLE AS A SINGLE SOURCE OF TRUTH, ESPECIALLY FOR BUSINESSES AS A WHOLE. For years, ROAS functioned as a proxy for ecommerce success. If ROAS was good, the business was healthy. If it was bad, you were in trouble. iOS 14.5 shattered that illusion. Of course, ROAS was never reliable as a single source of truth, especially for businesses as a whole. And especially because no single metric ever could be. What you need is a hierarchy — a method to understand how each part of your marketing stack affects the whole. The value of all data hinges on context; its role in a cast of inputs. Metrics only matter relative to expectations. The hierarchy we’ll follow breaks down into four tiers … 1. FINANCIAL METRIC 2. BUSINESS METRICS 3. CUSTOMER METRICS 4. CHANNEL METRICS Are your active customers growing or shrinking? Are platforms spending your money effectively? Contribution Margin Order Revenue, Ad Spend, MER & AOV New Customers, nCAC, aMER & Repeat Rate ROAS & Costs (CPM, CPC, CPA) Are your marketing efforts winning or losing? 5 Are your core drivers creating enough value? The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan 1. Financial Metric Are your marketing efforts winning or losing? Although there is no “one metric to rule them all,” the closest thing we’ve got is also the only key financial metric: Contribution Margin (CM). CM is measured as a number, not a percentage. Contribution Margin (CM) = Net Sales - Cost of Delivery (COD) - Ad Spend • Net Sales = Gross Sales - Discounts - Returns • Cost of Delivery (COD) = Product COGS + Variable Costs • Ad Spend = Every dollar intended to generate online sales Screenshots taken from the Growth Map you’ll build in Part 3. Why use Cost of Delivery rather than Cost of Goods Sold? Your ability to scale ad spend depends on the business’ ability to support all the costs associated with increasing sales volume (variable costs). Product COGS only includes costs up until the sale. COD includes post-purchase costs like shipping, pick-and-pack, payment processor fees, and more. Anything that affects your ability to move more units. 6 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan THE ECOMMERCE PYRAMID OF SUCCESS Contribution Margin “The Scoreboard” As marketers, this is our closest proxy to profit. Contribution margin is a number, not a percentage. As a marketer, CM is your closest proxy for profit. Because marketing efforts don’t impact an organization’s operational expenses (fixed costs), it’s unreasonable to hold yourself accountable to something like operating income. CM is the scoreboard — the ultimate goal you’re pushing toward. If you’re hitting your CM target, you’re winning. If you’re not, you’d better figure out what to do about it quickly. There may be months where the goal is for this number to be small, zero, or negative; regardless, it paints the clearest picture of marketing’s contribution to the business’ value creation. However, it is not enough to simply track CM month-over-month. Without further decision-making context, there will be serious consequences for your ability to produce future profit. Tracking this number eliminates … Bulls*** You’re held to a goal that ensures marketing efforts are translating to real, actual dollars Product-demand disconnect CM allows marketing to anticipate inventory issues and operations to purchase inventory based on demand 7 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan 1 METRIC THE ECOMMERCE PYRAMID OF SUCCESS Contribution Margin Order Revenue, Ad Spend, MER & AOV “The Business Metrics” Understand the generative value of my marketing at a business level. All metrics only matter relative to expectation 2. Business Metrics Are your core drivers creating enough value? The second tier contains four inputs that drive CM and enable healthy growth. If CM is losing, this is where you look for the problem. • • • • $ Order Revenue = Gross Sales - Discounts before Returns $ Ad Spend = Every dollar intended to generate online sales Marketing Efficiency Ratio (MER) = Order Revenue ÷ Spend AOV = Gross Product Revenue ÷ Total Transactions * This ensures that you’re tracking marketing effectiveness, not post-purchase dissatisfaction. * Provides a window into per-SKU revenue generation. This is especially important for setting per-SKU CAC targets. Taken together, these metrics give you a snapshot of marketing’s combined performance, from paid social to email to organic. Again, this is not enough context to understand the effect of that performance in the long run. For that, you’ll have to drill down a step further … 8 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan 1 METRIC THE ECOMMERCE PYRAMID OF SUCCESS “The Customer Metrics” Protect future outcomes. Contribution Margin Order Revenue, Ad Spend, MER & AOV New Customers, nCAC, aMER & Repeat Rate Stop squeezing the value out of your existing customer base to meet an efficiency goal. 3. Customer Metrics Are your active customers growing or shrinking? These inputs help determine whether or not your short-term goals are compromising desired future outcomes: • New Customers = Total Number of First-Time Orders • New Customer Acquisition Cost (nCAC) = First-Time Orders ÷ NewCustomer Ad Spend* • Acquisition Marketing Efficiency Ratio (aMER): New-Customer Revenue ÷ Total Ad Spend • Repeat Purchase Rate = Total Transactions ÷ Returning Customers $ New-Customer Ad Spend excludes remarketing to existing customers as well as branded search campaigns. The purpose of the third tier? Counteracting the “Shrinking Sponge,” which we’ll explore in the next section. As blended numbers, they reveal the composition of your revenue in any given month as well as protect future outcomes. If you miss on customer metrics, but win in the tiers above, there will be consequences in the following months. 9 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan 1 METRIC THE ECOMMERCE PYRAMID OF SUCCESS “The Channel Metrics” Align my measurement with the platform’s optimization. Historical ROAS ≠ Future ROAS Contribution Margin 1 METRIC Order Revenue, Ad Spend, MER & AOV New Customers, nCAC, aMER & Repeat Rate Return on Ad Spend (ROAS) & Costs (CPM, CPC, CPA) 4. Channel-Specific Metrics Are Facebook, Google, etc. spending your money effectively? In-platform performance comprises the fourth and final tier. These metrics — namely, ROAS along with costs like CPM, CPC, and CPA (cost per acquisition) — are, at best, proxy metrics. They represent poorly what the metrics we’ve just reviewed represent clearly. Ironically, most marketing teams treat them as their North Star. THOSE NUMBERS ARE NOT ACCURATE PERFORMANCE INDICATORS Post-iOS14.5, Facebook’s reported ROAS provides an even more out-of-focus picture. Why should you track it in-platform? It’s not because those numbers are accurate performance indicators. It’s because they’re how the platform makes decisions about how to spend your money. As such, restrict your measurement to click-only, in-platform ROAS. • Click-only because other attribution settings are even more unreliable. • In-platform because Facebook and Google can’t optimize against thirdparty attribution 10 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan The reliability of in-platform data is almost inconsequential. Facebook and Google have to spend your money based on the data available to them; and you, in turn, have to make account decisions based on the way the platforms actually spend your money. WHY NOT? WHAT DANGERS DO THE HIERARCHY OF METRICS HELP YOU AVOID? What Does It All Mean? The Hierarchy of Metrics gives you a sense of what you should be measuring. But if Principle 1 is “Never Judge Performance by a Single Metric,” the question remains: Why not? What dangers do the Hierarchy of Metrics help you avoid? Simply put, the Hierarchy aligns your entire marketing team around profit … forcing every other metric to ladder up into it. Still, there’s an even more complex and revealing answer … Coming up ... The Growth Map you’ll eventually build in Part 3 will roll up into a 12-month forecast centered squarely on this exact Hierarchy of Metrics. 11 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan PRINCIPLE 2: FILL THE SPONGE BEFORE YOU SQUEEZE IT Net-Active Customers: The ‘Shrinking Sponge’ Imagine your customer base as a sponge filled with water. Without a defined strategy for reaching new customers, brands fall back on selling more to existing customers. The more aggressive the targets, the more often and aggressively they squeeze. But, when companies squeeze the sponge without adding more water — new customers — each squeeze risks being the last before wringing the sponge dry. Hence, “The Shrinking Sponge.” In this metaphor, the “sponge” is active customers — the key to long-term revenue growth. NET ACTIVE CUSTOMERS January February March April Reactivated Customers Active Customers Lapsed Customers Net Active Customer Rate “The Shrinking Sponge” In this metaphor, the “sponge” is active customers — the key to long-term revenue growth. 12 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan Net Active Customers New Customers Time While it’s tempting to look at your customer file as a homogeneous group, that’s a dangerous illusion. In fact, you’ll need to break your customers into four segments: • • • • Active customers Lapsed customers Reactivated customers New customers LOOKING AT YOUR CUSTOMER FILE AS A HOMOGENEOUS GROUP IS A DANGEROUS ILLUSION As we define each, we’ll also build an example of how the sponge grows or shrinks. 1. Active Customers Net Active Customers Active Customers Reactivated Customers Lapsed Customers New Customers 1. Active Customers 200 active customers in Jan. The first is the most important segment: customers still within your average repurchase window. They’re your most-valuable, most-predictable source of revenue. 200 active customers in Jan. 200 Time January 2. Lapsed Customers 500 customers lapsed in Jan. from previously active 200 500 3. Reactivated Customers 100 lapsed customers reactivated in Jan. 300 200 200 new customers were acquired in Jan. These are the customers who have moved beyond the repurchase window. For example, if the average time between purchases is 90 days, a lapsed customer is anybody 25% beyond that period — 120 days. 500 customers lapsed in Jan. from previously active Time January Time 3. Reactivated Customers This group is composed of previously lapsed customers that have moved back into “active customer” status. Typically, through intentional remarketing via paid or owned channels — email, SMS, etc. 100 lapsed customers reactivated in Jan. 500 4. New Customers 2. Lapsed Customers January 500 300 200 Time 4. New Customers New customers are exactly that — first-time purchasers of your product. They’re by far the most expensive to acquire. But, as we’ll see, not acquiring them is even more expensive. 200 new customers were acquired in Jan. 500 13 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan January Once you’ve sorted your customer file into these categories, you’re set to determine Net Active Customers. This metric helps you determine whether or not your sponge — the number of active customers — is growing or shrinking: Net Active Customers = Active + New + Reactivated - Lapsed • >0 = Growth • <0 = Shrinkage If this number is greater than zero, you have sponge growth. Less than zero; shrinkage. The Short-Term Squeeze SPONGE SHRINKAGE ISN’T INHERENTLY BAD. Sponge shrinkage isn’t inherently bad. But it causes major problems if you’re not keeping an eye on it. After some digging, the finance team realizes that Jan.’s CAC was high, affecting the company’s P&L. As a result, you’re directed to maximize profitability in Feb. To improve marketing efficiency, you pull back on new customer acquisition and push toward maximizing revenue from your existing customer base. The problem is not necessarily that your sponge shrunk. It’s that nobody noticed because ROAS and MER looked fantastic. January February Active Customers Lapsed Customers 450 400 Reactivated Customers New Customers Net Active Customer Rate 200 Time -50 Net Active Customers Calculating Your Net Active Customer Growth Using the numbers above: 200 (Active) + 200 (New) + 100 (Reactivated) - 500 (Lapsed) = 0 Active + New + Reactivated - Lapsed = Net Active Customers You broke even on Net Active Customer growth in January. At the end of Feb., another 500 customers lapse. Despite the fact that you successfully reactivated some customers, your Net Active Customer base went down 50. 200 (Active) + 50 (New) + 200 (Reactivated) - 500 (Lapsed) = -50 500 14 Active + New + Reactivated - Lapsed = Net Active Customers CAC MER The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan YOU’LL HAVE TO CONVINCE EVERYONE TO TANK EFFICIENCY! As for your P&L? It looked even better. Worse, it will continue to look amazing … while your Net Active Customer pool continues to dwindle. Here’s why this is such an insidious problem: Shrinking the sponge generates numbers so good that it feels insane to change course. But the longer you shrink the sponge, the harder it is to reverse the damage. Let’s say you catch the problem in May and identify the core issue. You realize that the only way to fill the sponge again is to acquire customers via expensive paid channels. The more unchecked shrinkage, the more you’ll have to spend to counteract month-over-month churn. And that means … you’ll have to convince everyone to tank efficiency! Good luck. In all seriousness, though, the point of this guide is to give you the tools to convince your team to align around efficiency degradation. Because … Even though short-term profitability might be adversely affected, future profit is contingent on the growth of your active customer file. NET ACTIVE CUSTOMERS January February March April New Customers Active Customers Lapsed Customers Net Active Customer Rate “The Shrinking Sponge” Future profit is contingent on the growth of your active customer file. 15 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan Net Active Customers Reactivated Customers Time The question your organization needs to ask itself is: “In what window of time do we need to maximize profit?” The answer may look different depending on the specifics of your goals. However, the answer is definitely not … “Always, all the time, no matter what.” Unfortunately, that’s the mindset most businesses instinctively adopt. Shortterm goals pitted against long-term expectations. How do you counteract this knee-jerk mindset? By building accurate forecasts that demonstrate how short-term losses lead to long-term wins. The Growth Map you’ll build in Part 3 roots itself in both new and existing customers. Your ability to aggressively acquire the former depends on the stability of the latter. 16 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan PRINCIPLE 3: GROW PREDICTABLE REVENUE FIRST Three Revenue Layers THE USEFULNESS OF ANY FORECAST COMES FROM HOW MUCH IT’S WEIGHTED IN PREDICTABILITY. An accurate forecast is not about guessing what will happen. It’s about creating a map of what should happen. Or rather, what is most likely to happen. The usefulness of any forecast comes from how much it’s weighted in predictability. Not all revenue is equally predictable. Picture your customer base as a “layer cake” made of three tiers that gradually increase in size. 🎂• Top Layer New customers from paid channels comprise your smallest, most volatile tier 🎂• Middle Layer Owned audiences reachable through “free” channels like email, SMS, SEO, and organic social media 🎂• Bottom Layer Existing customers (repeat purchasers) form the base, the foundational tier upon which the other rest The further you move up the cake, the less predictable the revenue becomes. The strength of your bottom layer allows you to accept more volatility on the higher layers. 17 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan Layer Cake as a Metaphor for Ecommerce Revenue Top Layer: Most volatile, especially during peak seasons Data full of unknowns like CPMs, conversion rates, and how customers will respond to your offer. Predict the amount of money you’re going to spend, and calculate the CAC on that spend. Paid Acquisition New Customers Middle Layer: Where you can reach non-customers for free Data driven from your organic strategy, not subject to the volatility of CPMs or the ad market. Predictions come from channel-by-channel based on the number of organic views and revenue per view. Owned Audiences Email, SMS, Organic Search & Social Bottom Layer: Most predictable base for forecasting Data you already have, and it can be extremely accurate in predicting future revenue. Use a cohort of your previous weeks, months, and quarters. Variability in Revenue Less Variable 18 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan More Variable Existing Customers Cohort LTV Top Layer: Paid Acquisition In the ecommerce world, paid acquisition primarily happens in two places — Facebook and Google. It’s the most unpredictable source of revenue because … • Costs rise and fall due to factors outside your control • Plus, new customers are a harder sell than existing customers These are cold, hard facts. But it gets worse. As your business gets bigger and bigger, reaching further afield from your original target audience, it becomes harder and harder to sell into new audiences. They become more and more expensive. Translation? Your paid social CAC will always go up as you grow. You’ll still have to forecast spend and CAC. But that forecast is highly unlikely to be accurate. If you’re relying on your paid media team to hit their targets to survive next month, you’re in trouble. It’s no wonder that media buyers are sorely tempted to move budgets toward remarketing, especially if their job is merely to “get the same (or better) CAC as last month.” Since revenue from paid acquisition is both necessary and unreliable, you have to build a base of reliable revenue to support it. 19 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan Middle Layer: Owned Audiences An owned audience is any channel where you can reach non-customers for free: • Email and SMS • Organic social • Organic search Without the unpredictability of ad costs, forecasting revenue from owned channels is far easier than paid. Essentially, divide your sends, shares, and keywords by revenue from email + SMS, organic social, and organic search. Take the resulting average revenue per send and multiply it by the number of planned sends in the month you’re forecasting. Voila! You have a rough sense of how much revenue to expect from this tier. As long as your channel groupings are tightly constructed and your UTMs managed with discipline, send more, share more, rank more … earn more. By combining Google Analytics and your ecommerce platform, Statlas lets you easily track channel performance. Owned audiences underwrite New Customer Acquisition Cost (nCAC) and provide a more reliable stream of revenue than paid. By themselves, however, they don’t have the reach of the top layer nor the revenue stability of the bottom layer … 20 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan Bottom Layer: Existing Customers Finally, we have the foundation. This tier corresponds to the sponge we discussed in Principle 2. Existing customer revenue is predictable. Not only because active customers purchase more frequently, but because you have years of data on when, how many, and how often. Let’s take a simplistic example that will be unpacked in full during Part 3, when you construct your Growth Map. Say you’re forecasting revenue for November. Start by looking at the amount of new-customer revenue you acquired in August: $100k. Next, look at the amount of revenue those same customers produced in September and October. Usually, something like this: Revenue Forecasting: Aug. Sept. $100k Oct. $30k $15k At this rate of retention, you can predict with a high degree of certainty that this cohort will return $8k in Nov. We’ll get into the specifics of why a little later. Assume you also made $100k in new revenue during Sept. and Oct. That means new customers from Sept. will reliably provide $15k in Nov., and Oct.’s first-time buyers will provide $30k. Add it all up, and you can reasonably forecast at least $53k in Nov. revenue without relying on any other tier than the bottom. Knowing the amount of money you’ll make from existing customers is as close to a sure thing as you’ll get in ecommerce. The bigger that sure thing is … the more volatility — and money — you can commit at the top. Revenue Forecasting: Aug. Sept. $100k Oct. $30k $15k $8k $100k $30k $15k $100k $30k Avoiding the “Ecommerce Upside-Down Cake” The revenue layer cake works because building on a solid, predictable foundation minimizes volatility while you expand the top layer with new customers. However, many businesses make their cake upside-down, pouring themselves into the most volatile portions of revenue generation without reliable targets supporting them from the bottom up. Obviously, your business is exposed to a great deal more risk if the bulk of your revenue is subject to uncontrollable volatility. 21 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan Forecast Paid Acquisition Owned Audiences Existing Customers Part 1 Recap Ecommerce success relies on three core principles: Principle 1: Never Judge Performance by a Single Metric Instead, use a hierarchy of interconnected metrics. Principle 2: Fill the Sponge Before You Squeeze It Avoid shrinking your base of active customers in pursuit of short-term profitability. Principle 3: Grow Predictable Revenue First Protect yourself from the volatility of acquisition by building a layer of reliable revenue. HOW DO YOU MAP THAT LAYER OF RELIABLE REVENUE? Now that we’ve got the core philosophy down, we can go deeper on the secret sauce of ecommerce growth: modeling cohort-specific lifetime value. 22 The Ecommerce Enterprise Scaling Guide: How to Build a +$50M Growth Plan PART 2. MODEL COHORTS TO MULTIPLY CUSTOMER LIFETIME VALUE Let’s quickly return to your main goal: Taking the highest CAC possible while remaining profitable. To do so, you need to front increasing CAC with predictable revenue from your existing customers. And to do that, you must reliably model the timeframe over which existing customer value is realized. Want to read more? Get the complete guide at commonthreadco.com BUY NOW Want to read more? 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