- Marketing Investment and Subsequent Growth / Profitability.
- Marketing Channel Strengths.
- Future Customer Value by Marketing Channel and Merchandise Category.
- Email Marketing Targeting Tactics.
- Merchandise Productivity / Effectiveness.
- New / Existing Merchandise Evolution and Off-Price Effectiveness.
- Fusion of Targeting and Merchandise.
- Staff Mentoring.
Helping CEOs Understand How Customers Interact With Advertising, Products, Brands, and Channels
November 11, 2026
Coaching Opportunity
November 10, 2026
The Missing Ecommerce Middle Class, Part 2
November 09, 2026
A Dumb Mistake
- "I'm not paying you to correlate bad business with an economic downturn, I'm paying you to fix bad business performance."
November 08, 2026
The Ecommerce Middle Class
Not "middle class" in terms of income. "Middle Class" in terms of value to a client of mine.
If we go back twenty years, your customer file was comprised of a lot of "middle class" customers. These were customers who generally purchased two times. This was a good thing for ecommerce brands, because these customers had a fighting chance of becoming loyal.
Whether it is Amazon taking all the middle class customers away or the Shopify empire encouraging purchases from a million smaller brands, the middle class has generally disappeared in ecommerce.
Twenty years ago, a first-time buyer had a 35% +/- chance of purchasing again in the next year. This accelerated the rate of customers moving to a second purchase, where the customer had a 45% chance of placing a third order. There were many 2x/3x buyers as a consequence, customers in the middle of the customer value bell curve.
When first-time buyers have a <= 25% chance of buying again in the next year, the middle class gets hollowed out. Not nearly enough customers develop to 2x/3x status, which means eventually not enough customers become loyal.
You've heard me talk frequently about "Welcome Programs". These are separate email marketing streams that target customers who just purchased for the first time. The goal of the programs are simple:
- If the customer needs to return something, make it easy for the customer to return something - and then find something else for the customer to purchase.
- Teach the customer about who you are. Get the customer hooked up with Instagram or any of the social media platforms.
- Based on the merchandise purchased in order #1, cross-shop the customer into the next most likely category that the customer wants to purchase from.
- If you have a loyalty program, get the customer enrolled in the program.
- Rapidly convert the customer to a second order - get this customer into your "middle class".
- Very few.
November 04, 2026
New Customers: Does Quality Matter?
- All Other New Customers: $20.00 profit in the next year.
- Google Shopping New Customer: $12 profit in the next year.
- Paid Social (Facebook): $10 profit in the next year.
November 03, 2026
Old School Geography
I think this goes back to 1991 or 1992. I was asked to explain what was happening to swimwear sales at Lands' End. I mapped sales by state by month.
- In January/February, sales boomed in the Midwest and Northeast.
- In March, sales thrived in the Southeast United States.
- In April, the eastern seaboard performed well.
- By May/June, sales moved back to the Midwest and Northeast.
November 02, 2026
Gap Year
There's an election tomorrow. Take advantage of your right to vote.
In sports, it is common for coaches to be fired. The LinkedIn crowd might appreciate that "accountability" comes for the coaches being fired.
Of course, if you were the coach, you know full-well how difficult your job was. It is highly unlikely that you didn't try your best ... you likely gave everything you had to be successful. It just didn't work out. Happens in ecommerce all the time, likely has happened to you at some point in your career.
When a head coach is fired, it is common for the coach to take a "gap year" ... a year off. The coach doesn't rush into a bad job (which likely harms the coach long-term), the coach studies how everybody else does their jobs. The coach looks for innovation, for blind spots in how s/he performs compared to others.
A year later, the coach reappears, wanting a new head coaching job or potentially taking a step back to become an offensive or defensive coordinator.
I was never smart enough to take a gap year. I moved on from Lands' End to Eddie Bauer in the course of a weekend. I moved from Eddie Bauer to Avenue A in the course of a weekend. I took one (1) week off moving from Avenue A to Nordstrom. I took a weekend off moving from Nordstrom to my consulting life. All of it was stupid. I should have studied how to be better as a professional, how to be better as a leader, how to be better as a co-worker, how to better help my new company be successful.
If (and only if) you can possibly afford to financially take "some" time off, do so when you are forced to change your path or you voluntarily change your path. Learn from somebody else. Shadow an acquaintance for a few weeks. Learn how other people with comparable skills approach your job.
If you're in this situation, contact me (kevinh@minethatdata.com). I'll share how I view things, you can take my advice and throw it away or you can apply it to your work - that's what you get to do if you take a gap-week, gap-month, or gap-year.
November 01, 2026
Share of AOV
Every business possesses a unique relationship between first-time buyer AOV and future value. The relationship dictates exactly how the brand must approach marketing for first-time buyers.
An example: "Brand A" has an AOV of $70 and in the first five years after a first purchase the customer spends $230. You wouldn't be surprised if this company offers free shipping, executes television / radio / billboards, hires expensive influencers, seemingly wastes money. This business "can" waste money because the customer pays the brand back over time. In fact, it is almost good that the brand wastes money, because the long-term payback of finding new customers is so worth is that the math all works out.
Another example: "Brand B" has an AOV of $70 and in the first five years after a first purchase the customer spends $22. This company has no choice but to be exceptionally disciplined in their marketing approach. No waste. None. They can only afford tactics that are guaranteed to work and deliver profit during the acquisition transaction. Their "Share of AOV" is poor ... just 31%.
There are times when you read stuff from the LinkedIn experts, telling "brands" what they "must do" to be successful. Well, "Share of AOV" dictates what a "brand" must do ... if the company wants to be profitable.
There is a reason we always end up with department stores, or Walmart, or Target, or Amazon, or Marketplaces. The extended merchandise assortment (which comes at a cost, by the way, but frequently at a cost that is lower than wasteful marketing spend) drives "Share of AOV" much higher, allowing the company to generate a ton of downstream profit.
There is reason most newer enterprises hit a ceiling. Their merchandise assortment is too narrow, meaning "Share of AOV" is too low and eventually the brand reaches all of the prospects it can possibly reach.
Smart marketers optimize the relationship between acquisition AOV and downstream Share of AOV. From there, smart marketers do everything they can to increase merchandise productivity (i.e. personalizing the assortment to customers), increasing profitability, thereby increasing how much can be spent to acquire a customer.
October 29, 2026
The Milwaukee Brewers
I grew up in Wisconsin, so naturally I approached the peak of Maslow's Hierarchy of Needs on Wednesday night when the Milwaukee Brewers won their first World Series in the 57 year history of the team in Milwaukee.
In the 1970s my Grandpa would fire up the AM radio, pour himself a Kingsbury beer in a 7oz glass, and keep score of Brewers games in his scorebook while listening to Bob Uecker and Merle Harmon. Yes, there's a retail connection there ... Merle Harmon went on to open 140 sports merchandise stores called "Merle Harmon's Fan Fair". Your local mall likely possessed one of these stores.
Anyway, that's where the passion started. I recall going to a Brewers game in 1976. Bottom of the 9th, trailing, and Henry Aaron was called in to pinch hit. The crowd of maybe 10,000 fans watching a God-awful Brewers team rose to their feet. Aaron hit a fly ball. I instantly screamed out, believing we were about to see a Henry Aaron home run! The ball was caught 100 feet short of the wall, in mid-center field. Game over.
The 1982 team had a 7th inning lead in Game 7 of the World Series and could not pull it off. The State of Wisconsin remembered that team, seemingly forever, through decades of losing.
The Rickie Weeks / Prince Fielder / Ryan Braun / Corey Hart / Jonathan Lucroy teams started to win a bit.
In the past decade, the team starting winning regularly, but developed a nasty habit of horrifying playoff catastrophes. They lost to the Dodgers in 2018 in Game 7 of the NLCS at home. They lost to the Nationals in 2019 (they'd win the title). They lost to the Dodgers in 2020 (they'd win the title). They lost to the Braves in 2021 (they won the title). They lost to the Diamondbacks in 2023 (they won the pennant). They lost to the Mets in horrifying fashion on a 9th inning home run in 2024. They were swept by the Dodgers in the NLCS in 2025.
On Wednesday night, that changed.
The team played as a team, with everybody believing in each other.
Ecommerce isn't terribly different from sports. You work on a team in all likelihood. Some teams are dysfunctional. Some teams have amazing chemistry. Some teams are highly talented. High performers and low performers. Glaring mistakes and amazing creation. Every once-in-awhile your company does something incredible or your team does something incredible. We probably don't talk about this enough, but there are special times at work. You'll remember those times for a long time. You'll remember the people, you'll remember how the people made you feel.
If you find yourself working on a talented and high-performing ecommerce team, enjoy it. It doesn't happen very often.
October 28, 2026
Quiz Week: Question #4
- 2026 = -11%.
- 2025 = -2%.
- 2024 = +8%.
- 2023 = +12%.
- 2026 = +3%.
- 2025 = -20%.
- 2024 = -24%.
- 2023 = -10%.
October 27, 2026
Quiz Week: Question #3
Yesterday's business suffered from low merchandise productivity. Customers liked the merchandise less than the year prior. The marketing department continued to spend money finding new/reactivated buyers in an effort to keep the business steady. It's really important for marketing to do what can be done when customers simply don't like the merchandise being offered.
Ok, today we're going to look at two different dimensions within comp segment performance. Can you tell me how Management decided to respond to what was happening within this business?
- Sep: -27%.
- Aug: -24%.
- Jul: -22%.
- Jun: -12%..
- May: -17%.
- Apr: -13%.
- Sep: +33%.
- Aug: +29%.
- Jul: +25%.
- Jun: -10%.
- May: -11%.
- Apr: -10%.
October 26, 2026
Quiz Week: Question #2
Yesterday we explored a business where the marketing department elected to cut back on customer acquisition. We can easily detect this issue by looking at comp segment results (which were consistently positive). When comp segment results are positive and new/reactivated comps have a shift in performance at a specific point of time, we look to the marketing team ... because their change in marketing investment caused the business challenge observed.
Here is today's quiz question: What is wrong with this business?
- Sep: -3%.
- Aug: -5%.
- Jul: +2%.
- Jun: - 1%.
- May: +3%.
- Apr: +4%.
- Sep: -8%.
- Aug: -7%.
- Jul: -9%.
- Jun: -6%.
- May: -9%.
- Apr: -8%.
October 25, 2026
Quiz Week: Question #1
- Sep: -22%.
- Aug: -18%.
- Jul: -30%.
- Jun: +13%.
- May: +11%.
- Apr: +8%.
- Sep: +6%.
- Aug: +8%.
- Jul: +5%.
- Jun: +7%.
- May: +3%.
- Apr: +9%.
October 21, 2026
8%
Here's a gem.
I've been working in corporate America for more than thirty-eight years. The number of blank stares I've received when suggesting an A/B test when the person on the other side of the conversation is a ROAS believer ... well, it's a staggering number of blank stares!
A/B tests are humbling. They force you to address your personal marketing belief system. It's been my experience that not many professionals want to address their personal marketing belief system.
October 20, 2026
60%
October 19, 2026
Triggers / Targeting / Personalization
On my last trip to Europe, a vendor was telling a conference attendee how he had a client that was dynamically merchandising a catalog. The client had creative for several hundred products, the client sent the vendor customer purchase transactions, and the vendor assembled a personalized catalog for every customer based on prior purchase transactions. The conference attendee looked at the vendor, and said (I'm paraphrasing here):
- "That takes all the fun out of creating a catalog."
- "I don't understand why almost no catalog professionals realize that we're trying to help them. This happens to us all the time."
- Trigger-based marketing.
- Customer targeting.
- Personalization.
October 18, 2026
PostPilot
- To maintain the craft, the catalog-centric professional must focus only on the most productive customers ... the most loyal customers ... or the most recently active customers. These will be the only two viable audiences going forward.
- Customers who have done "something recently" ... clicked through an email campaign, visited your website, signed up for credit, purchased, interacted with your social media presence ... these customers are profitable via print for a very small period of time. Why wouldn't you capitalize on this small period of time? With print? With the craft you love?
October 15, 2026
Infrequent Buyers
In about three weeks, a large fraction of your inactive customer file will awaken, briefly. For about 6-7 weeks thereafter, customers who purchase gifts ... customers who like winter-centric merchandise ... they'll awaken after a pummeling of email campaigns over the prior 44 weeks when the gift/winter-centric customer could have cared less.
And then? They'll go quiet again.
In 1999 at Eddie Bauer, our Home customers went dormant as a matter of practice. They bought bedding or pillows or whatever, then their needs were met. We'd waste a fortune mailing catalogs to an audience that was largely dormant. My team got tired of being blamed for low response ... "DON'T YOU KNOW HOW TO TARGET CUSTOMERS??" ... well, yeah, we knew how to target customers, it's just that the customers the company wanted us to target were dormant. So we rented the living daylights out of the Williams Sonoma and Pottery Barn file, and those names worked! Those customers had not just purchased our merchandise.
Obviously it's a different world in 2026. Regardless, you have your product listing ads ready for the dormant customers who are ready to bite. You have a fundamentally different email marketing cadence for the portion of your email subscriber file that is dormant for ten+ months then highly active for 6-7 weeks. Your website recognizes the formerly dormant customer and treats that customer differently.
Take advantage of the tools at your disposal for managing infrequent buyers. This is your time to shine ... it's not a Black Friday / Cyber Monday 60% off opportunity, it's an opportunity to enhance the customer relationship with infrequent customers.
October 14, 2026
The Long and Winding Road
Your business performance is undoubtedly due to decisions you recently made.
It's also the outcome of decisions made 1-3 years ago.
I worked with a company that threw away winning merchandise ... they just killed a bunch of items, replacing them with stuff that didn't work. Customers acquired 3-5 years ago were loyal to a style of merchandise that they were acquired from. It took this company about thirty months to rebuild the merchandise assortment and ultimately identify new winning items that were aligned with the winning items from 3-5 years ago.
Do you want to know one of the huge benefits of having a 15% or 20% annual rebuy rate? Rebuilding your business is not a long and winding road! You can reinvent your customer base annually! The low-retention businesses I've been aligned with constantly reinvent themselves, they aren't beholden to the past. It's a feature of this business model.
If you are Macy's and you have a customer base with a 60% annual rebuy rate? You can't reinvent anything!! You are truly on a long and winding road, you're not driving the car and your customers own the keys to your car. Any change you make is met with criticism from your long-time loyal customer base. Pundits mock companies like Macy's for not being willing to change or evolve with the times. Pundits are wrong ... companies like Macy's cannot change or evolve with the times or their existing customer base will reject them. They're stuck. It's a huge disadvantage for having a loyal customer base. You're quite honestly better off creating new brands than trying to reinvent the existing brand, your loyal customers won't let you reinvent the existing brand.
Both the low-rebuy ecommerce brand and the loyalty-centric retail brand need to develop new items that become winning items. This part of business is universal, and it's a lot of fun for the marketer/analyst who decides to help grow the business via great items.
October 13, 2026
Newness
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