I thought I had my Etsy market figured out. Three years selling handmade leather goods—journals, wallets, bags—and I was confident I knew exactly who my customers were and where they lived. Coastal creatives. Urban minimalists. Brooklyn, San Francisco, Seattle. The kind of people who shop at farmers markets and use the word "artisanal" unironically.
Then I actually looked at the geographic data. And I realized I'd been completely, embarrassingly wrong.
It started when I was planning my first paid advertising campaign. I had a modest budget—$500—and I wanted to be strategic about it. So naturally, I planned to target my ads at the places where I "knew" my customers lived.
New York metro area. San Francisco Bay Area. Portland. Seattle. Los Angeles. The obvious choices for handcrafted leather goods with a minimalist aesthetic, right?
But something made me pause before hitting the "launch campaign" button. Maybe it was professional instinct. Maybe it was just paranoia. Either way, I decided to do something I should have done years ago: actually analyze where my existing customers were located.
I ran a geographic sales analysis on three years of Etsy data. The results loaded on my screen, and I just sat there, staring.
"My top five states by revenue were not even close to what I'd assumed. Not even in the same ballpark."
Here's what I thought my top five states would be:
1. California
2. New York
3. Washington
4. Oregon
5. Massachusetts
Here's what they actually were:
1. Texas
2. North Carolina
3. Illinois
4. Virginia
5. Pennsylvania
California was seventh. New York was ninth. My entire mental model of my customer base was fiction.
But it got weirder. When I dug into the city-level data, the pattern became even more surprising. Sure, I had customers in Austin and Houston, but my highest concentration of high-value customers was in places like Raleigh, Charlotte, Richmond, and Nashville. Mid-sized cities I'd literally never thought about when planning my business.
These customers were spending more per order, leaving better reviews, and coming back to buy again at higher rates than my coastal customers. I'd been ignoring my best market for three years.
The geographic analysis was eye-opening, but when I combined it with a shipping analysis, the story got even clearer.
My Texas customers were ordering larger items. Not just one journal or wallet, but full sets. "Leather travel set for husband's birthday" type orders. Their average cart value was $127, compared to $68 for my California customers.
And the shipping patterns revealed something else: seasonality by region. My Southern customers ordered heavily in October and November (early holiday shopping), while my Northern customers waited until late November and December. This wasn't just interesting—it was actionable. I'd been sending my marketing emails at the wrong time to the wrong people.
The shipping analysis also showed me that 23% of my orders to the Southeast were being selected with gift wrapping, compared to 11% overall. These weren't people buying for themselves—they were buying thoughtful, high-value gifts. That's a completely different market psychology than I'd been optimizing for.
Once I saw the geographic data, I looked back at my product photography with fresh eyes. And I cringed.
Every single product photo featured the same aesthetic: Urban loft backgrounds. Exposed brick. Industrial metal surfaces. Moody lighting. Very Brooklyn. Very NOT what my actual customers wanted to see.
I'd been creating imagery that appealed to my imagined coastal creative audience while completely missing what resonated with customers in Raleigh, Nashville, and Austin. These were professional people looking for quality craftsmanship and practical elegance, not industrial chic.
I ran a quick test. I re-shot my best-selling leather journal in two styles: one with my usual urban aesthetic, and one on a warm wooden desk with natural light and a cup of coffee. Same product, different context. I ran both as ads targeting my actual top markets.
The warm, natural-light version had a 340% higher conversion rate.
"I'd been designing my entire brand around customers who barely existed while ignoring the ones who were actually buying."
Digging deeper into the geographic data revealed regional patterns I'd never considered:
Southern markets (Texas, North Carolina, Virginia) preferred warm brown leathers and wanted practical, durable items. They cared about quality construction and were willing to pay for it. Gift purchases were common.
Midwest markets (Illinois, Michigan, Minnesota) bought during specific seasons and preferred darker leather colors. They were practical buyers focused on longevity and value. Multiple-item orders were common.
Coastal markets (California, New York) bought smaller items, preferred minimalist designs, and were more price-sensitive. Single-item purchases were the norm.
None of this was what I expected. And all of it was useful.
Armed with actual data instead of assumptions, I made some significant changes:
Product Development: Created a "Southern Collection" with warm cognac and tobacco brown leathers. Added more full-set options (journal + wallet + cardholder bundles). These now represent 35% of my revenue.
Photography: Re-shot my entire catalog with warmer, more approachable styling. Less moody urban, more "beautiful everyday life." Click-through rates improved by 28%.
Marketing Timing: Segmented my email list by region and adjusted send timing. Southern customers get gift-focused campaigns in early October. Northern customers get them in mid-November. Conversion rates on holiday campaigns doubled.
Advertising Spend: Completely redirected my ad budget away from coastal cities and into mid-sized Southern and Midwest markets. Cost per acquisition dropped by 60% while order values increased.
Product Descriptions: Stopped using words like "industrial" and "urban" and started emphasizing "craftsmanship," "heirloom quality," and "timeless elegance." Same products, different language. Better resonance.
Six months after making these changes, I ran the numbers again. My revenue was up 47%. But here's the really interesting part: 63% of that growth came from states I'd never targeted before.
I'd unlocked growth by stopping my chase for a market that barely existed and serving the one that was already there, waiting to be recognized.
The most surprising insight? My California revenue actually increased too. Once I stopped trying to "be for them" and just focused on being myself—a craftsperson making quality leather goods—the authenticity resonated better even in markets I'd been trying to impress.
I'm a data scientist. I should have known better than to operate on assumptions. But there's something about your own business that makes you think you don't need data—you just "know" it intuitively.
That intuition cost me years of growth and probably tens of thousands in revenue. I'd been optimizing for a customer avatar I'd created in my head rather than the actual humans who were buying my products.
The geographic analysis didn't just tell me where my customers were. It told me who they were, what they valued, when they shopped, and how they thought about my products. That's not just useful for marketing—it's foundational for every business decision from product development to pricing to photography.
If you're running an Etsy shop and you haven't looked at your geographic sales data recently (or ever), I can almost guarantee you're making the same mistake I was. You're probably targeting the wrong markets, using the wrong imagery, and sending your marketing at the wrong time.
The good news? Your actual best customers are already there. You just have to look at the data to find them.
Want to discover where your best customers are actually hiding? MCP Analytics offers specialized geographic and shipping analysis tools designed for Etsy sellers. See exactly where your revenue comes from, which regions have the highest order values, and how to optimize your marketing for your real market—not the one you imagine. Explore the analysis catalog to start understanding your actual customer base.