Understanding Ecommerce Customer Segmentation

Your buyer persona: “Meet Sarah. She’s 35. Drives a Honda. Drinks oat milk.” OK ... But that tells me nothing. I don’t care if she shops at Whole Foods. I want to know: 👉 what does she struggle with? 👉 what triggers her to buy? 👉 what words does she actually use? Most personas are packed with shallow info. Not what actually moves a customer to buy. You don’t need a cute name. Or a coffee order. You need insight. Here’s how to build a persona that actually helps you sell: 1. Do customer interviews 1. Talk to real people. 2. Ask open-ended questions. 3. Capture exact language. And during these interviews ... 2. Capture voice of customer (VOC) VOC are the words your customers use to describe: - their customer journey - your product VOC eliminates jargon. And ineffective messaging. It makes customers think, "They get me." 3. Map customer pain points 👉 What keeps them up at night? 👉 What problem are they trying to solve? 👉 Why have they failed to solve it? 👉 What else have they tried to solve it? 4. Identify search triggers 👉 Why did they start looking for a solution? 👉 What triggered their search? 👉 What makes their search urgent? 5. Document objections 👉 What gives them pause? 👉 What uncertainties do they have? 👉 Where have competitors failed them? 👉 What almost stopped them from buying? 👉 What makes them doubt your product? 6. Find "The Flip" What makes your customer flip from 🧐 “What is this?” ↓ 😍 “This is exactly what I need.” Build your messaging around this moment. ___ This is how you create a messaging guide. Not by guessing. Not with a cute persona worksheet. Knowing Sarah’s favorite podcast? Sorta helpful. Knowing what keeps her up at night? Insanely helpful. ____ ♻️ Repost this if you found it useful 🧐 Follow me (@lizwillits) for more posts 💌 Get VIP insights in my email newsletter

Why Most Buyer Personas Fail (and How to Fix It) Demographics are not a strategy. Knowing someone’s job title and location is like reading the blurb on the back of a book and thinking you understand the story. It’s shallow. And it misses everything that matters. What really drives your buyers? • The bottlenecks that burn them out • The unseen politics they navigate • The hidden fears they won’t put on a webinar Q&A If your persona doesn’t map their pain, pressure, and personal stakes… You’ll write content that lands with a thud. The moment you get specific... about what keeps them stuck, overwhelmed, or secretly frustrated... you shift from broadcasting to resonating. And that’s when connection happens. The kind of connection that makes someone think... “This brand gets me.” Skip the guesswork. Go deeper. That’s where the engagement is. 👉 How do you uncover the real motivations behind your buyer personas?

It’s tough to admit, but a sales strategy I led completely flopped. Like most early-stage businesses, our focus at BrainX Technologies was on getting clients—any clients. And for a while, that worked. But as we grew, our approach didn’t scale. Why? We relied on generalized messaging and chased opportunities across multiple industries. The messaging was polished, the audience targeted, and the team fully aligned. Yet the results? Low engagement. Wrong leads. And Conversions? Frustratingly low. As a Sales Head, I had to figure out what went wrong. And the truth hit me hard: We didn’t really know who we were talking to. We skipped the foundational step of defining our Buyer persona, Ideal Customer Profile (ICP), and choosing the right platforms. Sure, we knew their job titles, industries, and basic pain points. But that wasn’t enough to truly connect. So, we hit pause, went back to basics, and analyzed: 🔹𝗖𝗹𝗼𝘀𝗲𝗱-𝘄𝗼𝗻 𝗱𝗲𝗮𝗹𝘀: Who converted, and what patterns stood out? 🔹𝗘𝗻𝗴𝗮𝗴𝗲𝗺𝗲𝗻𝘁 𝗺𝗲𝘁𝗿𝗶𝗰𝘀: Which emails or messaging resonated most? 🔹𝗖𝘂𝘀𝘁𝗼𝗺𝗲𝗿 𝗱𝗲𝗺𝗼𝗴𝗿𝗮𝗽𝗵𝗶𝗰𝘀: Location, company size, and industry. 🔹𝗦𝗮𝗹𝗲𝘀 𝗰𝘆𝗰𝗹𝗲 𝗹𝗲𝗻𝗴𝘁𝗵: Which clients moved faster, and why? From this, we built a clear ICP: 🔹𝗟𝗼𝗰𝗮𝘁𝗶𝗼𝗻: Where are our best-fit clients based? 🔹𝗖𝗼𝗺𝗽𝗮𝗻𝘆 𝗧𝘆𝗽𝗲: Headcount vs. solo individuals 🔹𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆/𝗡𝗶𝗰𝗵𝗲: Who needs our solution the most? The results were clear. Sharper messaging. Better-fit leads. Smooth sales cycles. Higher ROI. Looking back, I wish we’d done this on Day 1. Skipping Buyer Personas and ICP might feel like saving time, but trust me it’ll cost you more in the long run. If you haven’t revisited your Buyer Personas or ICPs, now is the time. It can change how you connect with your audience. Have you been here before? I’d love to hear your experiences in the comments below. #buyerpersona #icp #sales #business #strategies #clientcommunication

Different customers need different messages, even under the same brand. A recent audit revealed that two major customer groups were receiving nearly identical messaging. Both groups purchased from the same company and shopped similar categories, but their motivations differed. One prioritized performance, pace, distance, and technical features, while the other valued comfort, support, stability, and everyday movement. Same brand. Different buying psychology. This shows up across almost every eCommerce business. Beginners need straightforward information and clear guidance, while experienced customers seek detailed specifications, comparisons, and greater control. Cold prospects need to understand the problem, the product, and the brand’s credibility. Product viewers may require proof, cart abandoners may need a specific objection addressed, and past customers may be ready for replenishment or an upsell. Even “retargeting” is too broad on its own. A website visitor who has never purchased should not receive the same message as a loyal customer placing their fifth order. This principle applies across products and channels. Consumers may focus on taste, results, and product integration into their routines, while retailers prioritize margin, category demand, stock availability, and shelf placement. Strong segmentation is less about slicing audiences into endless groups and more about understanding three things: Why are they buying? How much do they already know? What do they need next? The brand voice should stay recognizable. The message should meet the customer where they are.

Do you cater to multiple customer personas? Guiding them to the right products from the get-go can significantly enhance their shopping experience. One effective strategy is to implement a "Choose Your Own Adventure" approach on your ecommerce homepage. Why This Approach Works: → Personalization: By allowing customers to select their persona or interests, you can tailor the shopping experience to their specific needs and preferences. → Improved Navigation: This method helps visitors quickly find the products that are most relevant to them, reducing the time they spend searching and increasing the likelihood of a purchase. → Enhanced Engagement: A personalized experience keeps customers engaged and encourages them to explore more of your catalog and return in the future. How to Implement It: → Identify Key Personas: Start by identifying the main customer personas you serve. For example, if you're a skincare brand, your personas might include "Teens," "Adults," and "Mature." → Create Clear Pathways: Design your homepage to feature clear, clickable options for each persona. For instance, you could have buttons or images labeled "Teen Skin," "Adult Skin," and "Mature Skin." → Tailor Content: Once a visitor selects their persona, direct them to a customized landing page that features products, testimonials, and content relevant to their needs. Show product recommendations tagged for each persona. Bonus points: Setup a personalization campaign that adapts each page of your site with language and imagery to match each persona. e.g. A teen would see imagery of other teens and copy on the page follows suite. By implementing a "Choose Your Own Adventure" approach, you can create a more personalized and joyful shopping experience for your customers, ultimately driving higher conversions and revenue.

Of course, B2B marketers know KYC is key. But the problem is in knowing. Clarity blurs when we equate KYC with having a defined ICP, a few personas (with goals, titles, and tool stacks), a buyer journey map, and a CRM tag for segmenting outreach. These artifacts often create the illusion of understanding, not real insight. They give the appearance of alignment without uncovering the actual forces behind customer behavior. We may know our buyer is a “VP of Operations at a Series B fintech company with 100–500 employees.” But we should also know what changed internally that led them to search for a solution. The tradeoffs they were weighing. The reason they choose us over alternatives. The risks they perceived in switching. The outcome they’re actually trying to achieve. The best marketers I know do these to truly know their customer: → Ditch the Template Persona They don’t begin with imagined profiles. They start with real-world triggers. Then document lived situations, not hypothetical traits. → Build ICPs Backward from Outcomes They don’t filter by industry or headcount and call it a day. They begin with their highest-fit customers. Those who adopted fast, expanded, and referred. Then they segment by behavior, readiness, and context. → Talk to Customers, Not Just Sales Because sales hears objections. But they don’t always hear what sparked the journey, what almost broke the deal, or what made users stay. → Frame Messaging Around Jobs to Be Done They don’t assume which features matter. They determine what progress the customer is trying to make. They write to reflect that. We don’t need to scrap ICPs and personas. We just need to treat them as working hypotheses, not final answers. KYC means closing the gap between what we think we know… …and what our customers are actually trying to accomplish. Today. In their own words. Under real-world constraints. That’s the difference between positioning that sticks and messaging that misses. Agree? Disagree? Curious how others do it.

Are you segmenting users by who they are, or why they use your product? This week I had Nesrine Changuel, PhD on the Product Thinking podcast to discuss her new book, Product Delight. One insight completely shifted how I think about user segmentation. Most teams segment by demographics (age, company size) or behavior (usage patterns, feature adoption). But Nesrine argues the most impactful segmentation is motivational: understanding why users actually choose your product. As she puts it, "it's really important to list both the functional motivators and the emotional motivators so that we can create solutions that honor for both." Two enterprise customers might look identical demographically, but one uses your product to reduce manual work (efficiency-driven) while another wants complete visibility into every process (control-driven). Same demographic, completely different product needs. This connects to her three pillars of delight: removing friction, anticipating needs, and exceeding expectations. When you understand the emotional and functional "why" behind user behavior, you can build features that truly resonate. How are you currently segmenting your users? Are you capturing the motivational drivers that actually influence their decisions?

Businesses that take the time to truly understand their audience beyond surface-level demographics often uncover a powerful advantage: how people actually process information, make decisions, and emotionally connect to value. Research and case studies continue to show that when companies align their value proposition messaging to specific buyer personas, personality tendencies, and generational communication preferences, the impact can be substantial across SEO, lead generation, conversions, and revenue growth. For example: • A cruise booking platform increased revenue by 21% and conversions by 34% after refining its messaging to address multiple customer priorities instead of a single generic benefit. (ConversionTeam CRO Agency) • DonorPro revamped its value proposition around the real operational challenges nonprofits faced, resulting in a 37% increase in revenue and 70% more leads generated. (MarketingSherpa) • Rain Bird developed targeted buyer personas and search-optimized messaging frameworks that generated measurable new revenue and stronger audience engagement. (Tendo Communications) • Personality-driven advertising campaigns from VisualDNA showed that tailoring messaging to psychographic traits significantly increased engagement, click-through rates, and ROI. (GetMeMedia.com) This is why effective SEO and lead generation today are no longer just about keywords and traffic. They’re about relevance. When your messaging reflects:✔️ the audience’s challenges✔️ how they emotionally and logically process information✔️ the results they want but don’t yet have✔️ and the language they naturally respond to …your brand becomes easier to trust, easier to find, and easier to choose.

How To Define Your Ideal Customer Personas If you’ve got thousands (or even millions) of prospects, figuring out who your true customers are can feel overwhelming.... Here’s a simple 6-step framework that just works: 1. Start With Segmentation Break your population of current prospects, users, and customers into meaningful groups: By Role: Admins, billing, end users, managers, executives. By Company Size: SMB (1–200 employees), mid-market, enterprise. By Industry: SaaS, healthcare, financial services, manufacturing, etc. By Usage: Heavy (daily exports/searches), moderate, light, inactive. This allows you to see patterns in who is most engaged and who drives the most value. 2. Analyze Revenue Contribution Not all users matter equally.... customers who pay (and expand) define your ideal persona. Look at top 20% of customers driving 80% of revenue. Track renewals, upsells, and churn rates by persona. Identify which roles in the account drive expansion. 3. Layer in Product Usage Data Your product data is a goldmine: Who uses your product daily / weekly / monthly? Who uses your product the most and your top features? Which roles trigger support tickets (admins) vs. create opportunities (users)? Usage + revenue combined shows you which personas are most valuable. 4. Define Your Personas Based on the above, you’ll likely discover multiple ideal customer personas: Decision Maker / Economic Buyer Personas: The titles that approve budget. Admin Persona: Leader/Manager responsible for setting up integrations and data flows. Power User Persona: The title or titles that live in the product daily to do their work. Champion Persona: A manager or director who ensures adoption and advocates internally. Each persona should include: >> Role/title >> Company size/industry fit >> Pain points >> Value they get from your product >> Triggers that lead them to buy/expand 5. Validate With Data + Interviews Run cohort analyses on your best customers to confirm patterns. Interview 20–30 top customers across segments to hear why they bought and what value they get. Overlay churned users to see what personas don’t stick. 6. Create a Playbook Once defined, you can: Align marketing messaging to each persona. Build sales talk tracks and ROI cases tailored by role. Prioritize product roadmap items that serve these personas best. Optimize customer success playbooks by persona (power users vs. admins need very different success paths). Once personas are clear, you can tailor messaging, sales talk tracks, customer success strategies, and even product roadmap decisions around them. The takeaway: Don’t guess your personas. 👉 Use data + revenue + real customer feedback to define them....then build everything around those who get the most value.

In e-commerce and digital apps, user representation drives personalization, segmentation, and marketing. Current approaches rely on implicit embeddings (from clicks/purchases) that are powerful but opaque, or explicit features (like category preferences) that are interpretable but shallow. The paper 𝗬𝗼𝘂 𝗔𝗿𝗲 𝗪𝗵𝗮𝘁 𝗬𝗼𝘂 𝗕𝗼𝘂𝗴𝗵𝘁: 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗻𝗴 𝗖𝘂𝘀𝘁𝗼𝗺𝗲𝗿 𝗣𝗲𝗿𝘀𝗼𝗻𝗮𝘀 𝗳𝗼𝗿 𝗘-𝗰𝗼𝗺𝗺𝗲𝗿𝗰𝗲 𝗔𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 (𝗦𝗜𝗚𝗜𝗥’𝟮𝟱) introduces GPLR, a framework using LLMs to turn transaction histories into rich, human-readable personas (e.g., “Busy Parent,” “Bargain Hunter”)—making user profiles both interpretable and actionable. GPLR generates interpretable persona labels and descriptions (e.g. “DIY Enthusiast – purchases tools, building supplies, home improvement gear.”) , uses LLMs to annotate a small set of users with these personas, and then scales to millions of users cost-effectively by propagating labels through a random walk method (RevAff). 𝗛𝘆𝗯𝗿𝗶𝗱 𝗮𝗽𝗽𝗿𝗼𝗮𝗰𝗵: Personas and embeddings can be used together in a hybrid approach to make personalization actionable, explainable and scalable. Embeddings capture 𝗳𝗶𝗻𝗲-𝗴𝗿𝗮𝗶𝗻𝗲𝗱, 𝗲𝗽𝗵𝗲𝗺𝗲𝗿𝗮𝗹 𝘀𝗶𝗴𝗻𝗮𝗹𝘀 that change quickly with context and are great for micro-personalization. Personas are more stable and capture 𝗿𝗲𝗰𝘂𝗿𝗿𝗶𝗻𝗴 𝗹𝗼𝗻𝗴-𝘁𝗲𝗿𝗺 𝗵𝗮𝗯𝗶𝘁𝘀 or need. They are useful for segmentation and macro-personalization. 1. 𝗘-𝗰𝗼𝗺𝗺𝗲𝗿𝗰𝗲 𝗰𝘂𝘀𝘁𝗼𝗺𝗲𝗿 𝗿𝗲𝘁𝗲𝗻𝘁𝗶𝗼𝗻 𝗲𝘅𝗮𝗺𝗽𝗹𝗲: Customers churn if recommendations feel irrelevant or impersonal. Member: Dave Personas: Outdoor Adventurer (0.9), DIY Enthusiast (0.7) Embedding signals: Recently browsed winter jackets and power drills. Hybrid retention action: Embedding detects browsing of power drills and personas add context that Dave is DIY-focused. Personalized seasonal campaign: “Adventure-ready camping gear for fall”. Send cross-sell offer: “Outdoor toolkit bundle for DIY explorers.” Recommender System: Suggests camping-ready multi-tools + DIY accessory kits. Result: Cross-sell aligns with both immediate interest (drill) and stable persona (DIY). Dave feels understood and returns for repeat purchases. 2. 𝗛𝗲𝗮𝗹𝘁𝗵𝗰𝗮𝗿𝗲 𝗺𝗲𝗺𝗯𝗲𝗿 𝗮𝗰𝗾𝘂𝗶𝘀𝗶𝘁𝗶𝗼𝗻 𝗲𝘅𝗮𝗺𝗽𝗹𝗲: Members disengage when care feels generic. Member: Carol Personas: Family Caregiver (0.9), Preventive Health Seeker (0.7) Embedding signals: Recently searched “flu shot near me” and read “stress management for parents.” Hybrid retention action: Embedding flags interest in stress relief and preventive care and personas emphasize stable Family Caregiver role. Recommender System: Personalized suggestions for “Flu vaccine appointment for your family” + “Mindfulness sessions for caregivers.”    Result: Carol gets timely, relevant and personalized suggestions via proactive outreach which makes her feel supported. Link: https://lnkd.in/eu6k_bGd