Skip to content
Logo-black
      • All Constructor Products A connected system of intelligent discovery channels.
      • CONSTRUCTOR PLATFORM

        Learn more about the platform driven by a central Discovery Reasoning Engine that interprets behavior, context, and intent to deliver the right products to the right person, everywhere they shop.

        View More
      • SHOPPING AGENTS

        • AI Shopping Agent

          Helps shoppers find what they want to buy using natural language

        • Product Insights Agent

          Generate and answer personalized product questions that help shoppers buy with confidence

      • ONSITE SHOPPER EXPERIENCES

        • Search & Autosuggest

          Ecommerce search driven by AI and real-time shopper behavior

        • Browse

          Personalize your ecommerce category pages for maximum conversion

        • Recommendations

          Help shoppers discover products they didn’t know they needed

        • Retail Media

          Unlock paid revenue with relevant sponsored products and ads that don’t sacrifice customer experience

        • Collections

          Build dynamic, curated product pages

        • Quizzes

          Create smart product recommendation experiences that drive shopper engagement

      • OFFSITE SHOPPER EXPERIENCES

        • Cross-Channel & Offsite Discovery

          Create data-driven marketing campaigns across channels including email, SMS, mobile notifications and in-store

      • INSIGHTS & AUTOMATIONS

        • Merchant Intelligence Agent (Beta)

          Research, understand and fix what’s behind every result and ranking

        • Attribute Enrichment

          Enrich product and category attributes using GenAI to improve discoverability

        • Merchandiser Controls

          Gain insight from dashboards and reports, set controls and run experiments

    • q3-25-forrester-shopify-webinar-resource-hub@2x

      AI Agents in Commerce: What’s Working, What’s Not, and How to Start

      Join Constructor and Shopify leadership, along with guest speaker Emily Pfeiffer, Principal Analyst at Forrester, for an expert-driven discussion.

      View Now
        • B2C

          Help more shoppers find the right products for them.

        • B2B

          Product discovery technology that’s purpose-built to handle the complex needs of B2B ecommerce.

        • Fashion & Apparel

          Tailor discovery experiences to every season, trend, and shopper.

        • Grocery

          Help every shopper fill their basket — faster, smarter, and more profitably.

        • Furniture & Home Goods

          Make researching and buying furniture feel effortless.

        • Department & General Merchandise

          Show appealing product results from large, complex catalogs.

  • Customers
    • agentic-ai-hero@2x-2

      Preparing Retail for Agentic AI

      We're witnessing the early stages of a radical shift in digital commerce: the rise of AI shopping agents. It's a transformation that redefines discovery, giving shoppers a new way to find products and make purchasing decisions.

      Read Now
        • Upcoming Events

          Visit us in person at ecommerce industry events.

        • Reports & Guides

          New research, guidance, and insights for the future of retail.

        • Webinars

          Educational webinars, conversations with Constructor partners, and more.

        • Blog

          The latest ideas and news from the frontier of commerce search and discovery.

        • Split/Test Digest

          The most interesting learnings from A/B testing at Constructor.

        • News

          Read Constructor's latest news coverage and press announcements.

        • Documentation

          Learn about the components of Constructor's advanced, AI-powered product discovery suite.

        • About Us

          With AI in our DNA and by keeping ecommerce as our core focus, we’ve built the best product search and discovery solution specifically for the unique needs of retailers.

        • Partners

          Constructor partners with the world’s top retail consultants, systems integrators, and technology platforms.

        • Careers

          Constructor is building the next generation of search solutions.

Login
Book a Demo
      • All Constructor Products A connected system of intelligent discovery channels.
      • CONSTRUCTOR PLATFORM

        Learn more about the platform driven by a central Discovery Reasoning Engine that interprets behavior, context, and intent to deliver the right products to the right person, everywhere they shop.

        View More
      • SHOPPING AGENTS

        • AI Shopping Agent

          Helps shoppers find what they want to buy using natural language

        • Product Insights Agent

          Generate and answer personalized product questions that help shoppers buy with confidence

      • ONSITE SHOPPER EXPERIENCES

        • Search & Autosuggest

          Ecommerce search driven by AI and real-time shopper behavior

        • Browse

          Personalize your ecommerce category pages for maximum conversion

        • Recommendations

          Help shoppers discover products they didn’t know they needed

        • Retail Media

          Unlock paid revenue with relevant sponsored products and ads that don’t sacrifice customer experience

        • Collections

          Build dynamic, curated product pages

        • Quizzes

          Create smart product recommendation experiences that drive shopper engagement

      • OFFSITE SHOPPER EXPERIENCES

        • Cross-Channel & Offsite Discovery

          Create data-driven marketing campaigns across channels including email, SMS, mobile notifications and in-store

      • INSIGHTS & AUTOMATIONS

        • Merchant Intelligence Agent (Beta)

          Research, understand and fix what’s behind every result and ranking

        • Attribute Enrichment

          Enrich product and category attributes using GenAI to improve discoverability

        • Merchandiser Controls

          Gain insight from dashboards and reports, set controls and run experiments

    • q3-25-forrester-shopify-webinar-resource-hub@2x

      AI Agents in Commerce: What’s Working, What’s Not, and How to Start

      Join Constructor and Shopify leadership, along with guest speaker Emily Pfeiffer, Principal Analyst at Forrester, for an expert-driven discussion.

      View Now
        • B2C

          Help more shoppers find the right products for them.

        • B2B

          Product discovery technology that’s purpose-built to handle the complex needs of B2B ecommerce.

        • Fashion & Apparel

          Tailor discovery experiences to every season, trend, and shopper.

        • Grocery

          Help every shopper fill their basket — faster, smarter, and more profitably.

        • Furniture & Home Goods

          Make researching and buying furniture feel effortless.

        • Department & General Merchandise

          Show appealing product results from large, complex catalogs.

  • Customers
    • agentic-ai-hero@2x-2

      Preparing Retail for Agentic AI

      We're witnessing the early stages of a radical shift in digital commerce: the rise of AI shopping agents. It's a transformation that redefines discovery, giving shoppers a new way to find products and make purchasing decisions.

      Read Now
        • Upcoming Events

          Visit us in person at ecommerce industry events.

        • Reports & Guides

          New research, guidance, and insights for the future of retail.

        • Webinars

          Educational webinars, conversations with Constructor partners, and more.

        • Blog

          The latest ideas and news from the frontier of commerce search and discovery.

        • Split/Test Digest

          The most interesting learnings from A/B testing at Constructor.

        • News

          Read Constructor's latest news coverage and press announcements.

        • Documentation

          Learn about the components of Constructor's advanced, AI-powered product discovery suite.

        • About Us

          With AI in our DNA and by keeping ecommerce as our core focus, we’ve built the best product search and discovery solution specifically for the unique needs of retailers.

        • Partners

          Constructor partners with the world’s top retail consultants, systems integrators, and technology platforms.

        • Careers

          Constructor is building the next generation of search solutions.

Login
Book a Demo
Back to Blog

Segmentation vs. 1:1 Personalization: Ecommerce Success Requires Both

Customer Experience Best Practices
Published on:
July 3, 2024
Author:
Constructor Team
segmentation vs personalization
Table of Contents:
segmentation vs personalization

How to show the right product to the right consumer at the right time is top-of-mind for most ecommerce brands. (Shouldn’t it be, considering it can lead to double-digit conversion lifts?) 

The million dollar question is: how best to do it? 

Should you segment ecommerce search results based on broad demographics like age and income? Or, should you focus on personalizing on an individual level, since people are inevitably greater — and more complex — than the sum of their parts?

In this article, we’ll address segmentation vs 1:1 personalization. You’ll learn what each approach entails, their benefits and drawbacks, and why using them together may just be what you need to turbo-charge your ecommerce strategy. 

Segmentation Creates Consumer Context — But at a Cost

Segmentation is the process of dividing your target market into smaller segments based on demographic features like their age, gender, or income level.

The upside of segmentation is that it can provide brands the context and insights needed to craft a compelling buyer’s journey and subsequent strategies for specific audiences. 

For example, let’s imagine a clothing brand is segmenting people geographically to decipher clothing preferences based on location. They might find that shoppers in mountainous regions search for cold-weather clothes during wintertime, while consumers in beachside cities aren’t searching for fur-lined parkas at all throughout the year. 

Equipped with this knowledge, your team can automate geo-based merchandising to return products that not only appeal to demographically-similar consumers, but also increase your brand’s chances of conversion. (This same data can be used to segment marketing campaigns as well.)


But there’s one big problem with segmentation over 1:1 personalization: it doesn’t really tell us what individual consumers want, just what we assume they’ll want. And that leads to missed sales.


Rather than piquing appropriate consumers’ interests, merchandising teams might inadvertently searchandise according to one-size-fits-all suggestions.

For instance, ecommerce strategies that use segmentation may push the sale of air conditioning units to customers in warm-weather regions over the summer. But once the consumer converts (purchase), segmentation doesn’t allow teams to automatically offer an upsell or recommend complementary products.

Ultimately, that’s the big issue with segmentation over 1:1 personalization.

It provides a blunt assessment of a consumer’s preferences and doesn’t adjust dynamically to their real needs. This ccan potentially alienate customers and be costly for brands.

1:1 Personalization Reflects Individual Needs Over Assumptions

Personalization is all about tailoring product recommendations to individuals rather than their somewhat arbitrary demographic groupings. 

Artificial intelligence (AI) and machine learning (ML) make this possible, along with clickstream data. Together, they allow brands to customize the shopper experience and increase chances of conversion, while still protecting user privacy.

How does it work?

Every time someone explores your ecommerce site, they’re providing you with key data you can use to personalize their experience. Every search, click, scroll, and other online behavior can unveil important details about true shopper preferences, such as what they like, how much they want to spend, and what they really need at that exact moment. 

AI-driven product discovery platforms leverage this, showing consumers products that are actually attractive to them rather than just relevant to their search. 

search attractiveness laptops

Because individual differences are acknowledged on the behavioral level, not demographic, the end results are increased conversions and brand loyalty. (This is true even with companies whose customers are dispersed worldwide.)

Turbocharge Your Ecommerce Strategy by Pairing Personalization with Segmentation

Don’t think of it as segmentation vs. 1:1 personalization — two approaches that are fundamentally different from one another. Instead, think of them as simply providing complementary data about who your consumer is and what they need.  

Through segmentation, you can glimpse some of the largest factors impacting your consumers’ life, like location, age, and income level. With this information, you can see the hazy outlines of what a consumer might be interested in and find a best-guess starting point for more detailed personalization efforts.  

But as a consumer engages more with your website, they begin to produce a unique footprint that provides your team with a more detailed understanding of who they are and their current interests. When strategically paired with segmentation, your team can make sure consumers see products that best reflect their needs, including those that meet their likely pay range and unique geographic location. 

That’s why at Constructor, we encourage brands not to view it as segmentation vs 1:1 personalization. It’s not “either/or” but instead as a “yes/and.” Yes, personalization drives the best shopping experience (and revenue). And it can be made even better with segmentation.

Subscribe to the Constructor Blog

Get the latest ideas and news from the frontier of commerce search and discovery delivered straight to your inbox.

What's next?

Uncover lost revenue opportunities with a complimentary Search Experience Audit.

According to the 2024 State of Ecommerce Search & Product Discovery Survey, nearly 70% of shoppers think the search function on retail websites needs an upgrade. Our team has run over 1000 A/B tests to identify easy-to-implement algorithmic and UX improvements that get results. Use their research to your advantage with a complimentary Search Experience Audit — no strings attached.

Request an Audit
  • Analyze your search results quality
  • Identify "no results" pages
  • Pinpoint irrelevant results for long-form queries
  • Uncover UX opportunities for Search, Autocomplete, and PLPs

According to the 2024 State of Ecommerce Search & Product Discovery Survey, nearly 70% of shoppers think the search function on retail websites needs an upgrade. Our team has run over 1000 A/B tests to identify easy-to-implement algorithmic and UX improvements that get results. Use their research to your advantage with a complimentary Search Experience Audit — no strings attached.

Request an Audit
  • MACH Certified
  • 21972-312_SOC_NonCPA-150x150
  • Cartification-mark_04-09-300x253-1-150x150
Constructor.io Logo
  • Technology
    • Native Commerce Core™
    • Agentic Commerce
    • Request a Demo
    • The Proof Schedule®
  • Solutions
    • Search & Autosuggest
    • Browse
    • Recommendations
    • Collections
    • AI Shopping Agent
    • AI Product Insights Agent
    • Merchant Intelligence Agent
    • Attribute Enrichment
    • Quizzes
    • B2B Solutions
  • Resources Hub
    • Events
    • Reports, Guides & Webinars
    • Blog
    • Experiments
    • News
    • Constructor vs Alternatives
    • Documentation
  • About
    • About Us
    • Partners
    • Security & Compliance
    • Careers
  • Technology
    • Native Commerce Core™
    • Agentic Commerce
    • Request a Demo
    • The Proof Schedule®
  • Solutions
    • Search & Autosuggest
    • Browse
    • Recommendations
    • Collections
    • AI Shopping Agent
    • AI Product Insights Agent
    • Merchant Intelligence Agent
    • Attribute Enrichment
    • Quizzes
    • B2B Solutions
  • Resources Hub
    • Events
    • Reports, Guides & Webinars
    • Blog
    • Experiments
    • News
    • Constructor vs Alternatives
    • Documentation
  • About
    • About Us
    • Partners
    • Security & Compliance
    • Careers
© 2026 Constructor All rights reserved
  • Terms of Service
  • Privacy Policy