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uppercase">FEATURED CHANNELS</span></div><ul class="flex flex-col gap-y-4"><li><a class="nav-item flex gap-3 items-center" href="/product/email"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="mail-01"><use href="/icons/sprites.svg#mail-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">Email</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/product/mobile-app-messaging"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="phone-02"><use href="/icons/sprites.svg#phone-02"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">Mobile App Messaging</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/product/web-messaging"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="browser"><use href="/icons/sprites.svg#browser"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">Web Messaging</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/product/sms"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="message-text-square-02"><use href="/icons/sprites.svg#message-text-square-02"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">SMS/RCS</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/product/whatsapp"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="phone-call-01"><use href="/icons/sprites.svg#phone-call-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">WhatsApp</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/product/cross-channel-messaging"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="dots-grid"><use href="/icons/sprites.svg#dots-grid"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md text-purple-700">View all channels</span></div></a></li></ul></div><div class="nav-dropdown__section-footer flex flex-wrap sm:flex-nowrap p-2 sm:p-3 bg-[#C9C4FF80] relative z-10 gap-3 items-end sm:justify-between xl:justify-start rounded-lg mt-4"><div class="flex gap-2 sm:gap-3"><span class="flex items-center justify-center flex-none size-8 text-purple-700 mr-2 xl:mr-0"><svg width="20" height="20" role="img" aria-label="star-02"><use href="/icons/sprites.svg#star-02"></use></svg></span><div class="flex flex-col justify-center gap-1"><span class="font-semibold text-gray-900 text-md">How It Works</span><p class="font-normal text-gray-600 text-sm">Get a breakdown of our vertically- integrated technology</p></div></div><a class="inline-flex items-center justify-center text-center rounded-full transition-colors sm:w-fit whitespace-nowrap relative z-10 gap-1 font-aribauGrotesk font-bold px-[14px] py-2 text-sm bg-white border border-transparent text-gray-900 shadow-xs hover:bg-[#F9FAFB] active:bg-white active:border-[#D0D5DD] active:border disabled:bg-white disabled:border-[#EAECF0] disabled:border disabled:text-[#98A2B3] w-full" href="/product">Learn More</a></div></div></div></div></div></li><li class="nav-dropdown"><button type="button" class="relative flex items-center w-full h-full xl:w-auto font-semibold text-md ja:text-xs hover:text-primary-600 text-black py-6 xl:py-[10px] gap-[6px] px-0" aria-expanded="false">Solutions<svg width="20" height="20" role="img" aria-label="chevron-down" class="transition-transform !duration-150"><use href="/icons/sprites.svg#chevron-down"></use></svg></button><div id="nav-dropdown-Solutions" class="nav-dropdown__content absolute top-0 xl:top-full left-0 w-full pb-10 xl:pb-0 h-[calc(100vh-72px)] xl:h-auto flex flex-col overflow-y-auto overflow-x-hidden xl:overflow-hidden bg-white xl:border xl:border-gray-200 xl:shadow-lg transition !duration-300 transform origin-top pointer-events-none -z-1 opacity-0 translate-x-full xl:translate-x-0" aria-hidden="true" inert="true"><div class="container transition delay-150 !duration-300 origin-center xl:opacity-0 xl:translate-y-[5px]"><div class="mt-10 mb-4 xl:hidden"><button type="button" class="items-center justify-center text-center transition-colors sm:w-fit whitespace-nowrap relative z-10 font-aribauGrotesk font-bold text-sm flex gap-2 rounded-none border-none p-0 text-gray-600 shadow-none w-fit 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href="/solutions/media-entertainment"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="video-recorder"><use href="/icons/sprites.svg#video-recorder"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-lg">Media & Entertainment</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/solutions/gaming"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="gaming-pad-01"><use href="/icons/sprites.svg#gaming-pad-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-lg">Gaming</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/solutions/on-demand"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" 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text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="trend-up-01"><use href="/icons/sprites.svg#trend-up-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-lg">Optimize Onboarding</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/solutions/boost-productivity"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="pencil-01"><use href="/icons/sprites.svg#pencil-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-lg">Boost Productivity</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/solutions/improve-acquisition"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="pie-chart-01"><use 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class="flex flex-wrap gap-x-3 items-center font-semibold text-lg">Increase Engagement</span></div></a></li></ul></div><div class="nav-list relative z-10 grow flex flex-col gap-4"><div class="flex flex-col gap-1 text-sm text-gray-500"><span class="font-semibold uppercase">Braze For</span></div><ul class="flex flex-col gap-y-4"><li><a class="nav-item flex gap-3 items-center" href="/braze-for-engineering"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="code-01"><use href="/icons/sprites.svg#code-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-lg">Engineering</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/braze-for-startups"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="users-03"><use 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srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F58525b65b1ee2879c9a6e7e1ff07af42a11e807c-2888x1622.png&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F58525b65b1ee2879c9a6e7e1ff07af42a11e807c-2888x1622.png&w=750&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F58525b65b1ee2879c9a6e7e1ff07af42a11e807c-2888x1622.png&w=750&q=75"/></div><div class="flex w-full flex-col gap-3 pt-6"><span class="text-md font-semibold text-gray-900">2026 Global Customer Engagement Review</span><span class="text-md font-normal text-gray-600">For our sixth Global CER, we surveyed over 2,200 marketing leaders and analyzed upwards of 6 billion data points spanning more than 750 brands</span></div></div></a></div></div></div></div></li><li class="nav-dropdown"><button type="button" class="relative flex items-center w-full h-full xl:w-auto font-semibold text-md ja:text-xs 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font-semibold text-md">Braze Alloys</span><span class="text-sm font-normal text-gray-600">Explore and connect with our trusted Technology or Solutions partners</span></div></a></li><li><a class="nav-item flex gap-3" href="/partners/solutions-partners"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="users-01"><use href="/icons/sprites.svg#users-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">Delivery Partners</span><span class="text-sm font-normal text-gray-600">Discover our partnerships with the world's leading agencies, consultancies, and system integrators</span></div></a></li><li><a class="nav-item flex gap-3" href="/partners/technology-partners"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="code-02"><use 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md:before:hidden md:bg-gradient-hero"><div class="container relative z-10 pt-6 md:pb-8"><div class="flex gap-1 text-xs"><a aria-label="Link to resources" class="text-[#310CCE] border text-nowrap h-fit border-[#D0D5DD] bg-[#ECE5F9] hover:bg-[#F9FAFB] rounded-lg px-3 py-[2px] font-bold text-[#310CCE] capitalize" href="/resources">Resources</a><span class="text-white text-md">/</span><a aria-label="Link to articles" class="text-[#310CCE] border text-nowrap h-fit border-[#D0D5DD] bg-[#ECE5F9] hover:bg-[#F9FAFB] rounded-lg px-3 py-[2px] font-bold text-[#310CCE] capitalize" href="/resources/articles">Blog</a><span class="text-white text-md">/</span><a aria-label="Link to ecommerce personalization guide" class="text-[#310CCE] border text-nowrap h-fit border-[#D0D5DD] bg-[#ECE5F9] hover:bg-[#F9FAFB] rounded-lg px-3 py-[2px] font-medium text-[#344054] bg-[#FFFFFFB2] truncate" href="/resources/articles/ecommerce-personalization-guide">The ultimate guide t...</a></div><script type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Resources","item":"https://www.braze.com/resources"},{"@type":"ListItem","position":2,"name":"Blog","item":"https://www.braze.com/resources/articles"},{"@type":"ListItem","position":3,"name":"The ultimate guide t...","item":"https://www.braze.com/resources/articles/ecommerce-personalization-guide"}]}</script><div class="mt-8 flex flex-col gap-6 sm:mt-12 md:flex-row md:pb-16"><div class="flex shrink-0 grow basis-0 flex-col gap-8"><h1 class="text-display-md font-bold text-white">The ultimate guide to eCommerce personalization in the age of AI</h1><p class="flex gap-3 text-xs font-extrabold text-white"><span>Published on December 03, 2025</span><span>/</span><span>Last edited on December 03, 2025</span><span>/</span><span>14<!-- --> min read</span></p></div><div class="shrink-0 grow basis-0"><img alt="The ultimate guide to eCommerce personalization in the age of AI" loading="lazy" width="600" height="400" decoding="async" data-nimg="1" class="h-auto max-h-[352px] w-full rounded-xl object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F5e415f7f9756b4320868456464e503b638cf084b-1920x1080.jpg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F5e415f7f9756b4320868456464e503b638cf084b-1920x1080.jpg&w=1200&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F5e415f7f9756b4320868456464e503b638cf084b-1920x1080.jpg&w=1200&q=75"/></div></div></div></div><div class="container py-[50px] md:py-24"><div class="flex flex-col gap-8 md:flex-row"><div class="w-full shrink-0 grow-0 basis-full md:w-[72px] md:basis-[72px]"><div class="flex gap-4 text-gray-500 md:sticky md:top-20 md:flex-col"><div class="w-fit cursor-pointer text-gray-500 hover:text-primary-500"><svg 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overflow-hidden rounded-full bg-gray-100"><img alt="" loading="lazy" width="160" height="160" decoding="async" data-nimg="1" class="size-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fa871ef5dc9e894d320555710664c2e67f03dad70-1000x1000.png&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fa871ef5dc9e894d320555710664c2e67f03dad70-1000x1000.png&w=384&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fa871ef5dc9e894d320555710664c2e67f03dad70-1000x1000.png&w=384&q=75"/></span><div class="flex flex-col items-start justify-center gap-4 sm:flex-row md:items-center"><h6 class="text-md font-semibold text-gray-900 sm:text-lg">Team Braze</h6></div></div></div><div class="flex flex-col gap-6"><p>Every shopper expects brands to recognize them as individuals. A few years ago, personalization and customization in eCommerce often meant a first-name greeting or a “people also bought” section. Now, it means adapting every touchpoint in real time.</p><p>AI and predictive analytics allow brands to interpret behavior as it happens and create connected, relevant experiences that reflect each customer’s journey. Retail and eCommerce brands that add a second messaging channel see <a href="https://www.braze.com/resources/articles/the-state-of-customer-engagement-for-retail-and-ecommerce-brands-in-2023" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link"><strong>4.5X gains in purchases per user</strong></a>, showing just how powerful consistent personalization can be.</p><p>This guide explores how AI-powered personalization works across the full customer journey, the tools that make it possible, and how brands use Braze to create <a href="https://www.braze.com/resources/articles/personalization-at-scale" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">experiences that feel personal at any scale.</a></p><p><strong>Contents</strong></p><p><a href="https://www.braze.com/resources/articles/ecommerce-personalization-guide#what" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">What is eCommerce personalization (and why is it changing fast)?</a></p><p><a href="https://www.braze.com/resources/articles/ecommerce-personalization-guide#shift" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">The shift from manual segmentation to AI-driven personalization and customization in eCommerce</a></p><p><a href="https://www.braze.com/resources/articles/ecommerce-personalization-guide#core" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">Core components of eCommerce personalization</a></p><p><a href="https://www.braze.com/resources/articles/ecommerce-personalization-guide#ai" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">Top AI tools powering eCommerce personalization</a></p><p><a href="https://www.braze.com/resources/articles/ecommerce-personalization-guide#examples" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">eCommerce personalization examples and use cases</a></p><p><a href="https://www.braze.com/resources/articles/ecommerce-personalization-guide#braze" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">How Braze enables true cross-channel personalization</a></p><p><a href="https://www.braze.com/resources/articles/ecommerce-personalization-guide#inspiration" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">Case studies and industry inspiration</a></p><p><a href="https://www.braze.com/resources/articles/ecommerce-personalization-guide#faqs" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">FAQs: eCommerce personalization for 2026 and beyond</a></p><img alt="A user profile photo surrounded by data fields like Name, Preferred Channel, Location, and Favorite Category." loading="lazy" width="800" height="600" decoding="async" data-nimg="1" class="w-auto max-w-full self-start overflow-hidden rounded-xl" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F1fc1da5e7bdb31dd462fbd44a958ffad75de65ea-1200x600.jpg&w=828&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F1fc1da5e7bdb31dd462fbd44a958ffad75de65ea-1200x600.jpg&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F1fc1da5e7bdb31dd462fbd44a958ffad75de65ea-1200x600.jpg&w=1920&q=75"/><div id="what"></div><h2 id="h-2628bdff14e5" class="my-4 text-gray-900 lg:text-display-lg">What is eCommerce content personalization (and why is it changing fast)?</h2><p><a href="https://www.braze.com/resources/articles/shopify-new-era-ecommerce" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">eCommerce content personalization</a> adapts each shopper’s experience—what they see, when they see it, and how they engage—to reflect their interests and behavior. It uses real-time data to make every interaction feel like a one-to-one conversation rather than a broadcast.</p><p>Customer journey personalization can take many forms: a homepage that highlights products someone genuinely wants, a message that reconnects them with an item they almost purchased, or an offer that appears at exactly the right moment in their journey. These moments create recognition and relevance—two qualities that build emotional connection and long-term loyalty.</p><p>AI brings greater precision to that process. With streaming data and predictive modeling, brands can interpret subtle shifts in behavior and respond instantly. Personalization becomes an ongoing exchange that deepens trust, strengthens relationships, and extends customer lifetime value across every channel.</p><div id="shift"></div><h2 id="h-cb1b81009456" class="my-4 text-gray-900 lg:text-display-lg">The shift from manual segmentation to AI-driven personalization and customization in eCommerce</h2><p>Personalization once meant sorting customers into broad groups and sending each group a version of the same message. It worked, but only up to a point. People’s interests can change faster than traditional segmentation can keep up. The method captures who someone was last week, not what they care about today.</p><p><a href="https://www.braze.com/resources/articles/why-ai-is-a-necessity-for-retail-marketers" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">AI eCommerce</a> personalization has changed that rhythm. By connecting live data with adaptive learning, brands can respond in real time to how people browse, buy, and engage. Personalization becomes less about audience size and more about individual moments that matter.</p><h3 id="h-f30988e31c51" class="my-4 text-gray-900">How real-time data transforms engagement</h3><p>Earlier approaches relied on static lists built from past behavior. Once those lists were created, they aged—fast. Now, every tap, scroll, and search can update a customer’s profile instantly, revealing what matters to them right now. This immediacy lets marketers meet people in the moment, rather than guessing at intent.</p><p>When data moves in real time, outreach feels natural. A message doesn’t interrupt; it complements what someone’s already doing. It can remind, reassure, or inspire, depending on where they are in their journey.</p><h3 id="h-b4bbbceb957c" class="my-4 text-gray-900">From rules-based logic to adaptive learning models</h3><p>Personalization used to run on simple “if this, then that” rules. For instance, if a shopper signed up for a newsletter, they might automatically receive a welcome discount—whether they’d just made their first purchase or were already a loyal customer. That kind of logic missed context and often felt disconnected from the person behind the data.</p><p>AI introduces more flexibility. <a href="https://www.braze.com/resources/articles/ai-decisioning" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">Learning models</a> can distinguish between someone casually browsing and a returning buyer, predict what will be helpful next, and adjust tone or timing automatically. Instead of manually creating new segments, marketers can guide strategy while the system learns and adapts in the background.</p><p>This makes it scalable, but also far more sensitive. The better these models understand each person’s needs and wants, the better they can respond to behavior, timing, intent, and emotion in ways that strengthen relationships and encourage people to return.</p><div id="core"></div><h2 id="h-d4f93b604544" class="my-4 text-gray-900 lg:text-display-lg">Core components of eCommerce personalization</h2><p>Strong <a href="https://www.braze.com/resources/articles/b2c-personalization" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">B2C personalization</a> rests on three connected foundations: data, identity, and orchestration. Together they help brands gather insight, understand each customer’s context, and communicate in ways that make sense to the individual.</p><h3 id="h-6b5accb84872" class="my-4 text-gray-900">Data collection and streaming</h3><p>Understanding how people interact with your brand across channels and moments is where personalization begins. Every visit, click, or purchase reveals intent and helps refine what each person sees next.</p><p>Speed is critical too. When updates happen only once a day, insights lose their edge. Streaming data means information is processed as it happens, keeping messages and recommendations aligned with a customer’s current behavior and mindset.</p><h3 id="h-c54335cd2f99" class="my-4 text-gray-900">Identity resolution and unification</h3><p>Shoppers often move across devices and channels within a single journey. Someone might browse on their phone in the morning, check reviews on a laptop later, and complete a purchase in an app that evening. Without a unified view, those actions appear fragmented.</p><p>Bringing this data together under one profile restores the humanity behind the activity. It creates a joined-up picture of their experience and helps every message feel like part of a single, ongoing relationship rather than isolated touchpoints.</p><h3 id="h-c0bbbbabf403" class="my-4 text-gray-900">Campaign orchestration and intelligent selection</h3><p>Once data and identity connect, orchestration turns that into action. It coordinates timing, message type, and channel so communications make sense to the customer.</p><p><a href="https://www.braze.com/product/brazeai#intelligence" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">AI-driven intelligent selection</a> adds adaptability to that process. It compares message versions in real time and automatically chooses the one most likely to resonate with each person. Every interaction then feeds new insight back into the system, allowing personalization to evolve naturally with each engagement.</p><h3 id="h-3c500ed70883" class="my-4 text-gray-900">Building blocks of eCommerce website personalization</h3><p>Personalization extends to the website experience, too. Tailored product suggestions, personalized layouts, and reminders about recently viewed items help visitors feel recognized and understood. Even small touches—like surfacing local delivery options or greeting returning customers—can make digital interactions feel more human.</p><div id="ai"></div><h2 id="h-fabe940c78e0" class="my-4 text-gray-900 lg:text-display-lg">Top AI tools powering eCommerce personalization</h2><p>AI helps marketers respond to customers with awareness and precision. It reads patterns in behavior, predicts intent, and adapts experiences as they unfold—making personalization more natural and less manual. Each capability adds something different—but all share one goal—creating moments that feel relevant and genuinely useful to the customer.</p><h3 id="h-7f13346b5b90" class="my-4 text-gray-900">AI Copywriting Assistant in Braze</h3><img alt="A screenshot of an AI copywriting tool with "Braze Marketing Automation" entered as input and generated short marketing copy displayed." loading="lazy" width="800" height="600" decoding="async" data-nimg="1" class="w-auto max-w-full self-start overflow-hidden rounded-xl" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fc36c9dfe02511a5036e78a426638738123947a05-1200x600.jpg&w=828&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fc36c9dfe02511a5036e78a426638738123947a05-1200x600.jpg&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fc36c9dfe02511a5036e78a426638738123947a05-1200x600.jpg&w=1920&q=75"/><p>Keeping content fresh and consistent can be a challenge when you’re managing multiple campaigns. The Braze AI Copywriting Assistant helps teams generate on-brand message variations for any channel in seconds. It draws on your brand’s tone and performance data to suggest language that connects with the right audience while keeping a human voice at the center.</p><p>Marketers use it to test new creative ideas, refresh existing campaigns, and accelerate production—all while maintaining authenticity and control.</p><h3 id="h-2e91c08dcb3f" class="my-4 text-gray-900">Intelligent Timing and Channel</h3><img alt="A dot plot showing peak engagement times for users Paul and Rachel across various communication channels (push, email, in-app messages, news feed cards, wearables) by morning, midday, and evening." loading="lazy" width="800" height="600" decoding="async" data-nimg="1" class="w-auto max-w-full self-start overflow-hidden rounded-xl" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F018c8bcf39b14ff5b787129e97d400851f2d8bb4-1200x600.jpg&w=828&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F018c8bcf39b14ff5b787129e97d400851f2d8bb4-1200x600.jpg&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F018c8bcf39b14ff5b787129e97d400851f2d8bb4-1200x600.jpg&w=1920&q=75"/><p>When a message arrives can change how it’s received. Intelligent Timing identifies the moments each person is most likely to engage, while Intelligent Channel chooses where to reach them—whether that’s email, push, in-app message, or SMS.</p><p>Together, they help brands communicate in ways that fit naturally into someone’s day, turning everyday messages into welcome, well-timed interactions.</p><h3 id="h-0fff7481a33d" class="my-4 text-gray-900">Predictive Events</h3><img alt="BrazeAI Operator generating a summer sale email, shown alongside a preview of the email featuring people in pants." loading="lazy" width="800" height="600" decoding="async" data-nimg="1" class="w-auto max-w-full self-start overflow-hidden rounded-xl" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F77f65e7503748af1267409eb023df1506b078b21-1200x600.jpg&w=828&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F77f65e7503748af1267409eb023df1506b078b21-1200x600.jpg&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F77f65e7503748af1267409eb023df1506b078b21-1200x600.jpg&w=1920&q=75"/><p>Predictive Events highlight signals that suggest what a customer might do next. AI can detect when someone seems ready to buy, likely to pause, or open to a new offer.</p><p>Marketers can use these insights to act in real time—sending a reminder, incentive, or update that fits the moment. Each interaction becomes an opportunity to anticipate needs in a helpful way—rather than guessing or reacting after the fact.</p><h3 id="h-adade06ee10c" class="my-4 text-gray-900">Personalized Recommendations and Paths</h3><img alt="A smartphone displays a Flash & Thread pop-up ad for sweater season, featuring a person and a "Shop Now" button." loading="lazy" width="800" height="600" decoding="async" data-nimg="1" class="w-auto max-w-full self-start overflow-hidden rounded-xl" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Ff014312e0f933ecb2e35caa7be731aa72d8aabe9-1200x600.jpg&w=828&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Ff014312e0f933ecb2e35caa7be731aa72d8aabe9-1200x600.jpg&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Ff014312e0f933ecb2e35caa7be731aa72d8aabe9-1200x600.jpg&w=1920&q=75"/><p>AI supports personalization across the full journey. Tools like Personalized Paths and Personalized Variant learn from behavior and context to identify what each customer is most likely to value next—whether that’s an offer, product, or message.</p><p>Instead of designing every possibility manually, marketers can guide the experience while AI optimizes it in the background, creating smoother, more intuitive journeys that encourage people to engage and return.</p><div id="examples"></div><h2 id="h-559a35cfa434" class="my-4 text-gray-900 lg:text-display-lg">eCommerce personalization examples and use cases</h2><p>Personalization makes the biggest impact when it improves real moments in a customer’s journey. From recovering abandoned carts to nurturing repeat engagement, these use cases show how data, timing, and context can turn everyday interactions into lasting connections.</p><h3 id="h-6dc32e82dc5d" class="my-4 text-gray-900">Abandoned cart recovery with dynamic content</h3><p>When someone adds items to their cart but doesn’t check out, the BrazeAI Decisioning Studio™ uses behavioral and session data to recognize that pause in activity. Rather than sending a blanket reminder, it analyzes what stage the shopper reached and recommends the most relevant follow-up—such as a nudge about limited stock, a free-shipping message, or a product alternative.</p><p>Dynamic content then personalizes that message in real time, displaying the exact items left behind or complementary products that make sense for that shopper. The tone stays helpful and conversational, giving people an easy reason to return.</p><h4 id="h-153397a01df1" class="my-4 text-gray-900"><strong>Example use case: Abandoned cart win-back</strong></h4><ul><li class="mb-2 ml-10 list-disc">Customer leaves items in cart → trigger personalized email with product image and direct link to checkout</li><li class="mb-2 ml-10 list-disc">24 hours later → send push notification with gentle reminder or stock alert</li><li class="mb-2 ml-10 list-disc">48 hours later → follow up with an in-app message offering free shipping or a small incentive</li></ul><h5 id="h-1ed015aa0325" class="my-4 text-gray-900"><strong>Opportunity</strong></h5><p>High cart-abandonment rates limit revenue potential and weaken conversion performance.</p><h5 id="h-ca6924d7c527" class="my-4 text-gray-900"><strong>Strategy</strong></h5><p>Use real-time triggers to follow up with tailored messages across email, push, and in-app. Focus on helpful reminders and relevant value rather than discounts alone.</p><h5 id="h-a98c5bd4d575" class="my-4 text-gray-900"><strong>Outcome</strong></h5><p>Recover missed purchases while strengthening trust by responding to intent quickly and respectfully.</p><h3 id="h-1dff8413fa9a" class="my-4 text-gray-900">Predictive offer selection</h3><p>Different customers are motivated by different kinds of value. Predictive AI helps brands understand what type of offer each person is most likely to respond to, based on their engagement and purchase history.</p><p>For example, Braze Predictive Suite can identify when someone is price-sensitive, loyalty-driven, or exploring new categories, then tailor the next offer accordingly. One customer might receive early access to a collection while another might get bonus points toward their next purchase. Each incentive is shaped by insight, not assumption.</p><h4 id="h-50d9763e6939" class="my-4 text-gray-900"><strong>Example use case: Predictive incentive campaign</strong></h4><ul><li class="mb-2 ml-10 list-disc">Customer browses a new category → predictive model selects a relevant offer type (discount, early access, or bundle suggestion)</li><li class="mb-2 ml-10 list-disc">Model refreshes weekly → automatically adjusts campaign parameters based on response data</li><li class="mb-2 ml-10 list-disc">High-engagement customers → receive exclusive previews instead of price-based offers</li></ul><h5 id="h-49eaa3e43e44" class="my-4 text-gray-900"><strong>Opportunity</strong></h5><p>Generic discounts erode margin and fail to build loyalty.</p><h5 id="h-901a4dee6c1e" class="my-4 text-gray-900"><strong>Strategy</strong></h5><p>Leverage Braze Predictive Suite to assign offers based on behavioral signals and past engagement, rewarding loyalty and curiosity in different ways.</p><h5 id="h-c2c30be63670" class="my-4 text-gray-900"><strong>Outcome</strong></h5><p>Increase conversion efficiency, preserve profitability, and deliver offers that feel fair and personally relevant.</p><h3 id="h-dd16221fd8dd" class="my-4 text-gray-900">Hyper-personalized post-purchase journeys</h3><p>The experience after a purchase shapes long-term loyalty. Braze predictive and generative AI tools use recent purchase data to recommend thoughtful next steps—like a follow-up message with care tips, a setup guide, or tailored product suggestions that build on what someone already owns.</p><p>By automatically adapting content, timing, and channel, these tools keep communication relevant without overwhelming the customer. The ongoing exchange deepens satisfaction and strengthens the relationship beyond a single sale.</p><h4 id="h-c2e902826e4b" class="my-4 text-gray-900"><strong>Example use case: Loyalty milestone journey</strong></h4><ul><li class="mb-2 ml-10 list-disc">Customer makes a third purchase → send “Thank you” email with loyalty points update</li><li class="mb-2 ml-10 list-disc">Six months active → deliver push notification with exclusive reward offer</li><li class="mb-2 ml-10 list-disc">12 months active → share anniversary message with special discount</li><li class="mb-2 ml-10 list-disc">Surprise bonus for high-value customers → send email and in-app message</li><li class="mb-2 ml-10 list-disc">Stat: <a href="https://www.bondbl.com/the-loyalty-report-celebrates-those-succeeding-in-loyalty-and-whats-needed-for-future-growth" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">79% of customers</a> are more likely to recommend a brand if it has a strong loyalty program</li></ul><h5 id="h-8906b630038d" class="my-4 text-gray-900"><strong>Opportunity</strong></h5><p>A strong base of repeat customers can still drift to competitors if their loyalty isn’t recognized.</p><h5 id="h-1f686d28c24c" class="my-4 text-gray-900"><strong>Strategy</strong></h5><p>Set up milestone triggers for purchases, anniversaries, and tenure. Reward customers with points, perks, or exclusive access through coordinated channels.</p><h5 id="h-bf5a7df5be99" class="my-4 text-gray-900"><strong>Outcome</strong></h5><p>Boost retention and advocacy by showing appreciation at meaningful moments.</p><div id="braze"></div><h2 id="h-0dab8cfe76d0" class="my-4 text-gray-900 lg:text-display-lg">How Braze enables true cross-channel eCommerce personalization</h2><p>Personalization across channels depends on connection—between data, systems, and people. Braze brings these elements together so every touchpoint feels like part of the same conversation.</p><p>With real-time orchestration, Braze processes each customer action as it happens. When someone browses a product, redeems a code, or interacts with a message, their profile updates in real time. Every channel—email, push, in-app, SMS, and web—draws from that single, live view, keeping communication consistent and relevant.</p><p>Inside <a href="https://www.braze.com/resources/webinars-and-events/canvas-flow-tool" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">Braze Canvas</a>, marketers can design and automate journeys that adapt in the moment. As customers move through these paths, Braze synchronizes messages, timing, and creative so that experiences stay fluid and meaningful across channels.</p><p><a href="https://www.braze.com/product/brazeai-decisioning-studio" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">AI decisioning</a> enhances that process by analyzing performance and learning which combinations of message, timing, and channel perform best. Testing that once required manual setup now runs through autonomous decisioning agents, giving teams more time to focus on strategy and storytelling.</p><p>Cross-channel personalization through Braze helps brands build relationships that feel natural and continuous—bridging every moment of engagement into one connected customer experience.</p><div id="inspiration"></div><h2 id="h-db6048718e73" class="my-4 text-gray-900 lg:text-display-lg">Case studies and industry inspiration</h2><p>Behind every strong personalization strategy is a story of experimentation, insight, and connection. The following examples show how brands in different industries are using Braze to turn data into customer relationships—balancing automation with empathy to create experiences that feel both personal and purposeful.</p><h3 id="h-d5b7ac11934a" class="my-4 text-gray-900">Showmax: Dynamic content for subscriptions</h3><p><a href="https://www.braze.com/customers/showmax-case-study" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">Showmax</a>, a leading online video subscription service, wanted to stand out by tailoring both its content and its customer engagement to viewers across Africa. With movies and shows produced in Kenya and South Africa, and carried in languages like Afrikaans, Zulu, and Sesotho, personalization was a key part of the brand’s identity.</p><h4 id="h-000fe5db27a2" class="my-4 text-gray-900"><strong>The challenge</strong></h4><p>Showmax needed a way to connect with users at every stage of the subscriber journey—whether they were on a free trial, actively watching, or had recently churned. The goal was to convert new users, keep current ones engaged, and win back those who’d left.</p><img alt="An iPhone displaying a Showmax email with a "Code Black" promotion, against an orange and pink gradient background." loading="lazy" width="800" height="600" decoding="async" data-nimg="1" class="w-auto max-w-full self-start overflow-hidden rounded-xl" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F7194d149c6690b1370d3ffe615b37bbe92bfc9b9-1200x600.jpg&w=828&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F7194d149c6690b1370d3ffe615b37bbe92bfc9b9-1200x600.jpg&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F7194d149c6690b1370d3ffe615b37bbe92bfc9b9-1200x600.jpg&w=1920&q=75"/><h4 id="h-4881f35f33e2" class="my-4 text-gray-900"><strong>The strategy</strong></h4><p>Using Braze, Showmax built a sophisticated segmentation system that drew on lifecycle stage, content preferences, and user behavior to deliver personalized, cross-channel messages. Emails, push notifications, and in-app messages worked together to reach each viewer with relevant prompts—like a reminder to add payment details, a show recommendation based on viewing history, or a nudge about a newly released title.</p><p>With over 600 metadata tags organizing content by genre, the team could match every message to individual tastes and activity, so each touchpoint felt connected and personal.</p><h4 id="h-2478c9884dfe" class="my-4 text-gray-900"><strong>The results</strong></h4><p>Showmax’s approach transformed engagement:</p><ul><li class="mb-2 ml-10 list-disc">204% increase in subscribers</li><li class="mb-2 ml-10 list-disc">37% lift in ROI</li><li class="mb-2 ml-10 list-disc">12% higher win-back rate</li><li class="mb-2 ml-10 list-disc">71% retention rate</li><li class="mb-2 ml-10 list-disc">19% activation of dormant viewers</li><li class="mb-2 ml-10 list-disc">4.4% conversion rate</li><li class="mb-2 ml-10 list-disc">39% of users highly engaged</li></ul><h3 id="h-cc52138c5b93" class="my-4 text-gray-900">Grubhub: Using personalized campaigns for retention</h3><p>With over 300,000 restaurant partners in 4,000 U.S. cities, <a href="https://www.braze.com/customers/grubhub-case-study" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">Grubhub</a> connects millions of diners to the meals they love. To strengthen that connection and celebrate loyalty, the brand wanted to create a campaign that would turn routine ordering data into something memorable. “Taste of 2020” was a personalized ‘year in review’ email that gave every diner a look back at their own food journey.</p><h4 id="h-27c0c6368661" class="my-4 text-gray-900"><strong>The challenge</strong></h4><p>Grubhub’s marketing team wanted to inspire conversation and engagement around the brand. They needed a way to use their vast data set—spanning order frequency, restaurant types, and even tipping behavior—to deliver a personalized experience that felt fun, local, and relevant to each diner.</p><img alt="Grubhub app screen displaying "Kaitlyn's Taste of 2020: Your Year In Review" with a milkshake icon, on an orange to pink gradient background." loading="lazy" width="800" height="600" decoding="async" data-nimg="1" class="w-auto max-w-full self-start overflow-hidden rounded-xl" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F22cd5cbd39554e8008f30a1f8ba51ee82d139d7f-1200x600.jpg&w=828&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F22cd5cbd39554e8008f30a1f8ba51ee82d139d7f-1200x600.jpg&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F22cd5cbd39554e8008f30a1f8ba51ee82d139d7f-1200x600.jpg&w=1920&q=75"/><h4 id="h-19d862e985bc" class="my-4 text-gray-900"><strong>The strategy</strong></h4><p>Working with Braze, Grubhub built a fully dynamic email campaign powered by data from its own warehouse. Using the Braze API, the team pulled 32 custom attributes for each user—from favorite restaurants to total orders placed—and used Braze Content Blocks to modularize the design. Every element, from the color scheme to the header image, adapted automatically based on the diner’s data.</p><p>Liquid personalization made it possible to test and preview thousands of variations quickly, so the marketing team could confirm that every diner’s email displayed accurately and felt consistent with Grubhub’s tone. The campaign brought personality and delight to the inbox—transforming individual data into a playful snapshot of each customer’s year of dining.</p><h4 id="h-8e3aaf51ec4c" class="my-4 text-gray-900"><strong>The results</strong></h4><p>The campaign delivered record-breaking engagement:</p><ul><li class="mb-2 ml-10 list-disc">100% increase in social media mentions</li><li class="mb-2 ml-10 list-disc">18% lift in word-of-mouth referrals</li></ul><p>By turning raw customer data into a celebration of real behavior, Grubhub strengthened its emotional connection with diners and sparked conversation across social channels. Personalization made people proud to share their Grubhub story.</p><div class="p-8 bg-primary-400 rounded-xl gap-8 flex flex-col text-white"><div class="flex flex-col gap-4"><div class="font-bold text-display-sm">Ready to get started?</div></div><div class="flex flex-wrap gap-4"><a class="inline-flex items-center justify-center text-center rounded-full transition-colors whitespace-nowrap relative z-10 gap-1 font-aribauGrotesk font-bold px-[18px] py-[10px] text-md border border-[#4411D6] bg-[#4411D6] text-white shadow-normal hover:border-[#1505C9] hover:bg-[#1505C9] hover:shadow-normal active:border-[#4411D6] active:bg-[#4411D6] active:shadow-focused disabled:border disabled:border-gray-200 disabled:bg-gray-200 disabled:text-gray-400 disabled:shadow-xs w-full sm:w-fit false" href="/get-started">Connect with sales</a></div></div><div id="faqs"></div></div><div class="space-y-6"><h2 id="faq-accordion" class="mb-0 text-display-xs sm:text-display-sm font-bold">FAQs: eCommerce personalization for 2026 and beyond</h2><section class="bg-white rounded-xl shadow-xl shadow-purple-500/5 border border-purple-200 overflow-hidden" aria-labelledby="faq-accordion"><details class="group border-b border-purple-100 last:border-b-0 open:bg-purple-50/50 hover:bg-purple-50/50" name="faq-accordion"><summary class="flex items-center justify-between cursor-pointer list-none px-6 py-8 [&::-webkit-details-marker]:hidden group-open:pb-4 transition-all !duration-300 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-purple-600 focus-visible:ring-offset-2" aria-label="What is AI-powered eCommerce personalization?"><span class="text-lg font-semibold text-gray-900 group-hover:text-purple-700">What is AI-powered eCommerce personalization?</span><svg width="20" height="20" role="img" aria-label="chevron-down" stroke="currentColor" class="shrink-0 ml-4 text-purple-600 group-open:rotate-180 transition-transform !duration-300" aria-hidden="true"><use href="/icons/sprites.svg#chevron-down"></use></svg></summary><div class="px-6 pb-6"><div class="text-base leading-relaxed text-gray-600"><p>AI-powered eCommerce personalization refers to the use of machine learning to tailor content, recommendations, timing, and channels in real time. The approach learns from behavior across web, app, email, push, SMS, and in-app to keep experiences relevant.</p><p><br/></p></div></div></details><details class="group border-b border-purple-100 last:border-b-0 open:bg-purple-50/50 hover:bg-purple-50/50" name="faq-accordion"><summary class="flex items-center justify-between cursor-pointer list-none px-6 py-8 [&::-webkit-details-marker]:hidden group-open:pb-4 transition-all !duration-300 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-purple-600 focus-visible:ring-offset-2" aria-label="How can brands personalize the shopping experience in real time?"><span class="text-lg font-semibold text-gray-900 group-hover:text-purple-700">How can brands personalize the shopping experience in real time?</span><svg width="20" height="20" role="img" aria-label="chevron-down" stroke="currentColor" class="shrink-0 ml-4 text-purple-600 group-open:rotate-180 transition-transform !duration-300" aria-hidden="true"><use href="/icons/sprites.svg#chevron-down"></use></svg></summary><div class="px-6 pb-6"><div class="text-base leading-relaxed text-gray-600"><p>Brands personalize the shopping experience in real time by streaming behavioral data into unified profiles, triggering journeys based on fresh signals, and using predictive models to select the next message or offer. This turns live context into timely, helpful interactions.</p><p><br/></p></div></div></details><details class="group border-b border-purple-100 last:border-b-0 open:bg-purple-50/50 hover:bg-purple-50/50" name="faq-accordion"><summary class="flex items-center justify-between cursor-pointer list-none px-6 py-8 [&::-webkit-details-marker]:hidden group-open:pb-4 transition-all !duration-300 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-purple-600 focus-visible:ring-offset-2" aria-label="What are examples of effective personalization in eCommerce?"><span class="text-lg font-semibold text-gray-900 group-hover:text-purple-700">What are examples of effective personalization in eCommerce?</span><svg width="20" height="20" role="img" aria-label="chevron-down" stroke="currentColor" class="shrink-0 ml-4 text-purple-600 group-open:rotate-180 transition-transform !duration-300" aria-hidden="true"><use href="/icons/sprites.svg#chevron-down"></use></svg></summary><div class="px-6 pb-6"><div class="text-base leading-relaxed text-gray-600"><p>Examples of effective personalization in eCommerce include abandoned-cart recovery with dynamic content, predictive offer selection tailored to each shopper, and post-purchase journeys with care tips and thoughtful recommendations.</p><p><br/></p></div></div></details><details class="group border-b border-purple-100 last:border-b-0 open:bg-purple-50/50 hover:bg-purple-50/50" name="faq-accordion"><summary class="flex items-center justify-between cursor-pointer list-none px-6 py-8 [&::-webkit-details-marker]:hidden group-open:pb-4 transition-all !duration-300 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-purple-600 focus-visible:ring-offset-2" aria-label="How does personalization improve conversions and retention?"><span class="text-lg font-semibold text-gray-900 group-hover:text-purple-700">How does personalization improve conversions and retention?</span><svg width="20" height="20" role="img" aria-label="chevron-down" stroke="currentColor" class="shrink-0 ml-4 text-purple-600 group-open:rotate-180 transition-transform !duration-300" aria-hidden="true"><use href="/icons/sprites.svg#chevron-down"></use></svg></summary><div class="px-6 pb-6"><div class="text-base leading-relaxed text-gray-600"><p>Personalization improves conversions and retention by making interactions more relevant, which increases response, repeat purchases, and loyalty. Adding a second messaging channel, for example, is associated with 4.5X gains in purchases per user according to the Braze <a href="https://www.braze.com/resources/reports-and-guides/global-customer-engagement-review" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">2025 Customer Engagement Review</a> report.</p></div></div></details><details class="group border-b border-purple-100 last:border-b-0 open:bg-purple-50/50 hover:bg-purple-50/50" name="faq-accordion"><summary class="flex items-center justify-between cursor-pointer list-none px-6 py-8 [&::-webkit-details-marker]:hidden group-open:pb-4 transition-all !duration-300 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-purple-600 focus-visible:ring-offset-2" aria-label="What’s the difference between basic and predictive personalization?"><span class="text-lg font-semibold text-gray-900 group-hover:text-purple-700">What’s the difference between basic and predictive personalization?</span><svg width="20" height="20" role="img" aria-label="chevron-down" stroke="currentColor" class="shrink-0 ml-4 text-purple-600 group-open:rotate-180 transition-transform !duration-300" aria-hidden="true"><use href="/icons/sprites.svg#chevron-down"></use></svg></summary><div class="px-6 pb-6"><div class="text-base leading-relaxed text-gray-600"><p>The difference between basic and predictive personalization is that basic relies on static rules and simple attributes, while predictive uses models to anticipate intent and adapt content, timing, and channel for each individual. Predictive approaches keep learning as new behavior appears.</p><p><br/></p></div></div></details></section><script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","name":"What is AI-powered eCommerce personalization?","acceptedAnswer":{"@type":"Answer","text":"AI-powered eCommerce personalization refers to the use of machine learning to tailor content, recommendations, timing, and channels in real time. The approach learns from behavior across web, app, email, push, SMS, and in-app to keep experiences relevant."}},{"@type":"Question","name":"How can brands personalize the shopping experience in real time?","acceptedAnswer":{"@type":"Answer","text":"Brands personalize the shopping experience in real time by streaming behavioral data into unified profiles, triggering journeys based on fresh signals, and using predictive models to select the next message or offer. 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Predictive approaches keep learning as new behavior appears."}}]}</script></div></div><div class="flex w-full shrink-0 grow-0 basis-full flex-col gap-8 md:w-[280px] md:basis-[280px]"><div class="flex flex-col gap-5"><h6 class="text-sm uppercase text-gray-600">Related Tags</h6><div class="flex flex-wrap gap-3 text-sm"><a class="block rounded-2xl border border-gray-300 px-3 font-bold py-1 text-gray-700 hover:text-primary-700" aria-label="Search Retail & eCommerce tag" href="/search?resource=Article&industry=Retail & eCommerce">Retail & eCommerce</a><a class="block rounded-2xl border border-gray-300 px-3 font-bold py-1 text-gray-700 hover:text-primary-700" aria-label="Search Personalization tag" href="/search?resource=Article&topic=Personalization">Personalization</a></div></div><div class="hidden flex-col gap-8 bg-white md:sticky md:top-20 md:flex"><div class="rounded-xl bg-primary-500 shadow-xl p-6 flex flex-col gap-6 items-start"><div class="w-full flex flex-col gap-4 flex-1"><span 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bg-gradient-card sm:h-[216px]"><img alt="Braze Data Platform, depicted as a colorful stack of layers, connecting via dotted lines to two user profiles, a price tag, and a chat bubble icon, on a globe-patterned gradient background." loading="lazy" width="384" height="216" decoding="async" data-nimg="1" class="size-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fd22efa6ecfc7bde56a64456a6123b3afe9d9e79d-3840x2160.png&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fd22efa6ecfc7bde56a64456a6123b3afe9d9e79d-3840x2160.png&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fd22efa6ecfc7bde56a64456a6123b3afe9d9e79d-3840x2160.png&w=828&q=75"/></div><div class="flex w-full grow flex-col gap-5 px-5 py-6 sm:px-6 sm:py-8"><div class="flex flex-wrap gap-3 items-center"><span class="py-1 px-3 rounded-[20px] border border-gray-300 text-sm text-gray-700 font-extrabold capitalize">Article</span><span class="text-sm text-gray-500 font-extrabold">7<!-- --> min read</span></div><h3 class="line-clamp-3 text-display-xs font-extrabold">Data agility at a massive scale: How the Braze Data Platform supports customer engagement</h3><span class="text-sm text-gray-500 font-extrabold">March 04, 2026</span></div></a></li></ul></div><section class="bg-blurPurple blur-purple-animation relative overflow-hidden contain-layout pt-10 sm:pt-16 pb-10 sm:pb-16 custom-background"><div class=""><div class="flex w-full flex-col items-center py-16 lg:py-24"><div class="container flex flex-col gap-12 items-center"><div class="flex max-w-[768px] flex-col items-center gap-5 text-center"><h2 id="its-time-to-be-a-better-marketer" class="mb-0 text-white text-display-sm sm:text-display-md md:text-display-lg lg:text-display-xl xl:text-display-2xl font-extrabold"><span class="block"><span class="">It's time to be a better marketer</span></span></h2></div><div class="flex w-full flex-col justify-center gap-8 md:flex-row lg:flex-row items-center"><a class="inline-flex items-center justify-center text-center rounded-full transition-colors sm:w-fit whitespace-nowrap relative z-10 gap-1 font-aribauGrotesk font-bold px-5 py-3 text-md bg-white border border-transparent text-gray-900 shadow-xs hover:bg-[#F9FAFB] active:bg-white active:border-[#D0D5DD] active:border disabled:bg-white disabled:border-[#EAECF0] disabled:border disabled:text-[#98A2B3]" href="/get-started">Get Started</a><a class="inline-flex items-center justify-center text-center rounded-full transition-colors sm:w-fit whitespace-nowrap relative z-10 gap-1 font-aribauGrotesk font-bold px-5 py-3 text-md bg-transparent text-white border border-transparent hover:bg-[#ffffff1a] active:bg-[#ffffff1a] active:border-[#FFF] disabled:bg-transparent disabled:text-[#98A2B3]" href="/product">See How Braze Works</a></div></div></div></div></section><script 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A few years ago, personalization and customization in eCommerce often meant a first-name greeting or a “people also bought” section. Now, it means adapting every touchpoint in real time.\"]}],[\"$\",\"p\",null,{\"children\":[\"AI and predictive analytics allow brands to interpret behavior as it happens and create connected, relevant experiences that reflect each customer’s journey. 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beyond\"]}]]}],[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/1fc1da5e7bdb31dd462fbd44a958ffad75de65ea-1200x600.jpg\",\"alt\":\"A user profile photo surrounded by data fields like Name, Preferred Channel, Location, and Favorite Category.\",\"width\":800,\"height\":600,\"className\":\"w-auto max-w-full self-start overflow-hidden rounded-xl\",\"loading\":\"lazy\"}],[\"$\",\"div\",null,{\"id\":\"what\"}],[\"$\",\"h2\",null,{\"id\":\"h-2628bdff14e5\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[\"What is eCommerce content personalization (and why is it changing fast)?\"]}],[\"$\",\"p\",null,{\"children\":[[\"$\",\"a\",null,{\"href\":\"https://www.braze.com/resources/articles/shopify-new-era-ecommerce\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External 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It uses real-time data to make every interaction feel like a one-to-one conversation rather than a broadcast.\"]}],[\"$\",\"p\",null,{\"children\":[\"Customer journey personalization can take many forms: a homepage that highlights products someone genuinely wants, a message that reconnects them with an item they almost purchased, or an offer that appears at exactly the right moment in their journey. These moments create recognition and relevance—two qualities that build emotional connection and long-term loyalty.\"]}],[\"$\",\"p\",null,{\"children\":[\"AI brings greater precision to that process. With streaming data and predictive modeling, brands can interpret subtle shifts in behavior and respond instantly. Personalization becomes an ongoing exchange that deepens trust, strengthens relationships, and extends customer lifetime value across every channel.\"]}],[\"$\",\"div\",null,{\"id\":\"shift\"}],[\"$\",\"h2\",null,{\"id\":\"h-cb1b81009456\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[\"The shift from manual segmentation to AI-driven personalization and customization in eCommerce\"]}],[\"$\",\"p\",null,{\"children\":[\"Personalization once meant sorting customers into broad groups and sending each group a version of the same message. It worked, but only up to a point. People’s interests can change faster than traditional segmentation can keep up. The method captures who someone was last week, not what they care about today.\"]}],[\"$\",\"p\",null,{\"children\":[[\"$\",\"a\",null,{\"href\":\"https://www.braze.com/resources/articles/why-ai-is-a-necessity-for-retail-marketers\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"AI eCommerce\"]}],\" personalization has changed that rhythm. By connecting live data with adaptive learning, brands can respond in real time to how people browse, buy, and engage. Personalization becomes less about audience size and more about individual moments that matter.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-f30988e31c51\",\"className\":\"my-4 text-gray-900\",\"children\":[\"How real-time data transforms engagement\"]}],[\"$\",\"p\",null,{\"children\":[\"Earlier approaches relied on static lists built from past behavior. Once those lists were created, they aged—fast. Now, every tap, scroll, and search can update a customer’s profile instantly, revealing what matters to them right now. This immediacy lets marketers meet people in the moment, rather than guessing at intent.\"]}],[\"$\",\"p\",null,{\"children\":[\"When data moves in real time, outreach feels natural. A message doesn’t interrupt; it complements what someone’s already doing. It can remind, reassure, or inspire, depending on where they are in their journey.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-b4bbbceb957c\",\"className\":\"my-4 text-gray-900\",\"children\":[\"From rules-based logic to adaptive learning models\"]}],[\"$\",\"p\",null,{\"children\":[\"Personalization used to run on simple “if this, then that” rules. For instance, if a shopper signed up for a newsletter, they might automatically receive a welcome discount—whether they’d just made their first purchase or were already a loyal customer. That kind of logic missed context and often felt disconnected from the person behind the data.\"]}],[\"$\",\"p\",null,{\"children\":[\"AI introduces more flexibility. \",[\"$\",\"a\",null,{\"href\":\"https://www.braze.com/resources/articles/ai-decisioning\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"Learning models\"]}],\" can distinguish between someone casually browsing and a returning buyer, predict what will be helpful next, and adjust tone or timing automatically. Instead of manually creating new segments, marketers can guide strategy while the system learns and adapts in the background.\"]}],[\"$\",\"p\",null,{\"children\":[\"This makes it scalable, but also far more sensitive. The better these models understand each person’s needs and wants, the better they can respond to behavior, timing, intent, and emotion in ways that strengthen relationships and encourage people to return.\"]}],[\"$\",\"div\",null,{\"id\":\"core\"}],[\"$\",\"h2\",null,{\"id\":\"h-d4f93b604544\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[\"Core components of eCommerce personalization\"]}],[\"$\",\"p\",null,{\"children\":[\"Strong \",[\"$\",\"a\",null,{\"href\":\"https://www.braze.com/resources/articles/b2c-personalization\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"B2C personalization\"]}],\" rests on three connected foundations: data, identity, and orchestration. Together they help brands gather insight, understand each customer’s context, and communicate in ways that make sense to the individual.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-6b5accb84872\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Data collection and streaming\"]}],[\"$\",\"p\",null,{\"children\":[\"Understanding how people interact with your brand across channels and moments is where personalization begins. Every visit, click, or purchase reveals intent and helps refine what each person sees next.\"]}],[\"$\",\"p\",null,{\"children\":[\"Speed is critical too. When updates happen only once a day, insights lose their edge. Streaming data means information is processed as it happens, keeping messages and recommendations aligned with a customer’s current behavior and mindset.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-c54335cd2f99\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Identity resolution and unification\"]}],[\"$\",\"p\",null,{\"children\":[\"Shoppers often move across devices and channels within a single journey. Someone might browse on their phone in the morning, check reviews on a laptop later, and complete a purchase in an app that evening. Without a unified view, those actions appear fragmented.\"]}],[\"$\",\"p\",null,{\"children\":[\"Bringing this data together under one profile restores the humanity behind the activity. It creates a joined-up picture of their experience and helps every message feel like part of a single, ongoing relationship rather than isolated touchpoints.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-c0bbbbabf403\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Campaign orchestration and intelligent selection\"]}],[\"$\",\"p\",null,{\"children\":[\"Once data and identity connect, orchestration turns that into action. It coordinates timing, message type, and channel so communications make sense to the customer.\"]}],[\"$\",\"p\",null,{\"children\":[[\"$\",\"a\",null,{\"href\":\"https://www.braze.com/product/brazeai#intelligence\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"AI-driven intelligent selection\"]}],\" adds adaptability to that process. It compares message versions in real time and automatically chooses the one most likely to resonate with each person. Every interaction then feeds new insight back into the system, allowing personalization to evolve naturally with each engagement.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-3c500ed70883\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Building blocks of eCommerce website personalization\"]}],[\"$\",\"p\",null,{\"children\":[\"Personalization extends to the website experience, too. Tailored product suggestions, personalized layouts, and reminders about recently viewed items help visitors feel recognized and understood. Even small touches—like surfacing local delivery options or greeting returning customers—can make digital interactions feel more human.\"]}],[\"$\",\"div\",null,{\"id\":\"ai\"}],[\"$\",\"h2\",null,{\"id\":\"h-fabe940c78e0\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[\"Top AI tools powering eCommerce personalization\"]}],[\"$\",\"p\",null,{\"children\":[\"AI helps marketers respond to customers with awareness and precision. It reads patterns in behavior, predicts intent, and adapts experiences as they unfold—making personalization more natural and less manual. Each capability adds something different—but all share one goal—creating moments that feel relevant and genuinely useful to the customer.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-7f13346b5b90\",\"className\":\"my-4 text-gray-900\",\"children\":[\"AI Copywriting Assistant in Braze\"]}],[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/c36c9dfe02511a5036e78a426638738123947a05-1200x600.jpg\",\"alt\":\"A screenshot of an AI copywriting tool with \\\"Braze Marketing Automation\\\" entered as input and generated short marketing copy displayed.\",\"width\":800,\"height\":600,\"className\":\"w-auto max-w-full self-start overflow-hidden rounded-xl\",\"loading\":\"lazy\"}],[\"$\",\"p\",null,{\"children\":[\"Keeping content fresh and consistent can be a challenge when you’re managing multiple campaigns. The Braze AI Copywriting Assistant helps teams generate on-brand message variations for any channel in seconds. It draws on your brand’s tone and performance data to suggest language that connects with the right audience while keeping a human voice at the center.\"]}],[\"$\",\"p\",null,{\"children\":[\"Marketers use it to test new creative ideas, refresh existing campaigns, and accelerate production—all while maintaining authenticity and control.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-2e91c08dcb3f\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Intelligent Timing and Channel\"]}],[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/018c8bcf39b14ff5b787129e97d400851f2d8bb4-1200x600.jpg\",\"alt\":\"A dot plot showing peak engagement times for users Paul and Rachel across various communication channels (push, email, in-app messages, news feed cards, wearables) by morning, midday, and evening.\",\"width\":800,\"height\":600,\"className\":\"w-auto max-w-full self-start overflow-hidden rounded-xl\",\"loading\":\"lazy\"}],[\"$\",\"p\",null,{\"children\":[\"When a message arrives can change how it’s received. Intelligent Timing identifies the moments each person is most likely to engage, while Intelligent Channel chooses where to reach them—whether that’s email, push, in-app message, or SMS.\"]}],[\"$\",\"p\",null,{\"children\":[\"Together, they help brands communicate in ways that fit naturally into someone’s day, turning everyday messages into welcome, well-timed interactions.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-0fff7481a33d\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Predictive Events\"]}],[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/77f65e7503748af1267409eb023df1506b078b21-1200x600.jpg\",\"alt\":\"BrazeAI Operator generating a summer sale email, shown alongside a preview of the email featuring people in pants.\",\"width\":800,\"height\":600,\"className\":\"w-auto max-w-full self-start overflow-hidden rounded-xl\",\"loading\":\"lazy\"}],[\"$\",\"p\",null,{\"children\":[\"Predictive Events highlight signals that suggest what a customer might do next. AI can detect when someone seems ready to buy, likely to pause, or open to a new offer.\"]}],[\"$\",\"p\",null,{\"children\":[\"Marketers can use these insights to act in real time—sending a reminder, incentive, or update that fits the moment. Each interaction becomes an opportunity to anticipate needs in a helpful way—rather than guessing or reacting after the fact.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-adade06ee10c\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Personalized Recommendations and Paths\"]}],[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/f014312e0f933ecb2e35caa7be731aa72d8aabe9-1200x600.jpg\",\"alt\":\"A smartphone displays a Flash \u0026 Thread pop-up ad for sweater season, featuring a person and a \\\"Shop Now\\\" button.\",\"width\":800,\"height\":600,\"className\":\"w-auto max-w-full self-start overflow-hidden rounded-xl\",\"loading\":\"lazy\"}],[\"$\",\"p\",null,{\"children\":[\"AI supports personalization across the full journey. Tools like Personalized Paths and Personalized Variant learn from behavior and context to identify what each customer is most likely to value next—whether that’s an offer, product, or message.\"]}],[\"$\",\"p\",null,{\"children\":[\"Instead of designing every possibility manually, marketers can guide the experience while AI optimizes it in the background, creating smoother, more intuitive journeys that encourage people to engage and return.\"]}],[\"$\",\"div\",null,{\"id\":\"examples\"}],[\"$\",\"h2\",null,{\"id\":\"h-559a35cfa434\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[\"eCommerce personalization examples and use cases\"]}],[\"$\",\"p\",null,{\"children\":[\"Personalization makes the biggest impact when it improves real moments in a customer’s journey. From recovering abandoned carts to nurturing repeat engagement, these use cases show how data, timing, and context can turn everyday interactions into lasting connections.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-6dc32e82dc5d\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Abandoned cart recovery with dynamic content\"]}],[\"$\",\"p\",null,{\"children\":[\"When someone adds items to their cart but doesn’t check out, the BrazeAI Decisioning Studio™ uses behavioral and session data to recognize that pause in activity. Rather than sending a blanket reminder, it analyzes what stage the shopper reached and recommends the most relevant follow-up—such as a nudge about limited stock, a free-shipping message, or a product alternative.\"]}],[\"$\",\"p\",null,{\"children\":[\"Dynamic content then personalizes that message in real time, displaying the exact items left behind or complementary products that make sense for that shopper. The tone stays helpful and conversational, giving people an easy reason to return.\"]}],[\"$\",\"h4\",null,{\"id\":\"h-153397a01df1\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Example use case: Abandoned cart win-back\"]}]]}],[\"$\",\"ul\",null,{\"children\":[[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Customer leaves items in cart → trigger personalized email with product image and direct link to checkout\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"24 hours later → send push notification with gentle reminder or stock alert\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"48 hours later → follow up with an in-app message offering free shipping or a small incentive\"]}]]}],[\"$\",\"h5\",null,{\"id\":\"h-1ed015aa0325\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Opportunity\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"High cart-abandonment rates limit revenue potential and weaken conversion performance.\"]}],[\"$\",\"h5\",null,{\"id\":\"h-ca6924d7c527\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Strategy\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Use real-time triggers to follow up with tailored messages across email, push, and in-app. Focus on helpful reminders and relevant value rather than discounts alone.\"]}],[\"$\",\"h5\",null,{\"id\":\"h-a98c5bd4d575\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Outcome\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Recover missed purchases while strengthening trust by responding to intent quickly and respectfully.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-1dff8413fa9a\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Predictive offer selection\"]}],[\"$\",\"p\",null,{\"children\":[\"Different customers are motivated by different kinds of value. Predictive AI helps brands understand what type of offer each person is most likely to respond to, based on their engagement and purchase history.\"]}],[\"$\",\"p\",null,{\"children\":[\"For example, Braze Predictive Suite can identify when someone is price-sensitive, loyalty-driven, or exploring new categories, then tailor the next offer accordingly. One customer might receive early access to a collection while another might get bonus points toward their next purchase. Each incentive is shaped by insight, not assumption.\"]}],[\"$\",\"h4\",null,{\"id\":\"h-50d9763e6939\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Example use case: Predictive incentive campaign\"]}]]}],[\"$\",\"ul\",null,{\"children\":[[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Customer browses a new category → predictive model selects a relevant offer type (discount, early access, or bundle suggestion)\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Model refreshes weekly → automatically adjusts campaign parameters based on response data\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"High-engagement customers → receive exclusive previews instead of price-based offers\"]}]]}],[\"$\",\"h5\",null,{\"id\":\"h-49eaa3e43e44\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Opportunity\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Generic discounts erode margin and fail to build loyalty.\"]}],[\"$\",\"h5\",null,{\"id\":\"h-901a4dee6c1e\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Strategy\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Leverage Braze Predictive Suite to assign offers based on behavioral signals and past engagement, rewarding loyalty and curiosity in different ways.\"]}],[\"$\",\"h5\",null,{\"id\":\"h-c2c30be63670\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Outcome\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Increase conversion efficiency, preserve profitability, and deliver offers that feel fair and personally relevant.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-dd16221fd8dd\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Hyper-personalized post-purchase journeys\"]}],[\"$\",\"p\",null,{\"children\":[\"The experience after a purchase shapes long-term loyalty. Braze predictive and generative AI tools use recent purchase data to recommend thoughtful next steps—like a follow-up message with care tips, a setup guide, or tailored product suggestions that build on what someone already owns.\"]}],[\"$\",\"p\",null,{\"children\":[\"By automatically adapting content, timing, and channel, these tools keep communication relevant without overwhelming the customer. The ongoing exchange deepens satisfaction and strengthens the relationship beyond a single sale.\"]}],[\"$\",\"h4\",null,{\"id\":\"h-c2e902826e4b\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Example use case: Loyalty milestone journey\"]}]]}],[\"$\",\"ul\",null,{\"children\":[[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Customer makes a third purchase → send “Thank you” email with loyalty points update\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Six months active → deliver push notification with exclusive reward offer\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"12 months active → share anniversary message with special discount\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Surprise bonus for high-value customers → send email and in-app message\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Stat: \",[\"$\",\"a\",null,{\"href\":\"https://www.bondbl.com/the-loyalty-report-celebrates-those-succeeding-in-loyalty-and-whats-needed-for-future-growth\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"79% of customers\"]}],\" are more likely to recommend a brand if it has a strong loyalty program\"]}]]}],[\"$\",\"h5\",null,{\"id\":\"h-8906b630038d\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Opportunity\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"A strong base of repeat customers can still drift to competitors if their loyalty isn’t recognized.\"]}],[\"$\",\"h5\",null,{\"id\":\"h-1f686d28c24c\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Strategy\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Set up milestone triggers for purchases, anniversaries, and tenure. Reward customers with points, perks, or exclusive access through coordinated channels.\"]}],[\"$\",\"h5\",null,{\"id\":\"h-bf5a7df5be99\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Outcome\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Boost retention and advocacy by showing appreciation at meaningful moments.\"]}],[\"$\",\"div\",null,{\"id\":\"braze\"}],[\"$\",\"h2\",null,{\"id\":\"h-0dab8cfe76d0\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[\"How Braze enables true cross-channel eCommerce personalization\"]}],[\"$\",\"p\",null,{\"children\":[\"Personalization across channels depends on connection—between data, systems, and people. Braze brings these elements together so every touchpoint feels like part of the same conversation.\"]}],[\"$\",\"p\",null,{\"children\":[\"With real-time orchestration, Braze processes each customer action as it happens. When someone browses a product, redeems a code, or interacts with a message, their profile updates in real time. Every channel—email, push, in-app, SMS, and web—draws from that single, live view, keeping communication consistent and relevant.\"]}],[\"$\",\"p\",null,{\"children\":[\"Inside \",[\"$\",\"a\",null,{\"href\":\"https://www.braze.com/resources/webinars-and-events/canvas-flow-tool\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"Braze Canvas\"]}],\", marketers can design and automate journeys that adapt in the moment. As customers move through these paths, Braze synchronizes messages, timing, and creative so that experiences stay fluid and meaningful across channels.\"]}],[\"$\",\"p\",null,{\"children\":[[\"$\",\"a\",null,{\"href\":\"https://www.braze.com/product/brazeai-decisioning-studio\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"AI decisioning\"]}],\" enhances that process by analyzing performance and learning which combinations of message, timing, and channel perform best. Testing that once required manual setup now runs through autonomous decisioning agents, giving teams more time to focus on strategy and storytelling.\"]}],[\"$\",\"p\",null,{\"children\":[\"Cross-channel personalization through Braze helps brands build relationships that feel natural and continuous—bridging every moment of engagement into one connected customer experience.\"]}],[\"$\",\"div\",null,{\"id\":\"inspiration\"}],[\"$\",\"h2\",null,{\"id\":\"h-db6048718e73\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[\"Case studies and industry inspiration\"]}],[\"$\",\"p\",null,{\"children\":[\"Behind every strong personalization strategy is a story of experimentation, insight, and connection. The following examples show how brands in different industries are using Braze to turn data into customer relationships—balancing automation with empathy to create experiences that feel both personal and purposeful.\"]}],[\"$\",\"h3\",null,{\"id\":\"h-d5b7ac11934a\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Showmax: Dynamic content for subscriptions\"]}],[\"$\",\"p\",null,{\"children\":[[\"$\",\"a\",null,{\"href\":\"https://www.braze.com/customers/showmax-case-study\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"Showmax\"]}],\", a leading online video subscription service, wanted to stand out by tailoring both its content and its customer engagement to viewers across Africa. With movies and shows produced in Kenya and South Africa, and carried in languages like Afrikaans, Zulu, and Sesotho, personalization was a key part of the brand’s identity.\"]}],[\"$\",\"h4\",null,{\"id\":\"h-000fe5db27a2\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"The challenge\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Showmax needed a way to connect with users at every stage of the subscriber journey—whether they were on a free trial, actively watching, or had recently churned. The goal was to convert new users, keep current ones engaged, and win back those who’d left.\"]}],[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/7194d149c6690b1370d3ffe615b37bbe92bfc9b9-1200x600.jpg\",\"alt\":\"An iPhone displaying a Showmax email with a \\\"Code Black\\\" promotion, against an orange and pink gradient background.\",\"width\":800,\"height\":600,\"className\":\"w-auto max-w-full self-start overflow-hidden rounded-xl\",\"loading\":\"lazy\"}],[\"$\",\"h4\",null,{\"id\":\"h-4881f35f33e2\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"The strategy\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Using Braze, Showmax built a sophisticated segmentation system that drew on lifecycle stage, content preferences, and user behavior to deliver personalized, cross-channel messages. Emails, push notifications, and in-app messages worked together to reach each viewer with relevant prompts—like a reminder to add payment details, a show recommendation based on viewing history, or a nudge about a newly released title.\"]}],[\"$\",\"p\",null,{\"children\":[\"With over 600 metadata tags organizing content by genre, the team could match every message to individual tastes and activity, so each touchpoint felt connected and personal.\"]}],[\"$\",\"h4\",null,{\"id\":\"h-2478c9884dfe\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"The results\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Showmax’s approach transformed engagement:\"]}],[\"$\",\"ul\",null,{\"children\":[[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"204% increase in subscribers\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"37% lift in ROI\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"12% higher win-back rate\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"71% retention rate\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"19% activation of dormant viewers\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"4.4% conversion rate\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"39% of users highly engaged\"]}]]}],[\"$\",\"h3\",null,{\"id\":\"h-cc52138c5b93\",\"className\":\"my-4 text-gray-900\",\"children\":[\"Grubhub: Using personalized campaigns for retention\"]}],[\"$\",\"p\",null,{\"children\":[\"With over 300,000 restaurant partners in 4,000 U.S. cities, \",[\"$\",\"a\",null,{\"href\":\"https://www.braze.com/customers/grubhub-case-study\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"Grubhub\"]}],\" connects millions of diners to the meals they love. To strengthen that connection and celebrate loyalty, the brand wanted to create a campaign that would turn routine ordering data into something memorable. “Taste of 2020” was a personalized ‘year in review’ email that gave every diner a look back at their own food journey.\"]}],[\"$\",\"h4\",null,{\"id\":\"h-27c0c6368661\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"The challenge\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Grubhub’s marketing team wanted to inspire conversation and engagement around the brand. They needed a way to use their vast data set—spanning order frequency, restaurant types, and even tipping behavior—to deliver a personalized experience that felt fun, local, and relevant to each diner.\"]}],[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/22cd5cbd39554e8008f30a1f8ba51ee82d139d7f-1200x600.jpg\",\"alt\":\"Grubhub app screen displaying \\\"Kaitlyn's Taste of 2020: Your Year In Review\\\" with a milkshake icon, on an orange to pink gradient background.\",\"width\":800,\"height\":600,\"className\":\"w-auto max-w-full self-start overflow-hidden rounded-xl\",\"loading\":\"lazy\"}],[\"$\",\"h4\",null,{\"id\":\"h-19d862e985bc\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"The strategy\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Working with Braze, Grubhub built a fully dynamic email campaign powered by data from its own warehouse. Using the Braze API, the team pulled 32 custom attributes for each user—from favorite restaurants to total orders placed—and used Braze Content Blocks to modularize the design. Every element, from the color scheme to the header image, adapted automatically based on the diner’s data.\"]}],[\"$\",\"p\",null,{\"children\":[\"Liquid personalization made it possible to test and preview thousands of variations quickly, so the marketing team could confirm that every diner’s email displayed accurately and felt consistent with Grubhub’s tone. The campaign brought personality and delight to the inbox—transforming individual data into a playful snapshot of each customer’s year of dining.\"]}],[\"$\",\"h4\",null,{\"id\":\"h-8e3aaf51ec4c\",\"className\":\"my-4 text-gray-900\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"The results\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"The campaign delivered record-breaking engagement:\"]}],[\"$\",\"ul\",null,{\"children\":[[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"100% increase in social media mentions\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"18% lift in word-of-mouth referrals\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"By turning raw customer data into a celebration of real behavior, Grubhub strengthened its emotional connection with diners and sparked conversation across social channels. Personalization made people proud to share their Grubhub story.\"]}],[\"$\",\"$L36\",null,{\"_key\":\"0d45ee09e818\",\"_type\":\"ctaCard\",\"actions\":[{\"_key\":\"008e0142f967\",\"_type\":\"ctaAction\",\"actionType\":\"link\",\"buttonSize\":\"lg\",\"buttonStyle\":\"purple-button\",\"buttonText\":\"Connect with sales\",\"iconPosition\":\"trailing\",\"internalLink\":{\"blank\":false},\"link\":{\"blank\":false,\"href\":\"https://www.braze.com/get-started\"}}],\"heading\":\"Ready to get started?\",\"markDefs\":null}],[\"$\",\"div\",null,{\"id\":\"faqs\"}]]}],[\"$\",\"div\",null,{\"className\":\"space-y-6\",\"children\":[[\"$\",\"h2\",null,{\"id\":\"faq-accordion\",\"className\":\"mb-0 text-display-xs sm:text-display-sm font-bold\",\"children\":\"FAQs: eCommerce personalization for 2026 and beyond\"}],[\"$\",\"section\",null,{\"className\":\"bg-white rounded-xl shadow-xl shadow-purple-500/5 border border-purple-200 overflow-hidden\",\"aria-labelledby\":\"faq-accordion\",\"children\":[[\"$\",\"details\",null,{\"className\":\"group border-b border-purple-100 last:border-b-0 open:bg-purple-50/50 hover:bg-purple-50/50\",\"name\":\"faq-accordion\",\"children\":[[\"$\",\"summary\",null,{\"className\":\"flex items-center justify-between cursor-pointer list-none px-6 py-8 [\u0026::-webkit-details-marker]:hidden group-open:pb-4 transition-all !duration-300 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-purple-600 focus-visible:ring-offset-2\",\"aria-label\":\"What is AI-powered eCommerce personalization?\",\"children\":[[\"$\",\"span\",null,{\"className\":\"text-lg font-semibold text-gray-900 group-hover:text-purple-700\",\"children\":\"What is AI-powered eCommerce personalization?\"}],[\"$\",\"svg\",null,{\"width\":20,\"height\":20,\"role\":\"img\",\"aria-label\":\"chevron-down\",\"stroke\":\"currentColor\",\"className\":\"shrink-0 ml-4 text-purple-600 group-open:rotate-180 transition-transform !duration-300\",\"aria-hidden\":\"true\",\"children\":[\"$\",\"use\",null,{\"href\":\"/icons/sprites.svg#chevron-down\"}]}]]}],[\"$\",\"div\",null,{\"className\":\"px-6 pb-6\",\"children\":[\"$\",\"div\",null,{\"className\":\"text-base leading-relaxed text-gray-600\",\"children\":[[\"$\",\"p\",null,{\"children\":[\"AI-powered eCommerce personalization refers to the use of machine learning to tailor content, recommendations, timing, and channels in real time. 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