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always-on AI agents</span></div></a></li><li><a class="nav-item flex gap-3" href="/product/reporting-analytics"><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="presentation-chart-01"><use href="/icons/sprites.svg#presentation-chart-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">Reporting & Analytics</span><span class="text-sm font-normal text-gray-600">Analyze performance & uncover insights</span></div></a></li></ul></div></div></div><div class="nav-dropdown__right-section relative py-8 xl:pl-8 xl:w-3/5 before:bg-gray-50 before:absolute before:z-0 before:top-0 before:w-screen before:h-full before:left-1/2 before:-translate-x-1/2 xl:before:left-0 xl:before:transform-none"><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">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 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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" 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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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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":"Is It Really Marketi...","item":"https://www.braze.com/resources/articles/marketing-automation-streaming-data"}]}</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">Is It Really Marketing Automation Without Streaming Data?</h1><p class="flex gap-3 text-xs font-extrabold text-white"><span>Published on June 19, 2020</span><span>/</span><span>Last edited on June 19, 2020</span><span>/</span><span>8<!-- --> min read</span></p></div><div class="shrink-0 grow basis-0"><img alt="Is It Really Marketing Automation Without Streaming Data?" 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%2F13b6e2e404cb1e91e4a72998ae8004bad02b5662-1400x700.png&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F13b6e2e404cb1e91e4a72998ae8004bad02b5662-1400x700.png&w=1200&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F13b6e2e404cb1e91e4a72998ae8004bad02b5662-1400x700.png&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 width="24" height="24" 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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%2F7169cec744775a452979e476154dc3ee2dcf9fc1-400x400.jpg&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F7169cec744775a452979e476154dc3ee2dcf9fc1-400x400.jpg&w=384&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F7169cec744775a452979e476154dc3ee2dcf9fc1-400x400.jpg&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">Todd Grennan</h6><div class="hidden min-h-[30px] border-r-2 border-gray-300 bg-gray-300 sm:block "></div><span class="text-md text-gray-900">Content Production Principal, Content Marketing at Braze</span></div></div></div><div class="flex flex-col gap-6"><p>For modern marketing, speed is essential.</p><p>We’ve come a long way from the days when a single television commercial or a procession of roadside billboards could speak to a brand’s audience in one go. Technology has made it possible for brands to speak directly with their customers across a range of <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources reports-and-guides: /brilliant-experiences-channel-by-channel" href="/resources/reports-and-guides/brilliant-experiences-channel-by-channel">different channels</a>—and it’s also allowed consumers to engage with the brands they love across a <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /how-are-you-connected-to-your-customers" href="/resources/articles/how-are-you-connected-to-your-customers">variety of devices and digital platforms</a> where and when the mood strikes them.</p><p>But while most of today’s marketing, growth, and engagement teams understand the need to speak to their customers in the moment (and to do it in a <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /the-emotional-moments-that-drive-customer-engagement-infographic" href="/resources/articles/the-emotional-moments-that-drive-customer-engagement-infographic">thoughtful, time-sensitive manner</a>), many of them aren’t currently set up to make that vision a reality. To reach a global customer base effectively, brands need a customer engagement platform that allows them to simplify and automate the process of sending in-the-moment campaigns using <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /marketing-automation" href="/resources/articles/marketing-automation">marketing automation capabilities</a>.</p><p>If marketing automation features are the engine for effective customer engagement, an ongoing stream of meaningful, real-time customer data is the fuel that engine runs on.</p><h2 id="h-ccd4c5477290" class="my-4 text-gray-900 lg:text-display-lg"><strong>Understanding the Value of Marketing Automation</strong></h2><p>Modern brands send their customers billions of emails, push notifications, and other messages, many of them individually targeted, personalized, or otherwise customized. That’s only possible thanks to modern customer engagement platforms, which use digital marketing automation tools to reduce the amount of manual work needed to carry out these essential (but time-consuming) marketing activities.</p><img alt="image" 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%2Fbc06e2fb6faacff5105b08807258ac55fc031e2c-1120x605.png&w=828&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fbc06e2fb6faacff5105b08807258ac55fc031e2c-1120x605.png&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fbc06e2fb6faacff5105b08807258ac55fc031e2c-1120x605.png&w=1920&q=75"/><p>Imagine you’re a marketer looking to send a push notification personalized with customer names to a customer base of 1 million people. Without marketing automation, you’d have to go through each one of those million messages and manually put in each customer’s first name, resulting in a campaign that might not be able to go out for weeks or months. But with marketing automation, you could use <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources reports-and-guides: /inside-personalization-guide" href="/resources/reports-and-guides/inside-personalization-guide">personalization tools</a> to automatically pull in each recipient’s first name and insert it into the correct part of each message—making it possible to send the campaign in a matter of minutes, rather than weeks or months.</p><p>When your brand is leveraging marketing automation capabilities effectively, it’s possible to deliver the kind of high-touch, seamless customer experiences that today’s consumer craves. From promotional messages with product recommendations based on past purchases to responsive outreach that informs when there’s been a change to an order they’ve placed, these messages don’t just add value—they make for a more thoughtful, more impactful relationship between a brand and its customers.</p><p>But none of that is possible without up-to-date data.</p><h2 id="h-e00d5b4e8668" class="my-4 text-gray-900 lg:text-display-lg"><strong>In-The-Moment Data: Why It Matters for Marketing Automation</strong></h2><p>Effective customer engagement is built on data—but while it’s an article of faith among marketers that data is important, lots of brands fail to gather, manage, understand, and act on the information they have available.</p><p>When brands have their data house in order, it’s possible to use the information at their disposal to customize and optimize nearly every aspect of the messaging experience—from copy and visuals to message cadence and frequency—and beyond. But, by the same token, brands that aren’t <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /how-to-build-a-data-collection-strategy" href="/resources/articles/how-to-build-a-data-collection-strategy">collecting the right data</a> (or aren’t <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources videos: /whats-data-agility-anyway" href="/resources/videos/whats-data-agility-anyway">managing it effectively</a> once they collect it) will find themselves serving up <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /broken-brilliant-customer-experiences-part-1" href="/resources/articles/broken-brilliant-customer-experiences-part-1">broken, frustrating experiences</a> to their customers, no matter how hard they try to make things right.</p><p>And while data is a key resource for your marketing efforts, it’s not a timeless one. When it comes to <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /first-party-data-gdpr-adtech-martech" href="/resources/articles/first-party-data-gdpr-adtech-martech">first-party customer data</a>, which is often the most valuable type for marketing programs, the value of that information will begin to degrade the instant that it’s collected, giving brands with the ability to quickly take action on it a major competitive advantage. After all, if a user signals that they’re interested in buying a pair of shoes (for instance, by placing that item in a digital shopping cart), a message encouraging them to finish that transaction that arrives ten minutes later is far more likely to result in a purchase than one sent a week later, when they may well have already bought shoes from another company.</p><p>If your data is current, your customer engagement platform’s marketing automation tools can use it to power all sorts of relevant experiences. On the other hand, since <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /marketing-automation-customer-engagement" href="/resources/articles/marketing-automation-customer-engagement">all the different automated processes</a> that make up marketing automation are informed by data, you’re creating a giant, unruly robot of a marketing strategy that you may not be able to fully understand or control if that data is inaccurate or out-of-date</p><h2 id="h-3b9aca247810" class="my-4 text-gray-900 lg:text-display-lg"><strong>In-The-Moment Data Management: Batch Vs. Streaming Data</strong></h2><p>Your brand’s ability to provide timely experiences in your customer engagement efforts often comes down to the way that your systems process data. If your customer engagement technology ecosystem is built on streaming data, you’re set up for success; if, on the other hand, it leverages a batch approach, you’re likely to struggle.</p><p>What’s the difference between batch data and streaming data? This can be a difficult distinction for some marketers to grasp, in part because batch processing has been around longer and is what most markets are familiar with. Under this approach, your customer engagement platform processes data by bundling information into discrete units known as “windows.” Because these windows are processed on time-based schedules (for instance, every 24 hours) or when a given batch of data accumulated (e.g. this window is processed when it hits X amount of information), they make it possible for information to flow between systems without constant human interaction. However, they also ensure that the information that’s being shared is rarely being shared in the moment.</p><p>Data streaming is different. Instead of processing data only when a specific time or threshold is hit, data streaming engines process each unit of data individually, allowing for ongoing, in the moment flows of information across different systems. It’s the difference between a long-distance bus that waits for all the passengers to file on before leaving and a taxi stand where each car leaves based on the arrival of a new customer.</p><h2 id="h-db90af62d7fd" class="my-4 text-gray-900 lg:text-display-lg"><strong>How Streaming Data Supports Effective Marketing Automation</strong></h2><p>For marketers used to a batch approach to data management, it can be hard to picture what data streaming can look like in practice. Thankfully, we happen to have an exemplar on hand—Braze!</p><p>Imagine that your brand is looking to send a big promotional campaign to customers on Black Friday to let them know about the deals that you’re offering. You could send a generic promotional message—but then you remember that <a href="https://www.forbes.com/sites/daviddoty/2019/08/13/a-reality-check-on-advertising-relevancy-and-personalization/" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">90% of today’s consumers</a> are annoyed when they receive irrelevant messages and that personalization initiatives see <a href="https://www.prnewswire.com/news-releases/only-40-of-personalized-messages-feel-personal-periscope-by-mckinseys-consumer-research-across-us-uk-germany-and-france-reveals-682148461.html" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">10-30% higher revenue</a> on average. If you send a personalized promotional campaign using a customer engagement system based on batched data, you run the risk that recent changes in consumer preferences in behavior might not be reflected, leading you to pitch products that recipients may no longer be interested in.</p><img alt="With Connected Content, you can spotlight a user’s last-browsed item in real-time messages" 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%2F89b5873d81e6c5a0f970f581472f469c6b56c4da-1120x605.png&w=828&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F89b5873d81e6c5a0f970f581472f469c6b56c4da-1120x605.png&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F89b5873d81e6c5a0f970f581472f469c6b56c4da-1120x605.png&w=1920&q=75"/><p>With Braze, however, you can take advantage of the platform’s <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /connected-content-for-personalization" href="/resources/articles/connected-content-for-personalization">Connected Content</a> feature, which allows brands to dynamically pull in information from first- and third-party sources to enrich or customize their outreach. With this approach, you’d automatically pull in the products that each customer has looked at most recently on your app or website, data that’s easily captured with <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /what-is-an-sdk-overview" href="/resources/articles/what-is-an-sdk-overview">Braze SDKs</a>, and seamlessly insert it into each email or push notification at the instant that it’s sent. That’s a smart, more thoughtful, more relevant way to speak to your customers. And it wouldn’t be possible without a customer engagement platform based on streaming data.</p><p>This approach can result in more effective campaigns and stronger customer relationships. <a href="/resources/articles/empathy-at-scale-by-the-numbers-how-the-right-technology-can-power-true-brand-humanity" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">Braze research</a> has found that using marketing automation tools like Liquid personalization drive a 1.7X lift in unique click rates for marketing emails, with 1.3X and 1.5X higher open rates for iOS and Android push, respectively. With streaming data and the right marketing automation tools, you can painlessly optimize your marketing campaigns and provide better customer experiences across the board.</p><h2 id="h-f74cf5251304" class="my-4 text-gray-900 lg:text-display-lg"><strong>Final Thoughts</strong></h2><p>Great marketing today depends on data, technology, and teamwork. Marketing automation tools have made it possible for brands to grow and serve massive global audiences in scalable, sustainable ways—but these tools can undermine your customer engagement efforts if the data they’re leveraged isn’t being updated in a timely, ongoing basis. By embracing streaming data, brands can support better outcomes for their marketing campaigns and their customers alike.</p><p>To learn more about how the Braze platform handles data and supports brilliant customer experiences, check out our <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources reports-and-guides: /vertical-stack-roundup" href="/resources/reports-and-guides/vertical-stack-roundup">exclusive video series</a> exploring the modern vertical engagement stack.</p></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 Data Agility tag" href="/search?resource=Article&topic=Data 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2026</span></div></a></li><li class="row-start-1 row-span-3"><a class="block overflow-hidden rounded-xl bg-gray-50 dark:bg-white text-gray-900 hover:text-primary-700 shadow-xl dark:shadow-none hover:shadow-2xl h-full" href="/resources/articles/braze-data-platform-2025-scale"><div class="w-full overflow-hidden rounded-xl 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 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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 type="application/ld+json">{"@context":"https://schema.org","@type":"BlogPosting","mainEntityOfPage":{"@type":"WebPage","url":"https://www.braze.com/resources/articles/marketing-automation-streaming-data"},"headline":"Is It Really Marketing Automation Without Streaming Data?","description":"If marketing automation features are the engine for effective customer engagement, an ongoing stream of meaningful, real-time customer data is the fuel that engine runs on. Here's how to make that happen.","datePublished":"2020-06-19T13:30:00-04:00","dateModified":"2025-04-22T16:24:10Z","image":"https://cdn.sanity.io/images/b7pblshe/marketing-prod/13b6e2e404cb1e91e4a72998ae8004bad02b5662-1400x700.png","publisher":{"@context":"https://schema.org","@type":"Organization","name":"Braze","url":"https://www.braze.com","logo":{"@type":"ImageObject","url":"https://www.braze.com/images/logo-lg.svg"}},"author":[{"@type":"Person","name":"Todd Grennan"}],"url":"https://www.braze.com/resources/articles/marketing-automation-streaming-data"}</script></main><footer class="bg-gradient-to-b from-transparent to-rgba"><div class="container flex flex-col items-start gap-10 px-8 py-24 md:px-24"><div class="flex flex-col items-start gap-6"><div class="text-[24px] font-extrabold leading-[110%] tracking-[-0.96px] text-gray-900 sm:text-[48px]"><p>Braze.<br/>Be Absolutely<br/>Engaging.™</p></div><div class="flex flex-row items-end gap-6"><a 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Technology has made it possible for brands to speak directly with their customers across a range of \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/reports-and-guides/brilliant-experiences-channel-by-channel\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources reports-and-guides: /brilliant-experiences-channel-by-channel\",\"children\":[\"different channels\"]}],\"—and it’s also allowed consumers to engage with the brands they love across a \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/how-are-you-connected-to-your-customers\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /how-are-you-connected-to-your-customers\",\"children\":[\"variety of devices and digital platforms\"]}],\" where and when the mood strikes them.\"]}],[\"$\",\"p\",null,{\"children\":[\"But while most of today’s marketing, growth, and engagement teams understand the need to speak to their customers in the moment (and to do it in a \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/the-emotional-moments-that-drive-customer-engagement-infographic\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /the-emotional-moments-that-drive-customer-engagement-infographic\",\"children\":[\"thoughtful, time-sensitive manner\"]}],\"), many of them aren’t currently set up to make that vision a reality. To reach a global customer base effectively, brands need a customer engagement platform that allows them to simplify and automate the process of sending in-the-moment campaigns using \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/marketing-automation\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /marketing-automation\",\"children\":[\"marketing automation capabilities\"]}],\".\"]}],[\"$\",\"p\",null,{\"children\":[\"If marketing automation features are the engine for effective customer engagement, an ongoing stream of meaningful, real-time customer data is the fuel that engine runs on.\"]}],[\"$\",\"h2\",null,{\"id\":\"h-ccd4c5477290\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Understanding the Value of Marketing Automation\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Modern brands send their customers billions of emails, push notifications, and other messages, many of them individually targeted, personalized, or otherwise customized. That’s only possible thanks to modern customer engagement platforms, which use digital marketing automation tools to reduce the amount of manual work needed to carry out these essential (but time-consuming) marketing activities.\"]}],[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/bc06e2fb6faacff5105b08807258ac55fc031e2c-1120x605.png\",\"alt\":\"image\",\"width\":800,\"height\":600,\"className\":\"w-auto max-w-full self-start overflow-hidden rounded-xl\",\"loading\":\"lazy\"}],[\"$\",\"p\",null,{\"children\":[\"Imagine you’re a marketer looking to send a push notification personalized with customer names to a customer base of 1 million people. Without marketing automation, you’d have to go through each one of those million messages and manually put in each customer’s first name, resulting in a campaign that might not be able to go out for weeks or months. But with marketing automation, you could use \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/reports-and-guides/inside-personalization-guide\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources reports-and-guides: /inside-personalization-guide\",\"children\":[\"personalization tools\"]}],\" to automatically pull in each recipient’s first name and insert it into the correct part of each message—making it possible to send the campaign in a matter of minutes, rather than weeks or months.\"]}],[\"$\",\"p\",null,{\"children\":[\"When your brand is leveraging marketing automation capabilities effectively, it’s possible to deliver the kind of high-touch, seamless customer experiences that today’s consumer craves. From promotional messages with product recommendations based on past purchases to responsive outreach that informs when there’s been a change to an order they’ve placed, these messages don’t just add value—they make for a more thoughtful, more impactful relationship between a brand and its customers.\"]}],[\"$\",\"p\",null,{\"children\":[\"But none of that is possible without up-to-date data.\"]}],[\"$\",\"h2\",null,{\"id\":\"h-e00d5b4e8668\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"In-The-Moment Data: Why It Matters for Marketing Automation\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Effective customer engagement is built on data—but while it’s an article of faith among marketers that data is important, lots of brands fail to gather, manage, understand, and act on the information they have available.\"]}],[\"$\",\"p\",null,{\"children\":[\"When brands have their data house in order, it’s possible to use the information at their disposal to customize and optimize nearly every aspect of the messaging experience—from copy and visuals to message cadence and frequency—and beyond. But, by the same token, brands that aren’t \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/how-to-build-a-data-collection-strategy\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /how-to-build-a-data-collection-strategy\",\"children\":[\"collecting the right data\"]}],\" (or aren’t \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/videos/whats-data-agility-anyway\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources videos: /whats-data-agility-anyway\",\"children\":[\"managing it effectively\"]}],\" once they collect it) will find themselves serving up \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/broken-brilliant-customer-experiences-part-1\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /broken-brilliant-customer-experiences-part-1\",\"children\":[\"broken, frustrating experiences\"]}],\" to their customers, no matter how hard they try to make things right.\"]}],[\"$\",\"p\",null,{\"children\":[\"And while data is a key resource for your marketing efforts, it’s not a timeless one. When it comes to \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/first-party-data-gdpr-adtech-martech\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /first-party-data-gdpr-adtech-martech\",\"children\":[\"first-party customer data\"]}],\", which is often the most valuable type for marketing programs, the value of that information will begin to degrade the instant that it’s collected, giving brands with the ability to quickly take action on it a major competitive advantage. After all, if a user signals that they’re interested in buying a pair of shoes (for instance, by placing that item in a digital shopping cart), a message encouraging them to finish that transaction that arrives ten minutes later is far more likely to result in a purchase than one sent a week later, when they may well have already bought shoes from another company.\"]}],[\"$\",\"p\",null,{\"children\":[\"If your data is current, your customer engagement platform’s marketing automation tools can use it to power all sorts of relevant experiences. On the other hand, since \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/marketing-automation-customer-engagement\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /marketing-automation-customer-engagement\",\"children\":[\"all the different automated processes\"]}],\" that make up marketing automation are informed by data, you’re creating a giant, unruly robot of a marketing strategy that you may not be able to fully understand or control if that data is inaccurate or out-of-date\"]}],[\"$\",\"h2\",null,{\"id\":\"h-3b9aca247810\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"In-The-Moment Data Management: Batch Vs. Streaming Data\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Your brand’s ability to provide timely experiences in your customer engagement efforts often comes down to the way that your systems process data. If your customer engagement technology ecosystem is built on streaming data, you’re set up for success; if, on the other hand, it leverages a batch approach, you’re likely to struggle.\"]}],[\"$\",\"p\",null,{\"children\":[\"What’s the difference between batch data and streaming data? This can be a difficult distinction for some marketers to grasp, in part because batch processing has been around longer and is what most markets are familiar with. Under this approach, your customer engagement platform processes data by bundling information into discrete units known as “windows.” Because these windows are processed on time-based schedules (for instance, every 24 hours) or when a given batch of data accumulated (e.g. this window is processed when it hits X amount of information), they make it possible for information to flow between systems without constant human interaction. However, they also ensure that the information that’s being shared is rarely being shared in the moment.\"]}],[\"$\",\"p\",null,{\"children\":[\"Data streaming is different. Instead of processing data only when a specific time or threshold is hit, data streaming engines process each unit of data individually, allowing for ongoing, in the moment flows of information across different systems. It’s the difference between a long-distance bus that waits for all the passengers to file on before leaving and a taxi stand where each car leaves based on the arrival of a new customer.\"]}],[\"$\",\"h2\",null,{\"id\":\"h-db90af62d7fd\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"How Streaming Data Supports Effective Marketing Automation\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"For marketers used to a batch approach to data management, it can be hard to picture what data streaming can look like in practice. Thankfully, we happen to have an exemplar on hand—Braze!\"]}],[\"$\",\"p\",null,{\"children\":[\"Imagine that your brand is looking to send a big promotional campaign to customers on Black Friday to let them know about the deals that you’re offering. You could send a generic promotional message—but then you remember that \",[\"$\",\"a\",null,{\"href\":\"https://www.forbes.com/sites/daviddoty/2019/08/13/a-reality-check-on-advertising-relevancy-and-personalization/\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"90% of today’s consumers\"]}],\" are annoyed when they receive irrelevant messages and that personalization initiatives see \",[\"$\",\"a\",null,{\"href\":\"https://www.prnewswire.com/news-releases/only-40-of-personalized-messages-feel-personal-periscope-by-mckinseys-consumer-research-across-us-uk-germany-and-france-reveals-682148461.html\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"10-30% higher revenue\"]}],\" on average. If you send a personalized promotional campaign using a customer engagement system based on batched data, you run the risk that recent changes in consumer preferences in behavior might not be reflected, leading you to pitch products that recipients may no longer be interested in.\"]}],[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/89b5873d81e6c5a0f970f581472f469c6b56c4da-1120x605.png\",\"alt\":\"With Connected Content, you can spotlight a user’s last-browsed item in real-time messages\",\"width\":800,\"height\":600,\"className\":\"w-auto max-w-full self-start overflow-hidden rounded-xl\",\"loading\":\"lazy\"}],[\"$\",\"p\",null,{\"children\":[\"With Braze, however, you can take advantage of the platform’s \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/connected-content-for-personalization\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /connected-content-for-personalization\",\"children\":[\"Connected Content\"]}],\" feature, which allows brands to dynamically pull in information from first- and third-party sources to enrich or customize their outreach. With this approach, you’d automatically pull in the products that each customer has looked at most recently on your app or website, data that’s easily captured with \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/what-is-an-sdk-overview\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /what-is-an-sdk-overview\",\"children\":[\"Braze SDKs\"]}],\", and seamlessly insert it into each email or push notification at the instant that it’s sent. That’s a smart, more thoughtful, more relevant way to speak to your customers. And it wouldn’t be possible without a customer engagement platform based on streaming data.\"]}],[\"$\",\"p\",null,{\"children\":[\"This approach can result in more effective campaigns and stronger customer relationships. \",[\"$\",\"a\",null,{\"href\":\"/resources/articles/empathy-at-scale-by-the-numbers-how-the-right-technology-can-power-true-brand-humanity\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"Braze research\"]}],\" has found that using marketing automation tools like Liquid personalization drive a 1.7X lift in unique click rates for marketing emails, with 1.3X and 1.5X higher open rates for iOS and Android push, respectively. With streaming data and the right marketing automation tools, you can painlessly optimize your marketing campaigns and provide better customer experiences across the board.\"]}],[\"$\",\"h2\",null,{\"id\":\"h-f74cf5251304\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Final Thoughts\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Great marketing today depends on data, technology, and teamwork. Marketing automation tools have made it possible for brands to grow and serve massive global audiences in scalable, sustainable ways—but these tools can undermine your customer engagement efforts if the data they’re leveraged isn’t being updated in a timely, ongoing basis. By embracing streaming data, brands can support better outcomes for their marketing campaigns and their customers alike.\"]}],[\"$\",\"p\",null,{\"children\":[\"To learn more about how the Braze platform handles data and supports brilliant customer experiences, check out our \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/reports-and-guides/vertical-stack-roundup\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources reports-and-guides: /vertical-stack-roundup\",\"children\":[\"exclusive video series\"]}],\" exploring the modern vertical engagement stack.\"]}]]}],null]}],[\"$\",\"div\",null,{\"className\":\"flex w-full shrink-0 grow-0 basis-full flex-col gap-8 md:w-[280px] md:basis-[280px]\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-5\",\"children\":[[\"$\",\"h6\",null,{\"className\":\"text-sm uppercase 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