How cross-device tracking helps drive growth for your business
Today’s customer experience is increasingly a multi-device experience—just as the average US household is now a multi-device household, with 17 internet-connected devices.
Any single customer journey can be fragmented across a wide range of touchpoints, including (but not limited to) desktop and laptop computer devices, smartphones, smart watches, smart TVs, and tablets.
For customers, this is highly convenient—but it presents a highly inconvenient challenge for businesses: serving customers the seamless, cohesive, and consistent experiences they expect, whatever device or devices they’re using, 100% of the time.
Meeting that challenge is why it’s essential for every digital business to implement cross-device tracking—and get it right. This article should help you do exactly that.
You’ll find out:
What cross-device tracking is
What the benefits of cross-device tracking are
How cross-device tracking can be used across 5 key industries
What a cross-device tracking solution should let you do
How Heap enables cross-device and cross-platform tracking to help you drive retention, conversion, and growth for your business
What is cross-device tracking and how does it work?
Cross-device tracking uses sophisticated attribution technology to track individual user’s journeys across multiple devices.
By connecting data from different devices with the help of identifiers (such as unique device IDs, cookies, or login information) you can establish a unique user identification, measure a user’s behavior, and tailor your customer experience to the user and the device they’re using.
For example, a smartphone user might see an advert for a product on Instagram while they’re out and about. They then Google that product (still on smartphone) without investigating further. Later on, they use their laptop internet browser to find out more about the product and purchase it.
Cross-device tracking links all these actions together, identifying them as belonging to the same user.
And once your business knows this, you can start asking questions like:
How and where are users switching devices?
Which activities do they do on mobile vs. web?
How many browsing sessions typically lead to conversion?
What are the main paths users take to conversion?
Where are users dropping off, and how can we improve engagement?
What behavioral trends should we focus on?
Which devices and touchpoints contribute most to conversions?
What are some cross-device tracking methods?
First of all: forget about cookies. Thanks to evolving privacy regulations and changes in browser policies (such as Safari’s Intelligent Tracking Prevention (ITP) and Chrome’s phasing out of third-party cookies), traditional cookie-based tracking is becoming less effective.
With cookies crumbling fast, businesses instead need to rely on a combination of different cross-device tracking methods to get a comprehensive view of user journeys.
Deterministic cross-device tracking
Deterministic tracking uses unique identifiers to link devices, which usually means logins.
For example, you might log into a streaming app on your smartphone, then later that day log into it via your smart TV. Deterministic tracking will link those logins and identify you as the same user.
Strengths and weaknesses
👍 Because deterministic tracking can tell you for certain which user is which, you can use it to carry out highly accurate personalization, at scale.
👎 On the downside, deterministic tracking only works for tracking past customers and registered users. You can’t use it to understand the behavior of users on your website or app who haven’t been there before, or haven’t logged in. And that’s a lot of users.
Probabilistic cross-device tracking
Probabilistic tracking looks for patterns in anonymized data to make an educated guess about if it’s the same person using different devices.
Data points probabilistic tracking might use include:
Device type, such as smartphone, tablet, computer, smart device
Browser type and version
Operating system, such as iOS or Android
IP address
Location data, city or region
Time of activity, when the device is used
Browsing behavior, such as visited websites or actions taken
Strengths and weaknesses
👍 You can use probabilistic tracking to track all those users that deterministic tracking can’t— namely, users who haven’t logged in or created an account yet.
👎The achilles heel of this method? Accuracy. Given the sophistication of data science (AI) today, probabilistic tracking can be very accurate, but never 100% accurate.
A hybrid approach to cross-device tracking
Since both deterministic and probabilistic tracking have strengths and weaknesses, it’s advisable to rely on a hybrid approach that uses both. This combination of cross-device tracking methods is exactly what Heap by Contentsquare provides.
Cross-device tracking vs. cross-platform tracking: what’s the difference?
These terms are often used interchangeably, but there is a difference.
While cross-device tracking follows users across different pieces of hardware, cross-platform tracking follows user interactions across different types of software.
To use an example, smartphone users might browse your company’s website and use your company’s app. Cross-platform tracking will track users' in-browser and in-app behavior and tell you when they moved from one to the other—and cross-device tracking will follow them if they transfer from smartphone to a computer or tablet to carry on their journey.
With Heap by Contentsquare you get both cross-device and cross-platform tracking, which means you have complete visibility into your user journeys whatever device or platform they’re using.
The use of data science in cross-device tracking
As in every other area of technology, data science algorithms are becoming increasingly important in cross-device tracking.
Algorithms can analyze huge amounts of user behavior data at high speed to make predictive recommendations and decisions that you can then use to tailor your digital experiences.
For example, data science analysis might predict where customers are most likely to engage with content, analyzing previous interactions to serve the most effective ads on the most effective device—which will help maximize their chance of converting.
The benefits of cross-device tracking
Fundamentally, cross-device tracking gives you a more complete view of your customer journeys and, therefore, of your customers. The more you know about your customers, the better equipped you are to meet their needs.
Understanding how users are interacting with your product across a range of devices lets you create more personalized and targeted experiences and campaigns, which in turn will help you avoid wasted marketing spend and missed engagement opportunities.
Improved user experience
Having visibility into your multi-device journeys helps you improve the user experience in a multitude of ways, including
Smoother transitions: cross-device tracking lets you see where transitions between devices are causing friction and where to remove friction to create a more seamless experience
Consistent messaging: by understanding your user journey, you can create a contextually relevant messaging flow—delivering messages at the right time and on the right device (this also helps make the journey seamless)
Getting rid of duplication: knowing which users are using multiple devices, and how far down the funnel they are, helps you avoid bombarding them with the same adverts repeatedly
Accurately measure marketing attribution and smarter budget allocation
Cross-device tracking enables marketers to accurately credit which interactions on each device and channel influenced conversion.
This means you can improve return on investment (ROI) by allocating your budget more effectively, directing funds to the highest performing devices/channels. You’ll also be able to measure your customers true lifetime value (LTV).
More effective personalization and targeting
Cross-device tracking helps businesses serve the right content on the right device at the right time.
For example, when a user browses a product on mobile but completes the purchase on desktop, tracking this behavior enables customized retargeting.
Privacy-friendly tracking
As third-party cookies are phased out, AI-driven cross-device tracking helps businesses maintain accurate insights while respecting privacy regulations.
Cross-device tracking use cases
Cross-device tracking benefits businesses across various industries by enabling seamless multi-device user experiences, optimizing marketing efforts, and improving customer retention.
Here are 5 key industries that can benefit from cross-device tracking, and 2 example use cases for each.
These industry-specific use cases showcase how cross-device tracking enhances customer experiences, improves attribution, and optimizes engagement.
eCommerce and Retail
1. Multi-device shopping behavior analysis
Scenario: a customer browses products on mobile during the day but completes the purchase on a desktop at night.
Cross-device tracking links these interactions, allowing you to attribute the conversion accurately and personalize follow-ups.
2. Abandoned cart recovery across devices
Scenario: a user adds an item to their cart on mobile but doesn’t complete the purchase.
Cross device tracking enables them to later receive a personalized reminder on their desktop or app, prompting them to finalize the transaction.
Software as a Service (SaaS) and B2B software
1. Cross device free trial conversions
Scenario: a potential customer signs up for a free trial on desktop but later accesses the product on their mobile device.
Cross device tracking helps your sales teams identify this engaged user and optimize trial-to-paid conversion strategies.
2. Multi-device user engagement tracking
Scenario: a team starts using a SaaS product on their work desktop but later collaborates on a mobile app.
Cross device tracking lets your product teams understand how and where users switch devices so they can enhance the omnichannel experience.
Financial Services and Banking
1. Seamless account management
Scenario: a user checks their account balance on mobile, then applies for a loan on a desktop website.
Cross-device tracking ensures a smooth transition without requiring redundant logins or re-entering information.
2. Fraud detection and security monitoring
Scenario: a customer logs into their banking app on multiple devices, from different locations, within a short period.
Cross-device tracking can flag this sort of suspicious activity and trigger security measures.
Healthcare and Telemedicine
1. Unified patient portal access
Scenario: a patient books an appointment on their desktop but later checks their lab results on mobile.
Cross-device tracking ensures all interactions are logged in a single patient record for a seamless experience.
2. Remote consultation continuity
Scenario: a patient starts a telehealth appointment on a laptop but moves to a phone due to connection issues.
Cross-device tracking enables you to track session continuity, helping maintain a smooth virtual healthcare experience.
Travel and Hospitality
1. Multi-device trip planning and booking
Scenario: a traveler searches for flights on their phone but completes the booking on a laptop.
Cross-device tracking connects these interactions, enabling targeted promotions, such as seat upgrades or travel insurance.
2. Seamless hotel check-in experience
Scenario: a guest books a hotel room on desktop but later checks in with a mobile app.
Cross-device tracking ensures the reservation data is accessible across platforms, streamlining the check-in process.
Cross-device tracking solution must-haves
A best-in-class cross-device tracking solution needs to go beyond simple event tracking.
It must seamlessly unify user interactions across multiple devices while ensuring accurate insights, actionable analytics, and privacy compliance.
Here’s a checklist of capabilities that your tracking solution should feature:
Unified identity resolution: combines deterministic and probabilistic tracking methods to identify users across devices
Automated data collection and cross-device matching: removes the need for manual tagging (which is time consuming and error prone) by capturing user behavior across all devices with minimal setup
Funnels and journey mapping: lets you visualize journey maps and conversion funnels across multiple devices and pinpoint friction points
Experience analytics and behavioral insights: gives you investigative tools like session replay and heatmaps to understand user behavior
Data science for smarter insights: gives you the ability to surface trends and behavioral patterns without the need for manual data analysis, and to provide predictive insights
Track marketing attribution and performance tracking: gives you a clear picture of which devices are contributing to a conversion, your return on ad spend (ROAS) and customers’ true LTV
Privacy and compliance built in: allowing teams to adjust content settings easily
Introducing Heap by Contentsquares cross-device tracking
Heap uses deterministic and probabilistic tracking to allow businesses to merge user identities across multiple sessions and platforms—ensuring extremely accurate multi-device analysis.
What’s more, Heap enables cross-platform tracking, letting you track behavior across web browsers, mobile browsers and apps, and third-party tools.
Heap empowers businesses to:
Automatically capture user behavior across devices without manual event setup
Unify customer journeys using both deterministic (login-based) and probabilistic (pattern-based) tracking
Gain deeper insights through session replays, heatmaps, and funnel analysis
Optimize user experience by identifying friction points in multi-device interactions
Enhance marketing attribution by accurately crediting conversions across touchpoints
Ensure data privacy compliance with built-in GDPR, CCPA, and security tools
This enables businesses to improve engagement, increase conversions, and make data-driven decisions based on a holistic view of customer behavior across devices.
Heap makes capturing, tracking, and upgrading your user journeys easy.
Want to see how? Request a demo today.
Now, let’s take a look at some of those capabilities in a little more detail.
Autocapture cross-platform data
With a single snippet of code (or SDK on mobile apps), Heap will autocapture every view, click, swipe, tap, scroll, and form fill on your desktop website and mobile website and app. It works on web, iOS, Android, and over a dozen third-party applications.
You can also use custom APIs to capture additional data about your user interactions and manage identities across sessions and devices.
And thanks to Heap’s data management features, it’s easy to keep data from all platforms consistent and flexible. You can combine cross-platform events with a click of a button, modify any event (even from the past), and resolve identities.
Plus, with Heap Connect, you can easily send behavioral data to your cloud data warehouse to blend it with other business intelligence (BI) data. Our managed extract, transform, load (ETL) process automatically integrates with Redshift, bigQuery, Snowflake, and S3.
Access high-level insights with ease—and go deeper with experience analytics
Everyone in your business can easily access behavioral insights with Heap’s customizable dashboards and charts. These charts are easily shared via link or email, empowering you to align teams around core metrics and insights.
And if you need to dig deeper into your behavioral data, Heap makes that easy too.
Use Session Replay to watch sessions from the point of view of your users and uncover the ‘why’ behind their behavior. Or use Heatmaps to see, at a glance, what elements of your pages users are (or aren’t) engaging with.
Analyze and optimize your cross device journeys
With Journeys, you can build visual maps of every path your users take through your product—regardless of whatever device (or devices) they’re using.
You can easily see which journeys are working best, where friction is causing drop offs (for example, in transitions between devices)—and then use Session Replay to understand why certain paths are, or aren’t, working.
Understand what’s driving conversion across multiple touchpoints
Heap lets you conduct funnel analysis to understand what’s driving and impeding conversion.
You can build conversion funnels based on key steps that span devices and channels, such as:
Saw a product advertised on your mobile app
Explored the product on mobile web browser
Logged into your website on desktop browser
Added product to cart on desktop browser
Heap’s data science will tell you what actions users performed both at and in-between those steps, so you can determine precisely what’s encouraging them to move forward and what’s causing them to drop off.
And because Heap tracks which devices and channels in a journey contribute to conversion, it enables multi-touch attribution, and provides accurate ROAS and LTV insights.
Get data-science insights and assistance
Given the sheer complexity of the cross-device and cross-platform journey, your team’s going to need some data science assistance to benefit from insights.
Heap Illuminate adds a data science layer to the Heap platform, and it’s got you covered. It automatically surfaces key insights from your journeys to help you optimize every journey across any device.
Privacy as a policy
With Heap, you can easily configure data collection settings with no-code privacy controls to ensure your cross-device tracking doesn’t fall out of compliance.
Heap supports compliance with state and international data privacy regulations, such as GDPR and CCPA, while meeting stringent internal protection requirements. And because the platform doesn’t rely on third-party cookies, it’s futureproof.
Heap’s suite of privacy and security tools (including Managed SCIM and Audit Logs work for global enterprises and single person start-ups) are designed to be usable without writing a single line of code.
And because you shouldn’t have to pay extra for standard privacy and security, all Heap customers have access to single sign-on (SSO).
Google Analytics 4 (GA4) vs. Heap for cross-device tracking
You might be wondering why you should use Heap when GA4 is already out there.
But while GA4 is useful, its tracking is limited to Google’s ecosystem and relies on users opting into Google Signals, which mightn’t provide a complete view of customer journeys across all platforms and devices.
Here’s a direct GA4 and Heap comparison:
Automatic data capture
✅ Yes (auto capture)
No (requires manual event setup)
Deterministic and probabilistic tracking
✅ Yes (combines both for better accuracy)
⚠️ Partial (User-ID and Google Signals, requires consent)
Multi-channel tracking
✅ Yes (web, mobile, third-party tools)
⚠️ Primarily web and app
Journey Mapping & Funnels
✅ Yes (built-in, no manual tagging)
Limited (needs setup)
Session Replay and Heatmaps
✅ Yes (integrated)
No (requires third-party tools)
How to get started with Heap’s cross-device tracking in 6 easy steps
Cross-device tracking is easy with Heap. To get started, follow these simple steps.
1. Install Heap across all platforms
Web integration: follow the Web installation guide to add the Heap JavaScript snippet to your website.
Mobile integration: use the iOS and Android quickstart guides to incorporate Heap's SDKs into your mobile applications.
Cross-platform frameworks: refer to the React Native, Flutter, and Xamarin quickstart guides for applications built with these frameworks.
2. Identify users consistently
Implement the heap.identify() API as detailed in the Track user identity guide to assign unique identifiers to users across devices.
3. Utilize automatic data capture and custom events
Heap's autocapture feature records user interactions without manual configuration. For specific events, implement the heap.track() API as described in the Manually track events documentation.
4. Implement cross-domain tracking (if applicable)
Configure cross-domain tracking to maintain unified user profiles across multiple domains. Detailed steps are available in the Track user identity guide.
5. Ensure privacy compliance
Adhere to data protection regulations by implementing user consent mechanisms and data anonymization. Refer to the Data Privacy section on the Heap Help Center for comprehensive guidelines.
6. Validate and test the implementation:
After setup, test the tracking to ensure data accuracy. This Best practices for cross-platform analysis article provides insights into verifying session unification and event tracking across devices.
By following the resources in the above steps, you can successfully set up Heap's cross-device tracking to gain a comprehensive understanding of user behavior across platforms.
Start your cross-device tracking journey today
If you want to learn more about how Heap can help you track and optimize your user journeys across every device and channel, sign up for a free trial today.
About Heap by Contentsquare
Heap by Contentsquare is a leader in Product Analytics. Heap's low-code, easy-to-use digital analytics software illuminates key digital behaviors and pinpoints valuable quantitative and qualitative insights so teams can quickly act with confidence and create the best possible digital experiences. Over 1000 businesses trust Heap to increase revenue, improve conversion, accelerate decision-making, and drive business impact at scale. Heap is backed by leading tech investors, including Menlo Ventures, NewView Capital, Goldman Sachs Asset Management and DCP, among others. For more information, visit https://www.heap.io/
FAQs about cross-device tracking
Cross-device tracking is the practice of monitoring and collecting data about a user's activities across multiple devices,such as smartphones, tablets, laptops, or desktop computers).
Using sophisticated attribution technology, cross-device tracking establishes unique user identifications so you can track and analyze the same user’s behavior across any device they use.
Cross-device tracking gives you more visibility of user journeys and users. Benefits of cross-device tracking include
Understanding more about your customers’ preferences and behaviors
Improving the user experience across and between devices
Ensuring consistent and relevant messaging across the entire user experience
More effective personalization and targeting
Accurate measurement of marketing attribution and smarter budget allocation
Say a customer visits your website using their laptop, spots a product they want to buy, but decides to think about it first and leaves the website. Later that day, they’re on the move and visit your website via their smartphone to look at the product again.
Cross-device tracking enables you to link together these 2 actions, identify (with high probability) that it’s the same customer, and know that they have a high intention of purchasing but are hesitant, so you can serve them a promotional offer to encourage them to add the product to their cart.
Getting started is easy
Interested in a demo of Heap’s Product Analytics platform? We’d love to chat with you!