Article

6min read

Unify GA4 with BigQuery to Strengthen Experiments

In today’s digital landscape, data-driven choices are essential for staying competitive, with experimentation as a critical driver of innovation. To support this, we recently hosted a webinar with experts from Google Cloud and AdSwerve, focusing on how Google Analytics 4 (GA4) and BigQuery can enhance experimentation strategies. GA4 is essential for all marketing teams, providing advanced analytics that, when combined with BigQuery’s data consolidation capabilities, enables more effective testing, personalization, and digital optimization.

Meet the panel

Taige Eoff, Cloud Data AI Lead at Google, has been at Google for twelve years, leading data and AI initiatives for cloud marketing. Taige focuses on developing scalable solutions that support partners like AB Tasty and AdSwerve in optimizing digital experiences.

Alex Smolin, Senior Optimization Manager at AdSwerve, brings extensive experience in media, data, and technology. As a certified Google Premium Partner, AdSwerve provides data-driven brands with solutions ranging from A/B testing to advanced analytics.

Mary Kate, our roundtable host and Head of Growth Marketing for North America at AB Tasty, leads efforts to help companies create impactful digital experiences through AB Tasty’s suite of experimentation, personalization, product recommendations, and site search tools.

AB Tasty’s integration with GA4 & BigQuery

Connecting AB Tasty with GA4 gives marketing teams insights into visitor behavior through advanced analytics on CPA, conversion rate, bounce rate, SEO, and traffic. This integration allows teams to use data from either tool to measure the impact of experiments pre- and post-rollout, generating data-backed hypotheses and fostering innovation.

Google BigQuery, a fully managed cloud data warehouse solution, offers rapid data storage and analysis at scale. With its serverless, cost-effective structure, BigQuery allows businesses to analyze large datasets efficiently, making it easier to make well-informed decisions.

With Google BigQuery, users can effortlessly execute complex analytical SQL queries and leverage built-in machine-learning capabilities.

Why is data from GA4 foundational to any CRO program?

In experimentation, data is the catalyst that drives actionable insights. Data flows in from multiple sources, and businesses generate detailed reports by working with partners to integrate tracking and tagging. But the question then becomes: what comes next? That’s where experimentation enters. Using data from tools like GA4, teams can transform hypotheses into tests, uncovering which changes impact user engagement or conversions most effectively.

GA4’s role extends further by providing a consistent framework for testing across platforms. When integrated with BigQuery, GA4 allows teams to cross-reference test outcomes with other data points, revealing not just what worked but why it worked. As Alex noted, “We gather good data, run good tests, and then verify results across disparate sources like BigQuery to see if what we tested had the expected downstream impact.”

Data accessibility and agility are also important. Trends evolve quickly, with viral content or market shifts requiring rapid adaptability. “Having partners like Google, with all data in one place, and a platform like AB Tasty, where experiments can be quickly set up, is essential for staying competitive” Alex emphasized.

“Having partners like Google, with all data in one place, and a platform like AB Tasty, where experiments can be quickly set up, is essential for staying competitive.”

Alex Smolin, Senior Manager Optimization at Adswerve

How BigQuery powers scalable experimentation

With the growing volume of data, businesses need a way to consolidate and interpret it to drive impactful decisions. BigQuery, as Taige explained, is a robust cloud warehouse that streamlines data for meaningful insights, making it a key player in the experimentation ecosystem.

“Think of BigQuery as a filing cabinet for your organized data,” Taige noted. By consolidating disparate data sources, teams can create a unified view that informs testing and optimization efforts. Through this approach, tools like GA4 and BigQuery enable accurate decision-making that scales with the business. With BigQuery as the backbone, AB Tasty and AdSwerve can build on this structure to optimize user experiences through precise experimentation.

Beyond just data storage, BigQuery integrates with various Google Cloud tools and supports a wide range of use cases—from standard reporting to advanced machine learning. For marketers, this means fewer technical bottlenecks and quicker access to the data needed to stay agile. As Taige explained, “You may not need deep technical skills to access BigQuery’s benefits; the right partnerships and data structure can give you a powerful, accessible foundation.”

Leveraging BigQuery’s built-in AI and machine learning models

BigQuery offers an array of AI models for specific use cases—from translation and personalization to customer segmentation. These models add value by automating processes, such as localization or customer behavior prediction, allowing for smoother, more targeted marketing.

BigQuery’s flexibility means that companies can incorporate custom or third-party models, ensuring compatibility with a variety of AI solutions. This adaptability helps organizations innovate and iterate on experimentation programs, expanding what they can achieve with data.

Simplifying data access for marketing efficiency

For marketing teams, BigQuery’s role as a centralized data hub allows seamless data consolidation from platforms like Google Ads, Salesforce, and GA4. This integration ensures that marketers aren’t slowed down by fragmented data sources, freeing them to focus on insights and execution. As Taige highlighted, “The peace of mind that BigQuery provides comes from knowing that all data is consolidated and accessible, allowing teams to be nimble and creative.”

With BigQuery, marketers can view performance metrics, analyze customer journeys, and refine strategies—all within a unified environment. This lets teams optimize campaigns in real time as new data insights emerge.

Next-Generation capabilities enabled by Google Cloud

Looking ahead, digital  is paving the way for more advanced experimentation capabilities.  The conversation shifts to AI and machine learning, bringing new opportunities for personalization and optimization. As Mary Kate pointed out, while AI-driven insights can revolutionize customer experiences, many brands are still years away from realizing the full potential of these tools.

True value will come not from adopting every new tool but from understanding the foundational data supporting AI and asking the right questions about how these technologies can serve customer needs. Taige added, “If you don’t have a data strategy, you won’t have an AI strategy.” While AI amplifies data power, it requires organized, high-quality data to work effectively.

By consolidating and centralizing data through BigQuery, teams gain real-time insights and can make informed decisions. This data foundation enables the current wave of omnichannel strategies and sets the stage for future AI applications. Businesses that adopt this holistic approach—consolidating data, optimizing channels, and preparing teams for AI—will unlock new experimentation opportunities and drive impactful customer experiences.

With GA4 and BigQuery, businesses have the tools to streamline data consolidation and power next-generation experimentation. Ready to join your data and experimentation? Discover how AB Tasty can help bring data-driven optimization to life.

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Article

7min read

Winning Big During the E-Commerce Holiday Season: Strategies and Insights

As we approach the most lucrative time of the year for e-commerce—Black Friday, Cyber Monday, and the broader holiday season—businesses are laser-focused on maximizing their revenue potential. The stakes are high and the competition is fierce, but with the right strategies you can set your brand apart and significantly boost your bottom line. In this blog, we’ll dive into some key tactics for winning big during the holiday season which can all be found in our 30 Tests for Black Friday e-book.

Understanding the E-Commerce Landscape During the Holidays

The holiday season, particularly around Black Friday and Cyber Monday, represents a critical period for e-commerce businesses. Last year alone, consumers spent over $9 billion on Black Friday. With more and more customers shopping online, the opportunity for e-commerce businesses to capture market share is immense.

However, this opportunity comes with challenges. The influx of traffic can strain your website, and the sheer number of competitors vying for attention can make it difficult to stand out. That’s where a well-designed strategy comes into play.

Prioritize Website Performance and Reliability

One of the first steps to ensure a successful holiday season is to prepare your website for the surge in traffic. Testing your website load is crucial. Even a one-second delay in page load time can lead to a 6% reduction in conversions.

Start by simulating high traffic volumes to identify potential bottlenecks. Optimize your servers, compress images, and streamline your code to ensure your website can handle the holiday rush. Remember, a smooth user experience is non-negotiable.

Craft Compelling and Urgent CTAs

The holiday season is all about urgency. Limited-time offers, countdowns, and exclusive deals create a sense of urgency that drives conversions. We can’t emphasize enough the importance of A/B testing your calls-to-action (CTAs) to find the most effective wording, design, and placement.

Experiment with phrases like “Limited Time Offer,” “Exclusive Black Friday Deal,” or “Shop Now Before It’s Gone.” The goal is to create a sense of FOMO (Fear of Missing Out) that compels customers to take immediate action. A/B testing here is an ideal way to help you find the messaging that works best for your audience.

Personalization is Key

Consumers expect a personalized shopping experience, especially during the holidays. Tailoring your content and offers to individual users can significantly increase engagement and conversions. Use previous interactions, browsing behavior, and purchase history data to deliver personalized recommendations and offers.

For example, if a customer frequently purchases tech gadgets, highlight your latest electronics deals in your email campaigns and on-site recommendations. We strongly advocate using dynamic content that changes based on user behavior, ensuring that each visitor sees the most relevant offers.

Optimize Your Mobile Experience

With more than half of all e-commerce transactions now happening on mobile devices, optimizing your mobile experience is no longer optional—it’s essential. A seamless mobile experience can differentiate between a sale and an abandoned cart.

Ensure your website is responsive, with easy navigation, fast load times, and simplified checkout processes. Test your mobile site thoroughly, focusing on the user experience from landing to checkout. Our mobile-first world demands a smooth mobile experience, so it’s crucial to run mobile-specific A/B tests to identify and fix any friction points.

Leverage Social Proof

Social proof is a powerful tool in the e-commerce arsenal, particularly during the holiday season. Customer reviews, ratings, and user-generated content can significantly influence purchasing decisions.

Consider showcasing recent customer reviews on your product pages or adding a “Trending Now” section highlighting popular items. Social proof can increase trust and encourage hesitant shoppers to make a purchase.

Experiment with Pricing Strategies

Pricing plays a crucial role in holiday season sales. Dynamic pricing, flash sales, and bundling products are just a few strategies that can entice customers to buy more. Running A/B tests on pricing strategies can help you determine what resonates most with your audience.

For instance, you might test a “Buy One, Get One Free” offer against a “25% Off” deal to see which drives more conversions. The key is to stay flexible and willing to experiment until you find the ideal message for your audience.

Use Email Marketing to Drive Conversions

Email marketing remains one of the most effective channels for driving holiday sales. A well-crafted email campaign can keep your brand top-of-mind and encourage repeat purchases. Segment your email list to target different customer groups with personalized offers.

You can test subject lines, send times, email content, and more to optimize open rates and conversions. Consider sending reminder emails for abandoned carts and exclusive early access deals to your most loyal customers.

Streamline Your Checkout Process

Cart abandonment is a major challenge during the holiday season, with many shoppers dropping off at the checkout stage. To combat this, ensure your checkout process is as smooth and simple as possible.

Minimize the number of steps required to complete a purchase, offer multiple payment options, and provide clear shipping information. Test options like a one-click checkout option to see if it reduces cart abandonment rates.

Invest in Retargeting Campaigns

Retargeting is a powerful way to re-engage visitors who have shown interest in your products but haven’t yet made a purchase. During the holiday season, retargeting can help you recover lost sales and boost your conversion rates.

Set up retargeting campaigns that display personalized ads to users who have visited your site or abandoned their carts. Timing is so important when it comes to retargeting—start your campaigns early and increase frequency as the holidays approach.

Offer Free Shipping and Easy Returns

Shipping costs and return policies can make or break a sale, especially during the holidays. Offering free shipping can be a strong incentive for customers to complete their purchases. Likewise, a hassle-free return policy can reduce the perceived risk of buying online.

We suggest promoting these benefits prominently on your website and in your marketing materials. Consider running tests to see how different shipping and return options impact conversion rates. Another great option is to test using a progress bar to encourage larger orders in exchange for free shipping.

Plan for Post-Holiday Retention

While the holiday season is a prime time for acquisition, it’s also an opportunity to focus on retention. Customers acquired during this period can become repeat buyers if nurtured correctly.

Post-holiday, consider running loyalty programs, offering exclusive discounts for future purchases, and sending personalized thank-you emails. Maintaining engagement with your customers beyond the holiday season will build long-term loyalty.

Conclusion: Prepare, Test, and Optimize

The e-commerce holiday season is a marathon, not a sprint. To truly win big, it’s crucial to prepare in advance, test rigorously, and optimize continuously. By implementing the strategies outlined in this blog—and leveraging the proven tests from AB Tasty’s 30 Tests for Black Friday—you can position your business for success during the most critical time of the year.

Remember, the key to a successful holiday season lies in your ability to adapt and respond to the ever-changing needs of your customers. Stay agile, keep testing, and make data-driven decisions to maximize your holiday sales.