for a Health & Fitness Mobile App Developer
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The client aimed to develop a robust AB testing framework to analyze and implement experiments based on Customer Lifetime Value (LTV), moving beyond the initial focus on Average Revenue Per User (ARPU) and Conversion Rate (CVR).
Initially, the client relied on Firebase for AB testing, which limited their testing capabilities. They needed a more sophisticated approach to evaluate long-term customer value and make data-driven decisions. The challenge was to develop a framework that incorporated both Frequentist and Bayesian testing methodologies, enabling a deeper understanding of customer behavior and app profitability.
We developed an A/B testing engine designed to handle high-traffic environments while optimizing for both binary and continuous target variables. By implementing this engine in real-time, we were able to significantly improve the entire A/B testing process for our client. The engine’s ability to operate under heavy load, combined with its flexibility in targeting different types of variables, resulted in more accurate and efficient test outcomes. This advancement not only streamlined the decision-making process but also provided our client with deeper insights and more actionable data, ultimately enhancing their overall testing strategy.
Developed in-house byย the client with guidance from Stellans, this served asย the main control center for the ABย testing system. Our team worked hand inย hand with the Client, offering valuable insights and recommendations toย optimize the functionality and usability ofย the Backend Admin Console.
A python-based solution hosted on AWS Fargate, using DynamoDB for storing AB testing statistics and advanced features like caching, load balancing, and real-time monitoring.
By utilizing Looker Studio and Google BigQuery, we created a dashboard that served as the primary platform for daily analysis of A/B test outcomes and realized results.
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Thank you for your interest in Stellanโs Data Services. After you fill out this form, one of our team members will get in touch with you at the requested time to discuss your tech initiative.
We canโt wait to deliver the best results to you!
Hello,
Thank you for your interest in Stellanโs Data Services. After you fill out this form, one of our team members will get in touch with you at the requested time to discuss your tech initiative.
We canโt wait to deliver the best results to you!
Hello,
Thank you for your interest in Stellanโs Data Services. After you fill out this form, one of our team members will get in touch with you at the requested time to discuss your tech initiative.
We canโt wait to deliver the best results to you!
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