Building a Leaderboard with Amazon Managed Service for Apache Flink

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Published Feb 20, 2025

Looking to level up your analytics? In this video, we’re diving into the fundamentals of streaming architecture, and how you can use Amazon Kinesis Data Streams for data ingestion. We’ll also cover gaming leaderboards as a use case, before walking you through how to set up the architecture and complete the data ingestion challenge in your own AWS account.

Please note deploying the infrastructure shown in this series will incur costs in your AWS account, so remember to stop all resources like Managed Flink Studio Notebooks when you’re not using them.

In this series, Anand Shah (Data Analytics and Streaming Specialist at AWS) will help you build a modern data streaming architecture for a real-time gaming leaderboard. This architecture includes data ingestion, real-time enrichment with database change data capture (CDC), data processing, as well as computing, storing and visualizing the results. You will also learn advanced streaming analytics techniques, such as the control channel
method for A/B testing, updating features and parameters with zero downtime, and how to handle late arrival of data. Anand will also talk you through the process of data de-duplication, as well as how you can store historical data for replay on-demand.