Double Trouble: A Tale of Scaling, Migrating, and Database Retuning

The post shares a detailed journey of scaling, migrating, and retuning a database system used for a URL shortening service. Initially reliant on vertical scaling with Aerospike, the team at AppsFlyer faced escalating costs and outdated technology, leading them to migrate to DynamoDB. They experienced issues such as throttling errors, necessitating further migration and structural changes. Key takeaways emphasize understanding data patterns, ensuring flexibility for future migrations, anticipating costs, balancing debugging capabilities with constraints, and embracing change.