Geocodio migrated their request logging system from MariaDB with deprecated TokuDB to ClickHouse Cloud after hitting performance issues at billions of monthly requests. The solution involved introducing Kafka for event streaming and Vector for batch processing, moving from individual row inserts to batched inserts of 30k-50k records. The migration strategy used feature flags to run both systems in parallel, enabling zero-downtime validation before fully switching over.