Yes, reliable data ingestion often involves Kafka, which can feel complex. An alternative is the transactional COPY INTO approach used by platforms like Snowfla

Yes, reliable data ingestion often involves Kafka, which can feel complex. An alternative is the transactional COPY INTO approach used by platforms like Snowflake and Databend. This command supports "exactly-once" ingestion, ensuring data is fully loaded or not at all, without requiring message queues or extra infrastructure. https://docs.databend.com/sql/sql-commands/dml/dml-copy-into-table#copyoptions https://docs.databend.com/sql/sql-commands/dml/dml-copy-into...