To transfer data from Apache Kafka to Apache Iceberg, various options exist, including Apache Flink SQL, Kafka Connect, and Confluent's Tableflow. Each method has its own strengths and considerations, such as data structure, existing deployment preferences, and the number of Kafka topics involved, guiding users in selecting the most suitable solution for their specific use case.