After careful consideration, we have made the decision to discontinue HAQM Kinesis Data Analytics for SQL applications effective January 27, 2026. We recommend that you use HAQM Managed Service for Apache Flink Studio or HAQM Managed Service for Apache Flink. HAQM Managed Service for Apache Flink Studio combines ease of use with advanced analytical capabilities, enabling you to build stream processing applications in minutes. You can find code and architecture examples to help you move your Kinesis Data Analytics for SQL workloads to HAQM Managed Service for Apache Flink Studio in our documentation.