In dbt Labs' 2026 benchmark, a semantic layer lifted text-to-SQL accuracy to 98 to 100%. Compare Dremio, Snowflake Cortex Analyst, and the dbt Semantic Layer.
Learn how to build a real-time lakehouse with Apache Flink 2.1 and the Dynamic Iceberg Sink, covering schema evolution, exactly-once delivery, and compaction.
Policy as code for the lakehouse: OPA, ABAC, row filters, and column masks across Databricks, Snowflake Horizon, and BigQuery, plus CI/CD for your policies.
Apache Paimon uses LSM-Tree storage for native CDC upserts without restart. Learn when Paimon outperforms Iceberg for high-churn mutable streaming workloads.