Are you ready for Spark 4.0? We break down the latest Dataproc updates and explore BigQuery’s new ability to automatically generate embeddings and perform semantic searches. Plus, we cover the general availability of GKE Inference Gateway, AlloyDB query plan management, and essential security patches for your container-optimized OS nodes.