This session is repeated.Is stream processing the future? We think so — and we’re building it with you using the latest capabilities in Apache Spark™ Structured Streaming. If you're a power user, this session is for you: we’ll demo new advanced features, from state transformations to real-time mode. If you prefer simplicity, this session is also for you: we’ll show how Lakeflow Declarative Pipelines simplifies managing streaming pipelines. And if you’re somewhere in between, we’ve got you covered — we’ll explain when to use your own streaming jobs versus Lakeflow Declarative Pipelines.