Batch-processing daily files is no longer enough for modern real-time decision-making. I design and build robust, automated data pipelines using Snowpark Python, Snowflake Streams & Tasks, and event-driven architecture. Whether you are streaming telemetry data, syncing transactional databases, or merging multi-source JSON feeds, I ensure your pipelines run continuously and handle failures gracefully.