Purva Desai builds high-reliability data ecosystems for distributed operations, transforming fragmented pipelines into scalable, observability-driven platforms. From cutting analytics latency by 60% to reducing defects by 30% with unsupervised learning, her work fuses automation, trust, and real-world engineering impact across critical industrial systems.