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Deep dive: How Lightning Engine delivers 4.9x faster Apache Spark performance

calendar_today June 10, 2026 person Newton Alex domain google-cloud

From foundational ETL and analytics to the frontier of generative AI, Apache Spark serves as the architectural backbone for global data processing. However, as data volumes scale, the trade-off between performance and infrastructure costs can be a limiting factor for growth. In the agentic era, where autonomous agents can trigger thousands of concurrent, multi-hop queries, this performance bottleneck directly dictates your unit economics.

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