Converged Analytics: The End of the Hidden Tax on Every Decision
The Hidden Tax on Every Data Decision Your Company Makes — And How to End It. The hidden cost of running Databricks or Snowflake alongside your operational database isn’t the subscription — it’s every pipeline, sync job, and data engineer-hour spent moving information between systems that were never designed to talk to each other natively. This whitepaper names that cost directly and shows how a converged data architecture cuts total cost of ownership by 58% while finally giving AI agents the real-time, governed data they need to act on. It lays out how to match the engine to the workload without ever changing how you query — ClickHouse for real-time queries, WarehousePG for petabyte-scale analytics, or NVIDIA Spark RAPIDS for GPU-accelerated performance up to 99x faster — all reading from the same governed, zero-ETL Iceberg foundation. This is the download for a platform architect who’s tired of maintaining a fragile web of integrations just to keep Databricks, Snowflake, and their operational database in sync, and who wants the case for consolidation in a document they can bring to their own leadership.
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