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Is Spark Overkill for Most Pipelines? The Rise of DuckDB and Polars

October 22, 2026 by Nikhil Aggarwal
Is Spark overkill for most pipelines? The rise of DuckDB and Polars

Spark’s fixed costs dominate small jobs. How DuckDB, Polars and Spark itself changed in 2026, with independent benchmarks, real AWS and Databricks prices, and where Spark is not overkill.

Categories Apache Spark Tags apache spark, cost optimization, data engineering, Databricks, duckdb, polars, spark alternatives

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