9 min read
DuckDB: The Fastest Way to Build Local Data Pipelines in 2026
Why DuckDB replaced pandas in many pipelines: query Parquet and CSV files directly with SQL, at speeds that embarrass much bigger tools.
- duckdb
- sql
- python
Topic
3 posts ·view all posts
Why DuckDB replaced pandas in many pipelines: query Parquet and CSV files directly with SQL, at speeds that embarrass much bigger tools.
Real timings and costs comparing single-node DuckDB against a Spark cluster, and why the crossover point is decided by shuffle volume rather than raw data size.
Where DuckDB belongs in a real pipeline, how far out-of-core execution gets you on one machine, and the concurrency and memory walls that decide when to stop.