Hardware Matters: The DuckDB Performance Reality Across Platforms

DuckDB's cross-platform flexibility masks significant hardware-dependent performance variations that standard benchmarks often overlook. This pragmatic testing across different machines and storage types reveals how CPU architecture, memory bandwidth, and storage overhead directly impact real-world query performance—critical insights for teams designing data infrastructure. Understanding these hardware trade-offs helps engineers make informed database choices based on their actual environment rather than theoretical specifications.