This blog post compares three tools (uv, pixi, and conda) for managing native dependencies in scientific Python projects, providing insights on which tool to use depending on the package repository—PyPI or conda-forge. It details the capabilities and limitations of each tool, particularly focusing on installation options and native dependencies.