The blog post explains the wheel (.whl) format, which is the standard binary package format for Python, discussing its advantages over source distributions (sdist) by eliminating the need for compilation or running setup scripts during installation. It highlights the importance and efficiency of using wheels in the Python packaging ecosystem as defined by PEP 427.