Common mistakes to avoid when performing pipe pressure drop calculations include neglecting minor losses, using incorrect fluid properties, and failing to account for pipe roughness. Additionally, using oversimplified equations or assumptions can lead to inaccurate results. It is essential to carefully consider all the factors that affect pressure drop and to use accurate and reliable equations and data to ensure accurate results.