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One common issue encountered when attempting to update pip packages is version conflicts between different packages. This can arise when a package requires a specific version of another package that is not compatible with the current version already installed, or when updating one package results in the installation of a newer, incompatible version of another package. Another issue can be network connectivity or server errors, which can prevent pip from downloading or installing packages.