Pipedrive doesn't have a separate desktop app, and can only be used online within a web browser.
However, both the Pipedrive iOS and Android mobile apps allow for working offline.

Any changes made without an internet connection to the mobile apps will be updated in the Pipedrive database once you have connected to the internet again.