Shielded blockchains like Penumbra provide privacy through the use of zero-knowledge proofs (ZKPs): actions that change the public chain state can be verified without providing the underlying private data.

Note: I wrote this blog for the Penumbra Labs site. Below is an abbreviated version. You can see the original post here.