Blockchain: what is it good for? is a sober essay that separates the hype from the technology. I like its sober approach. It distills blockchain into its fundamental function, a way to distribute state across a system.
This IBM article explains the difference between public and private blockchains. Essentially it comes down to who is allowed to participate. One such private blockchain is Hyperledger.