A datastore is a central system that offers data in a consistent place and provides important context and metadata about the data. It allows data owners to publish their data through various methods like email submissions, file dropboxes, data proxies, or data replication. The document also discusses challenges around building and maintaining datastores, as well as opportunities for engaging communities around open data.