A Column-Family Store is a type of NoSQL database that organizes data into columns and groups them into column families, rather than traditional row-oriented databases. This approach allows for optimized read and write operations, especially for datasets with a large amount of sparse data. It is particularly well-suited for handling distributed datasets across many servers, often used in applications requiring high scalability and availability. Apache Cassandra is a popular example of a column-family store.