The document discusses the challenges of querying a distributed relational database management system (RDBMS), highlighting issues such as aggregation, distinctive values, joins, and sub-queries. It suggests that careful data arrangement across partitions and understanding query nature can help mitigate these challenges. Scalebase provides tools for intelligent data distribution to improve the functionality and scalability of distributed databases.