This document discusses how NoSQL databases provide an alternative to traditional RDBMS for handling large datasets. It outlines the challenges of scaling relational databases and how NoSQL databases address issues of scalability, availability and speed through approaches like horizontal scaling, eventual consistency and schema flexibility. The document categorizes common NoSQL databases like key-value stores, document databases, graph databases and columnar databases and provides examples like MongoDB, Cassandra and Neo4j. While NoSQL databases are better suited to certain big data problems, the document also notes some limitations of NoSQL compared to SQL.