The document discusses new features in Apache Hadoop Common and HDFS for version 3.0. Key updates include upgrading the minimum Java version to Java 8, improving dependency management, adding a new Azure Data Lake Storage connector, and introducing erasure coding in HDFS to improve storage efficiency. Erasure coding in HDFS phase 1 allows for striping of small blocks and parallel writes/reads while trading off higher network usage compared to replication.