If you need fast reads and writes, I recommend you use HBase instead. Store the json in a table column. You can create a hive table on top of the hbase table at any point using the hive hbase serde. All is included in your HDP stack.
Using HDFS for fast reads/writes is setting yourself up for failure. Use the correct tool based on your use case.