SmarterCSV provides a convenient interface for reading and writing CSV files and data. Unlike traditional CSV parsing methods, SmarterCSV focuses on representing the data for each row as a Ruby hash, which lends itself perfectly for direct use with ActiveRecord, Sidekiq, and JSON stores such as S3. For large files it supports processing CSV data in chunks of array-of-hashes, which allows parallel or batch processing of the data.