Columnar storage

Columnar Storage: Definition, Benefits, and Use Cases

Columnar storage is a database storage technique that stores data in columns rather than rows. Unlike traditional row-based storage, columnar storage stores the values of each column together, making it more efficient for analytical queries.

Benefits of Columnar Storage

Faster Query Performance

Columnar storage is ideal for analytical queries that require aggregating data across many rows. Because each column is stored together, the database can read only the columns that are needed for the query, rather than scanning entire rows. This makes analytical queries much faster than traditional row-based storage.

Better Compression

Columnar storage is also more compressible than row-based storage. Because similar values are stored together, the database can use compression algorithms that take advantage of this similarity to reduce the amount of storage required.

Reduced I/O

Because columnar storage only reads the columns that are needed for a query, it can reduce the amount of I/O required to access data. This can be especially beneficial for large data sets that are stored on disk.

Use Cases for Columnar Storage

Business Intelligence

Columnar storage is ideal for business intelligence (BI) applications that require fast querying of large data sets. BI queries often require aggregating data across many rows, which makes columnar storage a good fit.

Data Warehousing

Data warehouses are designed to support analytical queries, making columnar storage a natural fit. By storing data in columns, data warehouses can provide faster query performance and better compression than traditional row-based storage.

Scientific Computing

Scientific computing applications often involve large data sets that require complex queries. Columnar storage can improve query performance and reduce I/O, making it a good choice for scientific computing applications.

Columnar Storage in Apache Parquet Columnar Storage in Apache Arrow Columnar Storage in Amazon Redshift