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Columnar vs row-based databases explained

What is a columnar database? A one-minute guide to better query performance.

Zoe Steinkamp, a developer advocate at ClickHouse, sat down with the All Things Open team to discuss the advantages of open source databases, in particular, columnar ones. One of the key takeaways: Understanding the difference between columnar and row-based databases can significantly impact how efficiently you work with data.

This All Things Open short answers:

  • What’s the difference between columnar and row-based databases?
  • How does a columnar database work?
  • Why are columnar databases ideal for summarizing data?
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What is a columnar database?

A columnar database is a type of database optimized for reading and analyzing large volumes of data by storing it in columns instead of rows. Unlike traditional row-based databases that keep all the information for a single record together, like phone type, price, and order ID, a columnar database stores each field separately. This structure makes it much faster to run analytical queries, such as calculating the average phone price, because it can scan just the relevant column without loading unnecessary data.

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