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97 Things Every Data Engineer Should Know
book

97 Things Every Data Engineer Should Know

by Tobias Macey
June 2021
Intermediate to advanced
264 pages
7h 19m
English
O'Reilly Media, Inc.
Audiobook available
Content preview from 97 Things Every Data Engineer Should Know

Chapter 42. Learn to Use a NoSQL Database, but Not like an RDBMS

Kirk Kirkconnell

It keeps happening: I keep reading posts or talking to people who are having problems with NoSQL databases, and so many times they blame the tool. NoSQL databases may no longer be the new kid on the block, but many people still seem to misunderstand when and why to use them.

I am speaking primarily of data modeling with NoSQL databases, especially when it comes to JSON document, wide column, and key/value types of databases. Some people still try to use them just as they did an RDBMS, but perhaps worse. They create a schema in the NoSQL database that is like a relational schema, and then perform what I would call a “naive migration” or “naive database schema.” Then they use it as a dumping ground for data, hoping to make sense of it by using a query language to work through the data. At that point, they wonder why the NoSQL database does not perform or scale well, or gets too expensive.

If you are performing these naive actions, you, too, are most likely failing to understand what these NoSQL databases are optimized for, the trade-offs you are making, the power they bring to the party, and how best to model data for easy access.

NoSQL databases perform and scale best when your schema is designed to model the application’s access patterns, the frequency with which those patterns are called, and the ...

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Publisher Resources

ISBN: 9781492062400Errata Page