Skip to Content
Learning Snowflake SQL and Scripting
book

Learning Snowflake SQL and Scripting

by Alan Beaulieu
October 2023
Beginner
398 pages
9h 36m
English
O'Reilly Media, Inc.
Content preview from Learning Snowflake SQL and Scripting

Chapter 18. Semistructured Data

Relational databases are adept at handling complex concepts and relationships, but not all data is easily expressed as rows and columns. Semistructured data formats such as XML, Parquet, Avro, and JSON allow for flexible data storage without the need to conform to a predefined schema. Unlike some database servers, where support for semistructured data was added as an afterthought, Snowflake’s architecture was designed from the very beginning to support both structured and semistructured data. This chapter will explore the creation, storage, and retrieval of JSON documents in Snowflake.

Generating JSON from Relational Data

JSON (JavaScript Object Notation) has evolved into the standard format for data interchange. It is easy for both humans and machines to read and write, and while similar to XML it is less verbose and thus more compact. JSON stores data as key-value pairs, so the data is self-describing and there is no need for an external schema. JSON documents can be generated from relational tables, stored in tables using the variant data type and queried using built-in functions such as flatten().

Let’s start by creating a JSON document from relational tables in Snowflake. There are many built-in functions available for generating XML or JSON documents, but Table 18-1 defines the functions that are used in this chapter.

Table 18-1. Commonly used JSON functions
object_construct() Returns a set of key-value pairs as type object 
array_agg() ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Advanced SQL

Advanced SQL

Rui Machado, Helder Russa, Pedro Esmeriz
Practical SQL

Practical SQL

Anthony DeBarros

Publisher Resources

ISBN: 9781098140311Errata Page