Book Image

Scalable Data Analytics with Azure Data Explorer

By : Jason Myerscough
Book Image

Scalable Data Analytics with Azure Data Explorer

By: Jason Myerscough

Overview of this book

Azure Data Explorer (ADX) enables developers and data scientists to make data-driven business decisions. This book will help you rapidly explore and query your data at scale and secure your ADX clusters. The book begins by introducing you to ADX, its architecture, core features, and benefits. You'll learn how to securely deploy ADX instances and navigate through the ADX Web UI, cover data ingestion, and discover how to query and visualize your data using the powerful Kusto Query Language (KQL). Next, you'll get to grips with KQL operators and functions to efficiently query and explore your data, as well as perform time series analysis and search for anomalies and trends in your data. As you progress through the chapters, you'll explore advanced ADX topics, including deploying your ADX instances using Infrastructure as Code (IaC). The book also shows you how to manage your cluster performance and monthly ADX costs by handling cluster scaling and data retention periods. Finally, you'll understand how to secure your ADX environment by restricting access with best practices for improving your KQL query performance. By the end of this Azure book, you'll be able to securely deploy your own ADX instance, ingest data from multiple sources, rapidly query your data, and produce reports with KQL and Power BI.
Table of Contents (18 chapters)
1
Section 1: Introduction to Azure Data Explorer
5
Section 2: Querying and Visualizing Your Data
11
Section 3: Advanced Azure Data Explorer Topics

Chapter 12: Cost Management in Azure Data Explorer

Azure provides access to a lot of powerful resources at the tips of our fingers—with a couple of clicks, you can have access to high-performing virtual machines (VMs), Structured Query Language (SQL) servers, and, of course, Azure Data Explorer (ADX). The problem is, if you do not pay close attention to your consumption, the cost can quickly grow, and you may end up with a huge bill at the end of the month. Luckily, Azure provides a couple of very useful features for managing your Azure costs.

In this chapter, we will begin by introducing scaling and how it relates to cost in Azure, then we will learn about the different ADX cluster stock-keeping units (SKUs) and how to select the correct SKU for your use case. We will then discuss ADX's scaling capabilities and what you should be aware of when using either manual or automatic scaling.

Next, we will introduce a useful Azure feature called Azure Advisor. It is, in...