Book Image

Advanced Elasticsearch 7.0

By : Wai Tak Wong
Book Image

Advanced Elasticsearch 7.0

By: Wai Tak Wong

Overview of this book

Building enterprise-grade distributed applications and executing systematic search operations call for a strong understanding of Elasticsearch and expertise in using its core APIs and latest features. This book will help you master the advanced functionalities of Elasticsearch and understand how you can develop a sophisticated, real-time search engine confidently. In addition to this, you'll also learn to run machine learning jobs in Elasticsearch to speed up routine tasks. You'll get started by learning to use Elasticsearch features on Hadoop and Spark and make search results faster, thereby improving the speed of query results and enhancing the customer experience. You'll then get up to speed with performing analytics by building a metrics pipeline, defining queries, and using Kibana for intuitive visualizations that help provide decision-makers with better insights. The book will later guide you through using Logstash with examples to collect, parse, and enrich logs before indexing them in Elasticsearch. By the end of this book, you will have comprehensive knowledge of advanced topics such as Apache Spark support, machine learning using Elasticsearch and scikit-learn, and real-time analytics, along with the expertise you need to increase business productivity, perform analytics, and get the very best out of Elasticsearch.
Table of Contents (25 chapters)
Free Chapter
1
Section 1: Fundamentals and Core APIs
8
Section 2: Data Modeling, Aggregations Framework, Pipeline, and Data Analytics
13
Section 3: Programming with the Elasticsearch Client
16
Section 4: Elastic Stack
20
Section 5: Advanced Features

Migration from a multiple mapping types index

Mapping type will be deprecated in version 7.0.0 and will be removed in 8.0. Instead, only the default _doc mapping type is used. If you have an index with multiple mapping types for logical grouping documents, the reindex operation must be performed in order for each document to have no mapping type. Recall that Elasticsearch 7.0 does not launch on nodes with an index created prior to 6.0. Therefore, you must first upgrade the old version to 6.x first.

You may perform the reindex operation to remove multiple mapping types in 6.x. Then, you can upgrade to 7.0. Assume that there is one cf_etf index with three mapping types including nyse, nasdaq, and cboe. To remove the mapping types, you may create a new index for each mapping type. Let's use the same name of the mapping type to create the corresponding index. After the indices...