Data Exploration and Preparation with BigQuery : A practical guide to cleaning, transforming, and analyzing data for business insights
Language: English
Published by Packt Publishing, 2023
- Softcover
- New

Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
£ 57.76
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Add to basketItem description from seller
nach der Bestellung gedruckt Neuware - Printed after ordering - Leverage BigQuery to understand and prepare your data to ensure that it's accurate, reliable, and ready for analysis and modelingKey FeaturesUse mock datasets to explore data with the BigQuery web UI, bq CLI, and BigQuery API in the Cloud consoleMaster optimization techniques for storage and query performance in BigQueryEngage with case studies on data exploration and preparation for advertising, transportation, and customer support dataPurchase of the print or Kindle book includes a free PDF Elektronisches BuchBook DescriptionData professionals encounter a multitude of challenges such as handling large volumes of data, dealing with data silos, and the lack of appropriate tools. Datasets often arrive in different conditions and formats, demanding considerable time from analysts, engineers, and scientists to process and uncover insights. The complexity of the data life cycle often hinders teams and organizations from extracting the desired value from their data assets. Data Exploration and Preparation with BigQuery offers a holistic solution to these challenges.The book begins with the basics of BigQuery while covering the fundamentals of data exploration and preparation. It then progresses to demonstrate how to use BigQuery for these tasks and explores the array of big data tools at your disposal within the Google Cloud ecosystem.The book doesn't merely offer theoretical insights; it's a hands-on companion that walks you through properly structuring your tables for query efficiency and ensures adherence to data preparation best practices. You'll also learn when to use Dataflow, BigQuery, and Dataprep for ETL and ELT workflows. The book will skillfully guide you through various case studies, demonstrating how BigQuery can be used to solve real-world data problems.By the end of this book, you'll have mastered the use of SQL to explore and prepare datasets in BigQuery, unlocking deeper insights from data.What you will learnAssess the quality of a dataset and learn best practices for data cleansingPrepare data for analysis, visualization, and machine learningExplore approaches to data visualization in BigQueryApply acquired knowledge to real-life scenarios and design patternsSet up and organize BigQuery resourcesUse SQL and other tools to navigate datasetsImplement best practices to query BigQuery datasetsGain proficiency in using data preparation tools, techniques, and strategiesWho this book is forThis book is for data analysts seeking to enhance their data exploration and preparation skills using BigQuery. It guides anyone using BigQuery as a data warehouse to extract business insights from large datasets. A basic understanding of SQL, reporting, data modeling, and transformations will assist with understanding the topics covered in this book.Table of ContentsIntroducing BigQuery and Its ComponentsBigQuery Organization and DesignExploring Data in BigQueryLoading and Transforming DataQuerying BigQuery DataExploring Data with Not Elektronisches BuchFurther Exploring and Visualizing DataAn Overview of Data Preparation ToolsCleansing and Transforming DataBest Practices for Data Preparation, Optimization, and Cost ControlHands-On Exercise - Analyzing Advertising DataHands-On Exercise Analyzing Transportation DataHands-On Exercise - Analyzing Customer Support DataSummary and Future Directions.…
Seller Inventory # 9781805125266
- Title
- Data Exploration and Preparation with BigQuery : A practical guide to cleaning, transforming, and analyzing data for business insights
- Author
- Mike Kahn
- Publisher
- Packt Publishing
- Publication year
- 2023
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 1805125265
- ISBN 13
- 9781805125266
- Item weight
- 500 grams
- Dimensions
- 235x191x14 mm
Learn to understand and prepare data using BigQuery to make your data accurate, reliable, and ready for analysis and modeling
Key Features
- Explore data with the BigQuery web UI, bq CLI, and BigQuery API in cloud console using mock dataset
- Optimizing storage and query performance techniques in BigQuery
- Case study on data exploration and preparation for advertising, transportation, and support data
Book Description
Data professionals today encounter challenges including handling large volumes of data, dealing with data silos, and lacking appropriate tools. Datasets often arrive in different conditions and formats, demanding considerable time from analysts, engineers, and scientists to process and uncover insights. The complexity of the data lifecycle often hinders teams and organizations from extracting the desired value from their data.
Data Exploration & Preparation with BigQuery will help in addressing these challenges. The book begins with the basics of BigQuery while covering the fundamentals of data exploration and preparation. The book then progresses to demonstrate how BigQuery can be used for data exploration and preparation and explain the various big data tools available on Google Cloud. The book will further teach you to properly shape your tables for query efficiency and best practices for data preparation. You will also learn about when to use Dataflow, BigQuery, and Dataprep for ETL. The book will give you a walkthrough of various case studies that demonstrate how BigQuery can be used to solve real-world data problems.
By the end of this book, Readers are expected to be able to use SQL to explore and prepare datasets in BigQuery to unlock insights from data.
What you will learn
- Assess the quality of a dataset and learn best practices for data cleansing
- Prepare data for data analysis, visualization, and for machine learning
- Approaches to visualize data in BigQuery
- Apply lessons learned with real-life scenarios and design pattern
- Setup and organize BigQuery resources
- Use SQL and other tools to explore datasets
- Best practices for querying BigQuery datasets
- Understand data preparation tools, techniques, and strategies
Who This Book Is For
This book is for data analysts who want to learn how to explore and prepare data using BigQuery. Readers are expected to have a basic understanding of SQL, reporting, data modeling, and transformations. Moreover, this is an excellent guide for anyone who plans on using BigQuery as a data warehouse to provide insights to their business from large data sets
Table of Contents
- BigQuery and Data Exploration and Preparation Introduction
- BigQuery Design and Organization
- Exploring Data in BigQuery
- Loading and Transforming Data
- Querying BigQuery Data
- Exploring Data with Notebooks
- Exploring and Visualizing Data
- Data Preparation Tools
- Cleansing and Transforming Data
- Data Preparation and Cost Control Best Practices
- End to End Use Case for Advertising Data
- End to End Use Case for Transportation Data
- End to End Use Case for Customer Support Data
- Summary of Key points, Future Directions, Resources
"Synopsis" may belong to another edition of this title.
About the Author
"About the title" may belong to another edition of this title.
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