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Key benefits

Use mock datasets to explore data with the BigQuery web UI, bq CLI, and BigQuery API in the Cloud console

Master optimization techniques for storage and query performance in BigQuery

Engage with case studies on data exploration and preparation for advertising, transportation, and customer support data

Purchase of the print or Kindle book includes a free PDF eBook

Description

Data 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 learn

Assess the quality of a dataset and learn best practices for data cleansing Prepare data for analysis, visualization, and machine learning Explore approaches to data visualization in BigQuery Apply acquired knowledge to real-life scenarios and design patterns Set up and organize BigQuery resources Use SQL and other tools to navigate datasets Implement best practices to query BigQuery datasets Gain proficiency in using data preparation tools, techniques, and strategies

What do you get with eBook?

Instant access to your Digital eBook purchase

Download this book in EPUB and PDF formats

AI Assistant (beta) to help accelerate your learning

Access this title in our online reader with advanced features

DRM FREE - Read whenever, wherever and however you want

Buy Now

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Data Exploration and Preparation with BigQuery: A practical guide to cleaning, transforming, and analyzing data for business insights

What do you get with eBook?