SQL Query Design Patterns and Best Practices: A practical guide to writing readable and maintainable SQL queries using its design patterns

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Cover Page....2 Table of Contents....3 Preface....5 Part 1: Refining Your Queries to Get the Results You Need....15 Chapter 1: Reducing Rows and Columns in Your Result Sets....16 Technical requirements....16 Identifying data to remove from the dataset....17 Understanding the value of creating views versus removing data....23 Exploring the impact of row and column reductions on aggregations....26 Summary....31 Chapter 2: Efficiently Aggregating Data....32 Technical requirements....32 Identifying data to be aggregated....33 Determining when data should be aggregated....35 Improving performance when aggregating data....44 Summary....47 Chapter 3: Formatting Your Results for Easier Consumption....49 Technical requirements....50 Formatting dates and numbers with functions....57 Alias columns with meaningful names....64 Summary....65 Chapter 4: Manipulating Data Results Using Conditional SQL....67 Technical requirements....67 Using the CASE statement....68 Using the COALESCE() expression....80 Using ISNULL() function....84 Summary....87 Part 2: Solving Complex Business and Data Problems in Your Queries....89 Chapter 5: Using Common Table Expressions....90 Technical requirements....90 Creating CTEs....91 Creating a recursive CTE....97 Summary....102 Chapter 6: Analyze Your Data Using Window Functions....103 Technical requirements....103 Understanding window functions....104 Scenarios and business problems....115 Chapter 7: Reshaping Data with Advanced Techniques....128 Technical requirements....128 Working with the PIVOT operator....129 Working with the UNPIVOT operator....136 Understanding hierarchical data....139 Summary....143 Chapter 8: Impact of SQL Server Security on Query Results....145 Technical requirements....145 Why is data missing from my result set?....146 Understanding SQL Server security....148 Validating security settings....149 Summary....153 Part 3: Optimizing Your Queries to Improve Performance....154 Chapter 9: Understanding Query Plans....155 Technical requirements....155 Understanding query optimization techniques....156 Understanding the Query Optimizer....156 Understanding and exploring the Query Execution Plan....157 Summary....180 Chapter 10: Understanding the Impact of Indexes on Query Design....182 Technical requirements....182 Understanding index and index types....183 Using CREATE to create an index....183 Exploring the types of indexes....190 The impact of indexes on query design....197 Understanding index maintenance....201 Summary....205 Further reading....205 Part 4: Working with Your Data on the Modern Data Platform....206 Chapter 11: Handling JSON Data in SQL Server....207 Technical requirements....207 Introducing JSON functionality built into SQL Server....208 JSON path in SQL Server....212 Formatting results as JSON in SQL Server....213 Working with JSON data in SQL queries....224 Building tabular results from JSON data in SQL Server....231 Summary....234 Chapter 12: Integrating File Data and Data Lake Content with SQL....235 Technical requirements....235 Understanding the OPENROWSET (BULK..) function....236 Required security and storage permissions....244 Understanding external tables....247 Summary....253 Chapter 13: Organizing and Sharing Your Queries with Jupyter Notebooks....255 Technical requirements....255 Creating Jupyter notebooks in Azure Data Studio....256 Adding queries in your Jupyter notebooks....264 Documenting your code with markdown in your notebooks....275 Managing and sharing your queries with Jupyter notebooks....280 Summary....284 Index....285 Why subscribe?....301 Other Books You May Enjoy....303 Packt is searching for authors like you....307 Share Your Thoughts....307 Download a free PDF copy of this book....308 Appendix: Preparing Your Environment....310
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Ниже — практический обзор по теме «data».
SQL has been the de facto standard when interacting with databases for decades and shows no signs of going away. Through the years, report developers or data wranglers have had to learn SQL on the fly to meet the business needs, so if you are someone who needs to write queries, SQL Query Design and Pattern Best Practices is for you.
You'll learn how to format your results to make them easier to consume at their destination. This book will guide you through making efficient SQL queries by reducing set sizes for effective results. From there, the book will take you through solving complex business problems using more advanced techniques, such as common table expressions and window functions, and advance to uncovering issues resulting from security in the underlying dataset. The book will go over the modern data estate, which includes data lakes and JSON data, and wrap up with a brief on how to use Jupyter notebooks in your SQL journey. Armed with this knowledge, you'll have a foundation for building queries and be ready to shift focus to using tools, such as query plans and indexes, to optimize those queries.
By the end of this SQL book, you'll be able to make efficient SQL queries that will improve your report writing and the overall SQL experience.
What You Will Learn:Build efficient queries by reducing the data being returnedManipulate your data and format it for easier consumptionForm common table expressions and window functions to solve complex business issuesUnderstand the impact of SQL security on your resultsUnderstand and use query plans to optimize your queriesUnderstand the impact of indexes on your query performance and designWork with data lake data and JSON in SQL queriesOrganize your queries using Jupyter notebooksWho this book is for:This book is for SQL developers, data analysts, report writers, data scientists, and other data gatherers looking to expand their skills for complex querying as well as for building more efficient and performant queries.
For those new to SQL, this book can help you accelerate your learning and keep you from making common mistakes.
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автор — Andrews Leslie , Hughes Steve , Mala Shabbir H. , Neer Dennis , Singh Ram Babu , Zhang Chi, издательство Packt Publishing Limited, год выпуска 2024, 325 страниц.
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SQL has been the de facto standard when interacting with databases for decades and shows no signs of going away.