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Schema Modeling Patterns and Best Practices for Document Databases

Nuri Halperin

Learn how to model and shape your documents when using document-oriented databases so that they serve your application in an optimal way. This course will teach you how to create and evaluate document structures across a variety of common use cases.

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Learn how to model and shape your documents when using document-oriented databases so that they serve your application in an optimal way. This course will teach you how to create and evaluate document structures across a variety of common use cases.

How should I structure my document when using a document-oriented database such as MongoDB, CosmosDB, AWS DocumentDB, or CouchDB? In this course, Schema Modeling Patterns and Best Practices for Document Databases, you will learn to model and structure your document to best serve your application. First, you will learn how to evaluate your document model. Next, you will discover how to model entity relationships such as one-to-one, one-to-many, and one-to-few. Finally, you will explore how to apply the modeling principals to common real world scenarios. When you are finished with this course, you will have the skills and knowledge of document-oriented modeling needed to design optimal documents for any need.

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What's inside

Syllabus

Course Overview
Course Introduction
Evaluating Models and Validating Principles
Modeling Compound Entities
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Modeling One-to-few and One-to-many Relationships
Implementing Flexible Models and Heterogeneous Collections
Implementing the Ledger Pattern for Transactions
Time Series for IoT Scale

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Suitable for learners in the data management and development fields who want to optimize document structures
Introduces learners to different types of document relationships and teaches strategies for optimal document modeling
Taught by Nuri Halperin, an instructor whose expertise lies in document-oriented database design

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Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Schema Modeling Patterns and Best Practices for Document Databases with these activities:
Review relational database modeling
Begin the course prepared with fundamental concepts
Browse courses on Database Modeling
Show steps
  • Review Boyce-Codd Normal Forms (1NF-3NF)
  • Practice converting entity-relationship diagrams to relational schemas
Participate in online discussion forums
Engage with peers to clarify concepts and share insights
Browse courses on Online Discussion
Show steps
  • Join online forums or discussion boards related to document-oriented databases
  • Ask questions, share your understanding, and engage in discussions with other learners
Design a simple document-oriented database schema
Develop a hands-on understanding of document database design
Show steps
  • Identify a simple real-world data structure (e.g., a user profile or an e-commerce product)
  • Create a document schema for the data structure
  • Evaluate the schema based on the modeling principles learned in the course
Show all three activities

Career center

Learners who complete Schema Modeling Patterns and Best Practices for Document Databases will develop knowledge and skills that may be useful to these careers:
Data Architect
A Data Architect designs and develops the framework for how an organization manages its data. This course, Schema Modeling Patterns and Best Practices for Document Databases, provides a strong foundation for Data Architects by teaching you how to create and evaluate document structures across a variety of common use cases. With this knowledge, you can design optimal documents for any need, ensuring that your organization's data is well-organized and accessible.
Database Administrator
A Database Administrator is responsible for the maintenance and performance of an organization's databases. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Database Administrators as it teaches you how to evaluate your document model and implement flexible models and heterogeneous collections. This knowledge can help you to optimize your databases and ensure their smooth operation.
Data Analyst
A Data Analyst collects, cleans, and analyzes data to identify trends and patterns. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Data Analysts as it teaches you how to model entity relationships and implement the Ledger Pattern for Transactions. This knowledge can help you to better understand the data you are working with and to draw more accurate conclusions from it.
Software Engineer
A Software Engineer designs, develops, and maintains software applications. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Software Engineers as it teaches you how to model compound entities and implement flexible models and heterogeneous collections. This knowledge can help you to create more efficient and scalable software applications.
Data Scientist
A Data Scientist uses scientific methods to extract knowledge and insights from data. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Data Scientists as it teaches you how to evaluate your document model and implement the Ledger Pattern for Transactions. This knowledge can help you to better understand the data you are working with and to develop more accurate models.
Business Analyst
A Business Analyst analyzes business processes and identifies opportunities for improvement. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Business Analysts as it teaches you how to model entity relationships and implement flexible models and heterogeneous collections. This knowledge can help you to better understand the business processes you are working with and to identify opportunities for improvement.
Project Manager
A Project Manager plans and executes projects to achieve specific goals. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Project Managers as it teaches you how to evaluate your document model and implement flexible models and heterogeneous collections. This knowledge can help you to better understand the projects you are working on and to ensure their successful completion.
Data Engineer
A Data Engineer designs and builds data pipelines and infrastructure. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Data Engineers as it teaches you how to model compound entities and implement the Ledger Pattern for Transactions. This knowledge can help you to create more efficient and scalable data pipelines and infrastructure.
Product Manager
A Product Manager develops and manages products to meet the needs of customers. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Product Managers as it teaches you how to evaluate your document model and implement flexible models and heterogeneous collections. This knowledge can help you to better understand the products you are working on and to ensure that they meet the needs of customers.
Technical Writer
A Technical Writer creates and maintains documentation for technical products. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Technical Writers as it teaches you how to model compound entities and implement the Ledger Pattern for Transactions. This knowledge can help you to create more accurate and easy-to-understand documentation.
Quality Assurance Analyst
A Quality Assurance Analyst tests software applications to ensure that they meet quality standards. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Quality Assurance Analysts as it teaches you how to evaluate your document model and implement flexible models and heterogeneous collections. This knowledge can help you to better understand the software applications you are testing and to identify defects.
Information Security Analyst
An Information Security Analyst protects an organization's computer systems and data from unauthorized access or attack. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Information Security Analysts as it teaches you how to implement the Ledger Pattern for Transactions. This knowledge can help you to protect your organization's data from unauthorized access or attack.
IT Auditor
An IT Auditor evaluates an organization's computer systems and data to ensure that they are secure and compliant with regulations. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for IT Auditors as it teaches you how to evaluate your document model and implement flexible models and heterogeneous collections. This knowledge can help you to better understand the computer systems and data you are auditing and to ensure that they are secure and compliant.
Risk Analyst
A Risk Analyst identifies and assesses risks to an organization's computer systems and data. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Risk Analysts as it teaches you how to evaluate your document model and implement flexible models and heterogeneous collections. This knowledge can help you to better understand the risks to your organization's computer systems and data and to develop strategies to mitigate those risks.
Compliance Analyst
A Compliance Analyst ensures that an organization's computer systems and data are compliant with regulations. This course, Schema Modeling Patterns and Best Practices for Document Databases, may be useful for Compliance Analysts as it teaches you how to evaluate your document model and implement flexible models and heterogeneous collections. This knowledge can help you to better understand the regulations that apply to your organization's computer systems and data and to ensure that they are compliant.

Reading list

We've selected 11 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Schema Modeling Patterns and Best Practices for Document Databases.
Comprehensive guide to MongoDB, one of the most popular document-oriented databases. It covers everything from basic concepts to advanced topics such as data modeling, indexing, and replication.
Provides a comprehensive overview of document-oriented databases and NoSQL. It covers everything from basic concepts to advanced topics such as data modeling, querying, and scalability.
Provides a comprehensive overview of NoSQL, a popular type of database that is designed to handle large amounts of data. It valuable resource for anyone who wants to learn more about this important topic.
Comprehensive guide to CouchDB, a popular open-source document-oriented database. It covers everything from basic concepts to advanced topics such as data replication, security, and performance tuning.
Provides a gentle introduction to NoSQL databases, including document-oriented databases like MongoDB. It's a good starting point for those new to the topic.
Provides a comprehensive overview of NoSQL, a popular type of database that is designed to handle large amounts of data. It valuable resource for anyone who wants to learn more about this important topic.
Provides a comprehensive overview of SQL, a popular language for querying and manipulating data. It valuable resource for anyone who wants to learn more about this important topic.
Offers a comprehensive overview of data modeling for large-scale applications. While not specific to document-oriented databases, it provides valuable insights into data management best practices.
Provides a comprehensive overview of database systems, including topics such as data models, query processing, and transaction management. It's a valuable reference for those seeking a deeper understanding of the underlying principles of databases.
Provides practical guidance on database design, covering topics such as data modeling, normalization, and query optimization. It's a valuable resource for those seeking to improve their database design skills.

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