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Brendan McKeown
In the past, performing traditional analytical workloads with Azure Cosmos DB has been a challenge. ETL mechanisms to migrate data from Cosmos DB to platforms more suited to performing analytics on data exist, but are a challenge to develop and maintain.
Read more
In the past, performing traditional analytical workloads with Azure Cosmos DB has been a challenge. ETL mechanisms to migrate data from Cosmos DB to platforms more suited to performing analytics on data exist, but are a challenge to develop and maintain.
Read more
In the past, performing traditional analytical workloads with Azure Cosmos DB has been a challenge. ETL mechanisms to migrate data from Cosmos DB to platforms more suited to performing analytics on data exist, but are a challenge to develop and maintain.
Azure Synapse Link for Cosmos DB addresses the needs to perform analytics over our transactional data without impacting our transactional workloads.
This is made possible through the Azure Cosmos DB Analytical store, which allows us to sync our transactional data into an isolated column store without us having to develop and manage complex ETL jobs, providing us with near real-time analytical capability on our data. In this project we will step through the process of configuring the services and process data using the Microsoft Azure Synapse Link for Cosmo DB.
If you enjoy this project, we recommend taking the Microsoft Azure Data Fundamentals DP-900 Exam Prep Specialization: https://www.coursera.org/specializations/microsoft-azure-dp-900-data-fundamentals
Register for this course and see more details by visiting:
OpenCourser.com/course/vn9vlj/process
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What's inside
Syllabus
Project Overview
By the end of this project, you will have successfully created, and configured a Microsoft Azure Cosmos DB Database and created an analytical container. Imported sample data using a python script. Enabled Azure Synapse Link and Configured Azure Synapse Analytics to use an Apache Spark Pool to query data from the Cosmos DB database using the Azure Link and thus avoiding the management and overheads of ETL and Pipelines.
You will build the environment through a series of tasks which include creating the Cosmos DB Containers and notebooks. Setting up a Synapse Workspace. Enabling Synapse linked services. Attaching to the spark pool loading and querying the Azure Cosmos DB database sample data from Azure Synapse Analytics
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Develops skills and knowledge vital to the IT industry, including big data and data analysis
Emphasizes hands-on learning through interactive materials and labs, fostering practical skills
Offers a comprehensive understanding of Azure Synapse Link for Cosmos DB, an emerging technology in data analytics
Taught by Brendan McKeown, an experienced professional in the field of data analytics
Suitable for individuals seeking to enhance their skills in data analytics and big data management
Requires prior knowledge of data analysis concepts and Azure services, which may not be suitable for complete beginners
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Save Process Data with Microsoft Azure Synapse Link for Cosmo DB to your list so you can find it easily later:
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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 Process Data with Microsoft Azure Synapse Link for Cosmo DB with these
activities:
Review SQL basics
Show steps
Review basic SQL concepts to strengthen your foundation for working with Azure Cosmos DB and Synapse Link.
Browse courses on
SQL
Show steps
-
Revisit SQL syntax and commands
-
Practice writing basic SELECT, INSERT, UPDATE, and DELETE queries
-
Explore online tutorials or resources for SQL refreshers
Join a study group or discussion forum
Show steps
Engage with peers to exchange knowledge, clarify concepts, and enhance your understanding of the course material.
Show steps
-
Find an online study group or discussion forum related to Azure Cosmos DB and Azure Synapse Link
-
Participate actively in discussions, ask questions, and share your insights
-
Collaborate with others on projects or exercises
Data Manipulation Exercises
Show steps
Reinforce data manipulation concepts by practicing with Cosmos DB.
Browse courses on
Cosmos DB
Show steps
-
Create a sample dataset in Cosmos DB.
-
Perform various data manipulation operations using SQL queries.
-
Implement filters, joins, and aggregations.
Six other activities
Expand to see all activities and additional details
Show all nine activities
Follow Azure Cosmos DB documentation
Show steps
Enhance your understanding of Azure Cosmos DB capabilities and features through guided documentation.
Browse courses on
Azure Cosmos DB
Show steps
-
Explore the official Microsoft Azure Cosmos DB documentation
-
Follow step-by-step tutorials for creating and managing Cosmos DB databases
-
Review best practices and recommendations for using Cosmos DB effectively
Practice data modeling with Azure Cosmos DB
Show steps
Strengthen your ability to design and implement efficient data models within Azure Cosmos DB.
Browse courses on
Data Modeling
Show steps
-
Create sample data models using Azure Cosmos DB's document, graph, and key-value stores
-
Practice designing schemas for different types of data and scenarios
-
Evaluate and optimize your data models for performance and scalability
Create a data exploration project
Show steps
Develop a project that tests your understanding and application of Azure Synapse Link for Cosmos DB.
Browse courses on
Azure Synapse Link
Show steps
-
Define the project goals and objectives
-
Design and build a data pipeline using Azure Synapse Link
-
Perform data analysis and visualization using Apache Spark
Connect with experts in Azure Cosmos DB and Synapse Link
Show steps
Seek guidance from experienced practitioners to accelerate your learning and expand your professional network.
Show steps
-
Identify potential mentors through online communities, LinkedIn, or industry events
-
Reach out to them and express your interest in learning from their expertise
-
Schedule regular meetings or conversations to ask questions, receive feedback, and gain insights
Build a sample application using Azure Synapse Link
Show steps
Apply your knowledge to create a tangible project that demonstrates your proficiency in using Azure Synapse Link for data analytics.
Browse courses on
Azure Synapse Link
Show steps
-
Design a simple data scenario and create a sample Azure Cosmos DB database
-
Enable Azure Synapse Link and configure an Apache Spark pool
-
Write Spark code to query data from the Cosmos DB database using Azure Synapse Link
-
Visualize and analyze the results
-
Document your application and share your insights
Participate in a hackathon or data analytics challenge
Show steps
Apply your skills in a competitive setting to solve real-world problems and showcase your abilities.
Show steps
-
Identify relevant hackathons or data analytics challenges
-
Form a team or work individually to develop a solution
-
Implement your solution using Azure Cosmos DB and Azure Synapse Link
-
Submit your project and present your findings
Review SQL basics
Show steps
Review basic SQL concepts to strengthen your foundation for working with Azure Cosmos DB and Synapse Link.
Browse courses on
SQL
Show steps
Show steps
Show steps
- Revisit SQL syntax and commands
- Practice writing basic SELECT, INSERT, UPDATE, and DELETE queries
- Explore online tutorials or resources for SQL refreshers
Join a study group or discussion forum
Show steps
Engage with peers to exchange knowledge, clarify concepts, and enhance your understanding of the course material.
Show steps
Show steps
Show steps
- Find an online study group or discussion forum related to Azure Cosmos DB and Azure Synapse Link
- Participate actively in discussions, ask questions, and share your insights
- Collaborate with others on projects or exercises
Data Manipulation Exercises
Show steps
Reinforce data manipulation concepts by practicing with Cosmos DB.
Browse courses on
Cosmos DB
Show steps
Show steps
Show steps
- Create a sample dataset in Cosmos DB.
- Perform various data manipulation operations using SQL queries.
- Implement filters, joins, and aggregations.
Six other activities
Expand to see all activities and additional details
Show all nine activities
Follow Azure Cosmos DB documentation
Show steps
Enhance your understanding of Azure Cosmos DB capabilities and features through guided documentation.
Browse courses on
Azure Cosmos DB
Show steps
Show steps
Show steps
- Explore the official Microsoft Azure Cosmos DB documentation
- Follow step-by-step tutorials for creating and managing Cosmos DB databases
- Review best practices and recommendations for using Cosmos DB effectively
Practice data modeling with Azure Cosmos DB
Show steps
Strengthen your ability to design and implement efficient data models within Azure Cosmos DB.
Browse courses on
Data Modeling
Show steps
Show steps
Show steps
- Create sample data models using Azure Cosmos DB's document, graph, and key-value stores
- Practice designing schemas for different types of data and scenarios
- Evaluate and optimize your data models for performance and scalability
Create a data exploration project
Show steps
Develop a project that tests your understanding and application of Azure Synapse Link for Cosmos DB.
Browse courses on
Azure Synapse Link
Show steps
Show steps
Show steps
- Define the project goals and objectives
- Design and build a data pipeline using Azure Synapse Link
- Perform data analysis and visualization using Apache Spark
Connect with experts in Azure Cosmos DB and Synapse Link
Show steps
Seek guidance from experienced practitioners to accelerate your learning and expand your professional network.
Show steps
Show steps
Show steps
- Identify potential mentors through online communities, LinkedIn, or industry events
- Reach out to them and express your interest in learning from their expertise
- Schedule regular meetings or conversations to ask questions, receive feedback, and gain insights
Build a sample application using Azure Synapse Link
Show steps
Apply your knowledge to create a tangible project that demonstrates your proficiency in using Azure Synapse Link for data analytics.
Browse courses on
Azure Synapse Link
Show steps
Show steps
Show steps
- Design a simple data scenario and create a sample Azure Cosmos DB database
- Enable Azure Synapse Link and configure an Apache Spark pool
- Write Spark code to query data from the Cosmos DB database using Azure Synapse Link
- Visualize and analyze the results
- Document your application and share your insights
Participate in a hackathon or data analytics challenge
Show steps
Apply your skills in a competitive setting to solve real-world problems and showcase your abilities.
Show steps
Show steps
Show steps
- Identify relevant hackathons or data analytics challenges
- Form a team or work individually to develop a solution
- Implement your solution using Azure Cosmos DB and Azure Synapse Link
- Submit your project and present your findings
Career center
Learners who complete Process Data with Microsoft Azure Synapse Link for Cosmo DB will develop knowledge and skills
that may be useful to these careers:
Data Analyst
Data Analyst
Data Analysts are responsible for collecting, cleaning, and analyzing data to help businesses make informed decisions. This course can help you develop the skills you need to succeed in this role, such as data wrangling, data visualization, and statistical analysis. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for analyzing data from NoSQL databases.
Data Engineer
Data Engineer
Data Engineers are responsible for designing, building, and maintaining data pipelines. This course can help you develop the skills you need to succeed in this role, such as data modeling, data integration, and data warehousing. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for integrating data from NoSQL databases into a data warehouse.
Data Scientist
Data Scientist
Data Scientists are responsible for using data to solve business problems. This course can help you develop the skills you need to succeed in this role, such as machine learning, artificial intelligence, and data visualization. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for analyzing data from NoSQL databases.
Database Administrator
Database Administrator
Database Administrators are responsible for managing and maintaining databases. This course can help you develop the skills you need to succeed in this role, such as database design, database optimization, and data security. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for managing and analyzing data from NoSQL databases.
Software Engineer
Software Engineer
Software Engineers are responsible for designing, developing, and maintaining software applications. This course can help you develop the skills you need to succeed in this role, such as software design, software development, and software testing. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for integrating data from NoSQL databases into software applications.
Cloud Architect
Cloud Architect
Cloud Architects are responsible for designing and implementing cloud computing solutions. This course can help you develop the skills you need to succeed in this role, such as cloud computing architecture, cloud computing security, and cloud computing governance. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for analyzing data from NoSQL databases in the cloud.
Data Architect
Data Architect
Data Architects are responsible for designing and implementing data management solutions. This course can help you develop the skills you need to succeed in this role, such as data modeling, data integration, and data governance. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for integrating data from NoSQL databases into a data warehouse.
Business Analyst
Business Analyst
Business Analysts are responsible for analyzing business needs and recommending solutions. This course can help you develop the skills you need to succeed in this role, such as business analysis, business process improvement, and data analysis. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for analyzing data from NoSQL databases to identify business trends and opportunities.
Project Manager
Project Manager
Project Managers are responsible for planning, executing, and closing projects. This course can help you develop the skills you need to succeed in this role, such as project planning, project management, and project risk management. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for managing and analyzing data from NoSQL databases to track project progress and identify potential risks.
Data Warehouse Analyst
Data Warehouse Analyst
Data Warehouse Analysts are responsible for designing, building, and maintaining data warehouses. This course can help you develop the skills you need to succeed in this role, such as data modeling, data integration, and data warehousing. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for integrating data from NoSQL databases into a data warehouse.
Data Integration Specialist
Data Integration Specialist
Data Integration Specialists are responsible for integrating data from different sources into a single, unified view. This course can help you develop the skills you need to succeed in this role, such as data integration, data quality, and data governance. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for integrating data from NoSQL databases into a data warehouse.
Data Governance Analyst
Data Governance Analyst
Data Governance Analysts are responsible for developing and implementing data governance policies and procedures. This course can help you develop the skills you need to succeed in this role, such as data governance, data privacy, and data security. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for managing and analyzing data from NoSQL databases to ensure compliance with data governance policies and procedures.
Data Visualization Specialist
Data Visualization Specialist
Data Visualization Specialists are responsible for creating visualizations that communicate data insights clearly and effectively. This course can help you develop the skills you need to succeed in this role, such as data visualization, data storytelling, and data communication. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for analyzing data from NoSQL databases and creating visualizations to communicate data insights.
Data Quality Analyst
Data Quality Analyst
Data Quality Analysts are responsible for ensuring that data is accurate, complete, and consistent. This course can help you develop the skills you need to succeed in this role, such as data quality assessment, data quality improvement, and data quality monitoring. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for managing and analyzing data from NoSQL databases to identify and correct data quality issues.
Data Security Analyst
Data Security Analyst
Data Security Analysts are responsible for protecting data from unauthorized access, use, disclosure, disruption, modification, or destruction. This course may help you develop some of the skills you need to succeed in this role, such as data security, data privacy, and data compliance. Additionally, the course provides hands-on experience with Azure Synapse Link for Cosmos DB, which is a powerful tool for managing and analyzing data from NoSQL databases to identify and mitigate data security risks.
For more career information including salaries, visit:
OpenCourser.com/course/vn9vlj/process
Reading list
We've selected six 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
Process Data with Microsoft Azure Synapse Link for Cosmo DB.
Classic guide to dimensional modeling, a data modeling technique widely used in data warehousing. It provides a comprehensive overview of the principles and best practices of dimensional modeling, making it a valuable resource for readers who want to design and build effective data warehouses.
Classic reference on database design and relational theory. It provides a comprehensive overview of database normalization, denormalization, and other key concepts in database design. It valuable resource for readers who want to gain a deep understanding of these topics.
Classic reference on statistical learning, covering a wide range of topics, including data mining, inference, and prediction. It valuable resource for readers who want to gain a deep understanding of statistical learning and its applications.
Provides a comprehensive overview of data governance, covering the principles, best practices, and challenges of data governance. It valuable resource for readers who want to establish or improve their data governance practices.
Provides a comprehensive overview of Microsoft Azure data services, including Azure Data Lake, Azure Synapse Analytics, and Azure Cosmos DB. It is an ideal resource for anyone who wants to learn about the basics of Azure data services.
Introduces readers to Microsoft Power BI, a business intelligence and data visualization tool. It provides guidance on using Power BI to connect to data sources, create reports, and perform data analysis.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/vn9vlj/process
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Effort
2 Hours including Tasks and Quiz
Level
Intermediate
Via
Coursera
Institution
Microsoft
Instructor
Brendan McKeown
Language
English
Good to know
Develops skills and knowledge vital to the IT industry, including big data and data analysis
Emphasizes hands-on learning through interactive materials and labs, fostering practical skills
Offers a comprehensive understanding of Azure Synapse Link for Cosmos DB, an emerging technology in data analytics
Taught by Brendan McKeown, an experienced professional in the field of data analytics
Suitable for individuals seeking to enhance their skills in data analytics and big data management
Requires prior knowledge of data analysis concepts and Azure services, which may not be suitable for complete beginners
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