Packt’s Guide to Preparing for the Microsoft Azure DP-203 Exam

The field of data engineering has seen significant growth in recent years, largely driven by the increasing demand for cloud-based solutions. Businesses around the world are adopting cloud platforms to store, process, and analyze vast amounts of data, and Microsoft Azure is one of the leading platforms enabling these transformations. As the need for cloud-based data solutions continues to rise, data engineers are at the forefront of ensuring that businesses can harness the power of this data in a secure, efficient, and scalable manner.

Azure, being one of the largest cloud providers, offers an extensive array of services tailored to various aspects of data engineering. From designing data storage solutions to developing complex data processing pipelines, Azure enables data engineers to work with both structured and unstructured data, making it a critical platform for modern data engineering. As a result, the demand for skilled Azure data engineers is on the rise, and obtaining the DP-203: Azure Data Engineer Associate certification has become a valuable credential for professionals in the field.

What is the Microsoft DP-203 Exam?

The DP-203 exam, also known as the Azure Data Engineer Associate certification exam, is designed to validate the skills and knowledge of data engineers who work with Azure’s data services. This certification exam is ideal for professionals looking to prove their expertise in designing and implementing data storage solutions, building data processing pipelines, and ensuring the security and optimization of data workflows within Azure.

The DP-203 exam is comprehensive and tests candidates on a variety of topics, including data storage, data processing, security, and data pipeline optimization. The exam is intended for individuals who have experience with Azure services and are looking to solidify their skills and demonstrate their ability to manage data using cloud technologies. By passing the DP-203 exam, you not only gain a certification but also the confidence to work with Azure data services in real-world applications.

Key Responsibilities of Azure Data Engineers

Azure data engineers are responsible for managing data infrastructure and processing solutions that enable organizations to store, process, and analyze data at scale. Their role is pivotal in ensuring that data is accessible, secure, and ready for analysis. Some of the core responsibilities of a data engineer working with Azure include:

1. Designing Data Storage Solutions: Data engineers design scalable and secure data storage solutions in Azure. This includes selecting the appropriate storage options based on the nature of the data—whether structured or unstructured—and the requirements of the business.
2. Developing Data Processing Pipelines: Data engineers are tasked with creating and optimizing data pipelines that can efficiently process data. This involves the use of Azure services like Azure Data Factory, Azure Databricks, and Azure Synapse Analytics to transform and clean data for use in reporting and analytics.
3. Ensuring Data Security: Ensuring that data is secure is a key responsibility for data engineers. This includes implementing encryption, access control, and compliance standards across all data pipelines. Azure provides a variety of security features, such as Role-Based Access Control (RBAC) and data masking, to help engineers protect sensitive data.
4. Monitoring and Optimizing Data Solutions: Data engineers are responsible for ensuring that data storage and processing solutions are performing optimally. This includes monitoring the health of data pipelines and storage systems, troubleshooting issues, and making performance improvements to reduce costs and enhance efficiency.
5. Collaborating with Stakeholders: Data engineers work closely with data scientists, business analysts, and other stakeholders to ensure that the data solutions they design align with the organization’s goals. They also assist in making data accessible to teams and enabling them to extract valuable insights from the data.

Azure Data Services for Engineers

Azure provides a rich set of tools and services that are essential for data engineers working with large datasets. These services allow data engineers to implement, manage, and optimize data storage and processing solutions effectively. Some of the key Azure services used by data engineers include:

• Azure Blob Storage: A scalable, cost-effective solution for storing large amounts of unstructured data, such as text and binary data.
• Azure SQL Database: A fully-managed relational database service that supports structured data and is widely used by data engineers for transactional and operational data.
• Azure Data Lake Storage: An enterprise-grade data lake solution that is optimized for storing large-scale datasets and is ideal for big data analytics.
• Azure Data Factory: A cloud-based data integration service that allows data engineers to build, schedule, and manage data pipelines to move data across various sources and destinations.
• Azure Databricks: A unified analytics platform based on Apache Spark that is used for big data processing and machine learning workflows.
• Azure Synapse Analytics: A comprehensive analytics service that combines data warehousing and big data analytics, allowing data engineers to build large-scale data processing systems.
• Azure HDInsight: A cloud service that makes it easier to process large amounts of data using popular open-source frameworks such as Apache Hadoop and Spark.

By leveraging these services, Azure data engineers can build efficient, secure, and scalable data solutions that meet the demands of modern businesses.

DP-203 Exam Content

The DP-203 exam covers a broad range of topics related to data engineering. To succeed in the exam, candidates must have a solid understanding of the following key areas:

1. Design and Implement Data Storage Solutions: This includes selecting appropriate storage technologies, implementing partitioning strategies, and optimizing storage for large datasets.
2. Design and Develop Data Processing Solutions: Candidates should be familiar with data processing tools and techniques, including batch processing and stream processing. Knowledge of Azure Data Factory, Azure Databricks, and Azure Synapse Analytics is essential.
3. Design and Implement Data Security: Understanding how to secure data using Azure’s built-in security features is critical. This includes encryption, data masking, and role-based access control (RBAC) to protect sensitive information.
4. Monitor and Optimize Data Solutions: Data engineers must be able to monitor data pipelines and storage solutions to ensure they are operating efficiently. This includes performance tuning, troubleshooting, and optimizing data workflows.

Exam Preparation Tips

• Familiarize Yourself with Azure Data Services: It is essential to have hands-on experience with the services tested in the DP-203 exam. Setting up your own Azure environment and experimenting with data storage and processing solutions is a great way to build practical experience.
• Use Official Learning Resources: Microsoft Learn provides free, self-paced learning paths tailored to the DP-203 exam. These resources cover all the key topics in detail and provide hands-on exercises.
• Practice with Sample Questions: Using DP-203 practice tests can help you assess your understanding of the material and identify areas where you may need additional study. Practice exams also familiarize you with the types of questions you’ll encounter on the actual exam.
• Review the Exam Objectives: Before diving into your study materials, review the official exam objectives provided by Microsoft. This will help you focus on the most important areas and ensure that you cover all the necessary topics.

DP-203 Exam Format and Preparation

DP-203 Exam Format

The Microsoft DP-203 exam is designed to assess the skills and knowledge of individuals seeking to become certified Azure Data Engineers. The exam consists of 40 to 60 questions that are intended to evaluate your ability to implement, manage, and optimize data solutions using Azure services. The exam is structured to test both your theoretical knowledge and practical application of Azure data services in real-world scenarios.

The types of questions you may encounter on the exam include:

1. Multiple Choice Questions (MCQs): These questions require you to choose the correct answer from a set of options. The questions will typically present a scenario, and you will need to determine the best approach based on your knowledge of Azure data solutions.
2. Scenario-Based Questions: These questions provide you with a detailed scenario and ask you to apply your understanding of Azure services to solve the problem. These questions test your ability to analyze a situation and choose the appropriate tools or techniques to resolve it.
3. Drag-and-Drop Questions: These questions require you to match items, such as services, concepts, or components, with their corresponding solutions. This format tests your ability to understand the relationships between different Azure data services and how they work together.
4. Sequence-Based Questions: In these questions, you are asked to arrange steps or actions in the correct order to achieve a desired outcome. This helps test your understanding of the sequence of operations needed for data pipeline creation, data storage, and processing.

To pass the exam, you need to achieve a minimum score of 700 points. While the exact scoring method is not publicly disclosed, scoring high on the exam involves demonstrating a comprehensive understanding of the core exam topics and the ability to apply that knowledge in practical scenarios.

The exam costs $165 USD and is available in several languages, including English, Spanish, French, German, Chinese, Japanese, Korean, and others. You can take the exam at Pearson VUE test centers or online through their proctored exam service.

DP-203 Exam Topics Breakdown

The Microsoft DP-203 exam covers several key areas of data engineering on the Azure platform. Each area is designed to test your skills in designing, implementing, and managing data solutions on Azure. The topics are broken down into four main sections:

1. Design and Implement Data Storage Solutions (40-45%)
   • Designing and implementing data storage solutions is a fundamental responsibility for data engineers. This section covers the following areas:
     • Implementing data storage options in Azure (e.g., Azure Blob Storage, Azure SQL Database, Azure Data Lake Storage, and others).
     • Choosing the right storage solution based on the requirements of a given use case (e.g., relational vs. non-relational data storage).
     • Implementing data partitioning and optimizing storage for performance and cost.
2. Design and Develop Data Processing Solutions (25-30%)
   • This section tests your ability to develop data processing solutions using Azure services. You will need to demonstrate your knowledge of:
     • Building batch and real-time data pipelines using Azure Data Factory, Azure Databricks, and Azure Synapse Analytics.
     • Implementing data transformations and data cleansing processes using tools like T-SQL, Spark, and Data Factory.
     • Working with data lakes and data warehouses for processing and querying data.
3. Design and Implement Data Security (10-15%)
   • Data security is a critical aspect of data engineering, and this section covers the methods and tools available in Azure to protect sensitive data. Key topics include:
     • Implementing role-based access control (RBAC) and access management.
     • Encrypting data at rest and in transit using Azure encryption options.
     • Applying data masking and auditing to ensure compliance and data privacy.
4. Monitor and Optimize Data Storage and Data Processing (10-15%)
   • Monitoring and optimization ensure that the data solutions are running smoothly and efficiently. This section will assess your ability to:
     • Monitor the performance of data pipelines and storage solutions using Azure Monitor and Azure Log Analytics.
     • Troubleshoot data processing issues and optimize workflows to reduce costs and improve performance.
     • Scale data processing solutions to handle large datasets and varying workloads.

Key Skills Required for the DP-203 Exam

To pass the DP-203 exam, it is essential to develop a strong understanding of the following skills:

• Working with Azure Data Storage Solutions: You should be proficient in using Azure Blob Storage, Azure Data Lake, and Azure SQL Database to store different types of data. This includes knowledge of how to configure, manage, and optimize these services.
• Developing Data Pipelines: The exam tests your ability to create and manage data pipelines that can move and transform data. You will need to be familiar with Azure Data Factory, Azure Databricks, and Azure Synapse Analytics for building batch and stream processing pipelines.
• Data Security and Compliance: Ensuring that data is secure is a critical part of the exam. You should understand how to implement encryption, RBAC, and data masking to protect sensitive data in Azure environments.
• Optimization and Performance Tuning: Data engineers must continuously monitor and optimize their data systems. This includes being able to troubleshoot performance issues, optimize data storage solutions, and implement cost-saving measures.
• Azure Data Services: A deep understanding of Azure’s data services is essential for success in the DP-203 exam. You should be familiar with various services, such as Azure SQL Database, Azure Synapse Analytics, Azure Data Factory, and Azure Databricks, and know how to use them effectively for different use cases.

Exam Preparation Tips

Proper preparation is key to passing the DP-203 exam. Below are some tips to help you succeed:

1. Understand the Exam Objectives: Review the official exam objectives provided by Microsoft. These objectives serve as a roadmap for your study plan and ensure that you focus on the right areas.
2. Use Hands-On Labs: Azure provides a wide range of hands-on labs and tutorials to help you get practical experience with their data services. Spend time working in the Azure portal to gain hands-on experience with the services that will be tested on the exam.
3. Leverage Study Materials: Use study guides and books to reinforce your understanding of the key concepts. The book “DP-203: Azure Data Engineer Associate Certification Guide” by Newton Alex is an excellent resource for exam preparation. It provides in-depth explanations and practical examples to help you understand complex topics.
4. Practice with DP-203 Practice Tests: One of the most effective ways to prepare is by taking DP-203 practice tests. These tests simulate the actual exam format and help you assess your knowledge. Practice tests also allow you to refine your time management skills.
5. Review DP-203 Dumps: Exam dumps are collections of past exam questions and answers. While they should not be relied on as your only study resource, they can help you familiarize yourself with the question formats and the types of topics that may appear on the exam.
6. Join Study Groups: Collaborating with others who are studying for the DP-203 exam can help you share resources and knowledge. Join study groups or online forums to discuss concepts and clarify any doubts you may have.
7. Stay Consistent: Create a study plan and stick to it. Consistent study and revision will help reinforce what you have learned and ensure that you are well-prepared on exam day.

By following these tips and using the right resources, you can enhance your chances of passing the DP-203 exam and earning your Azure Data Engineer Associate certification.

Exam Study Resources and Tools

Best Study Resources for the DP-203 Exam

Effective preparation for the DP-203 exam requires the use of high-quality study materials. These resources will help you understand the key concepts, provide hands-on practice, and ensure you are ready to pass the exam. Here are some of the best study resources for preparing for the DP-203 exam:

1. Microsoft Learn:
   Microsoft Learn is the official learning platform for Azure and provides free, self-paced learning paths tailored to the DP-203 exam. These learning paths cover the topics you will be tested on and offer hands-on labs where you can practice using Azure data services in real-world scenarios. The learning paths are organized by modules, making it easy to follow and track your progress as you prepare for the exam.
   • Benefits:
     • Free access to learning materials.
     • Hands-on experience with Azure services through interactive labs.
     • The learning paths are regularly updated to reflect the latest changes in Azure services and exam objectives.
2. Packt’s DP-203 Exam Guide by Newton Alex:
   Packt offers an excellent study guide for the DP-203 exam, authored by Newton Alex, who is a recognized expert in Azure data solutions. This guide is a comprehensive resource that provides in-depth coverage of all the topics on the exam. It includes practical examples, real-world use cases, and sample questions to help you prepare effectively.
   • Benefits:
     • An organized and structured approach to the DP-203 exam topics.
     • In-depth explanations and practical examples to reinforce key concepts.
     • Sample questions at the end of each chapter to test your knowledge and exam readiness.
     • Available in both eBook and print formats, with the eBook version offering a discount for print customers.
3. Microsoft Documentation:
   Microsoft’s official documentation is an invaluable resource for learning about Azure services and features. The documentation covers a wide range of Azure data services and provides detailed guides on how to use them effectively. It is especially useful for understanding how different Azure services work together to create data engineering solutions.
   • Benefits:
     • Detailed and accurate information on Azure data services.
     • Examples of how to implement Azure services and features.
     • Covers the latest updates to Azure, ensuring you are studying the most current material.
4. Practice Tests:
   One of the most effective ways to prepare for the DP-203 exam is to take practice tests. These tests help familiarize you with the format of the exam and the types of questions that may appear. They also help you assess your understanding of the topics and identify areas where you need further study. Practice tests allow you to gauge your readiness for the real exam and improve your time management skills.
   • Benefits:
     • Mimics the actual exam environment to give you a feel for the test.
     • Helps you improve your time management skills.
     • Identifies areas where you need further review.
5. Practice tests are available from various providers. These platforms offer DP-203 practice tests that simulate the actual exam and provide detailed explanations for each question.
6. DP-203 Dumps:
   DP-203 dumps are collections of questions and answers from previous exams. While not official study materials, dumps can help you familiarize yourself with the types of questions you might encounter on the exam. They provide insights into the structure of the questions and the common topics covered on the DP-203 exam.
   • Benefits:
     • Provides a large collection of sample questions and answers.
     • Helps you familiarize yourself with the exam format and question types.
     • It can be used as a supplementary resource to your primary study materials.
7. While dumps can be a useful tool for exam preparation, it is important to use them responsibly and not rely solely on them. They should be used in conjunction with other study resources to gain a deeper understanding of the concepts.
8. Online Courses and Training:
   Online courses provide an excellent way to learn from experienced instructors. Platforms like Udemy, LinkedIn Learning, and Pluralsight offer DP-203 training courses that cover all aspects of the exam. These courses typically include video lectures, quizzes, and assignments that allow you to learn at your own pace.
   • Benefits:
     • Structured learning with expert-led video tutorials.
     • Interactive quizzes and assignments to reinforce learning.
     • A flexible learning schedule that allows you to learn at your own pace.
9. These platforms also provide options to interact with instructors and fellow students, allowing for a more collaborative learning experience.

The Role of Sample Questions

Sample questions are an essential part of exam preparation, as they allow you to test your knowledge and practice answering questions similar to those you will encounter on the actual exam. Many study resources, including books and online courses, include sample questions that test your understanding of the material.

Here are some tips for effectively using sample questions:

• Start with Concept Mastery: Before attempting sample questions, ensure you have a strong grasp of the concepts. Try to understand the theory behind each topic before practicing questions.
• Practice Under Timed Conditions: When you take sample questions, try to simulate the actual exam environment by practicing under timed conditions. This will help you build your time management skills and get comfortable with the pressure of completing the exam within the allotted time.
• Review Your Answers: After taking a practice test, review your answers carefully. Understand why the correct answer is correct and why the incorrect answers are wrong. This will deepen your understanding of the concepts and help you learn from your mistakes.
• Identify Weak Areas: Use the results from your practice tests to identify areas where you need to improve. Focus on these areas during your final review to ensure you are fully prepared for the exam.

Hands-On Practice

Hands-on practice is one of the most effective ways to solidify your understanding of the concepts tested on the DP-203 exam. Azure provides a free tier and trial subscriptions that allow you to experiment with different services without incurring costs. By gaining practical experience with Azure, you will not only be prepared for the exam but also develop skills that you can apply in real-world scenarios.

• Create Azure Resources: Set up and experiment with various Azure services, such as Azure Blob Storage, Azure SQL Database, Azure Data Lake, and Azure Synapse Analytics. Create data pipelines using Azure Data Factory and explore data processing using Azure Databricks or Synapse Spark.
• Work on Projects: Work on personal or practice projects that involve implementing data solutions in Azure. This could include building data pipelines, implementing security measures, or optimizing storage solutions. Practical projects will help you gain hands-on experience and increase your confidence.
• Use the Azure Portal: Familiarize yourself with the Azure portal, as it is the primary interface for managing Azure services. Practice navigating through the portal, setting up services, and managing resources.

Tips for Effective Study

• Create a Study Plan: A study plan is essential to stay organized and ensure that you cover all the exam objectives. Break down your study sessions into manageable chunks, focusing on one topic at a time.
• Consistency is Key: Consistent study is crucial for success. Set aside dedicated time each day to study, even if it’s just for a short period. Regular study sessions will help you retain information and avoid last-minute cramming.
• Group Study: Consider joining a study group or participating in online forums where you can discuss concepts and share resources with other candidates. Collaborative learning can enhance your understanding and help you stay motivated.
• Take Breaks: While it’s important to stay focused, taking regular breaks is essential for retaining information. Follow the Pomodoro technique, which involves studying for 25 minutes and then taking a 5-minute break.

By using these study resources and strategies, you can efficiently prepare for the DP-203 exam and increase your chances of passing. In the final section of this guide, we will discuss additional preparation tips and next steps to help you succeed on your certification journey.

Conclusion and Next Steps

Final Thoughts on the DP-203 Exam

The Microsoft DP-203: Azure Data Engineer Associate exam is a valuable certification for professionals aiming to demonstrate their expertise in managing and processing data using Azure. With the increasing reliance on cloud platforms like Microsoft Azure for data storage, processing, and analysis, the demand for skilled Azure data engineers is growing rapidly. Earning the DP-203 certification not only validates your ability to design, implement, and manage Azure data solutions, but it also provides you with a competitive edge in the job market.

Successfully passing the DP-203 exam requires a comprehensive understanding of key concepts, such as designing and implementing data storage solutions, developing data pipelines, ensuring data security, and optimizing data processing workflows. By following the right preparation strategies and using quality study materials, you will be well-equipped to tackle the exam and start or advance your career as an Azure data engineer.

Key Benefits of Passing the DP-203 Exam

1. Career Advancement: Azure data engineering is one of the most in-demand fields, and earning the DP-203 certification will help you stand out to prospective employers. This certification demonstrates your expertise in managing data on one of the world’s leading cloud platforms.
2. Increased Earning Potential: Data engineers with Azure expertise are highly valued in the tech industry, and certification often leads to higher-paying opportunities. By gaining this certification, you enhance your ability to negotiate a better salary or a more advanced job position.
3. Hands-On Experience: The DP-203 exam focuses not only on theoretical knowledge but also on practical applications of Azure services. Preparing for the exam provides you with hands-on experience working with tools like Azure Data Factory, Azure Databricks, Azure Synapse Analytics, and more.
4. Access to Professional Networks: As a certified Azure Data Engineer Associate, you gain access to a network of professionals who are also skilled in Azure data solutions. This network can provide valuable support, job leads, and opportunities for collaboration.

Preparing for Real-World Applications of Azure Data Engineering

Beyond just passing the exam, it is essential to focus on gaining practical experience with the Azure tools and services that are central to data engineering. Once you have passed the DP-203 exam, continue to apply your knowledge in real-world projects to gain deeper insights and refine your skills.

• Hands-On Projects: Whether it’s building data pipelines using Azure Data Factory, processing big data with Azure Databricks, or implementing data security with Azure Key Vault, working on real projects will enhance your understanding and improve your ability to address complex data challenges.
• Collaborating with Teams: Azure data engineers often work in teams alongside data scientists, analysts, and business stakeholders. It is crucial to understand the importance of collaboration and communication in designing and implementing effective data solutions.
• Staying Updated: Cloud technologies, especially those offered by Azure, evolve rapidly. Keep learning and stay up-to-date with new features, tools, and best practices in the Azure ecosystem. Microsoft regularly updates its certifications to reflect changes in Azure services, so be sure to revisit training resources and study materials periodically.

Additional Learning Resources and Continuous Improvement

While the DP-203 certification will provide you with a strong foundation in Azure data engineering, continuous learning and development are key to remaining competitive in this field. Here are some additional resources and steps you can take to further your career:

1. Advanced Certifications: Once you’ve earned the DP-203 certification, consider pursuing additional certifications in related fields. For example:
   • DP-420: Azure Cosmos DB Developer: If you are interested in specialized data management solutions for NoSQL databases, this certification focuses on Azure Cosmos DB.
   • Microsoft Certified: Azure Solutions Architect Expert: For those looking to expand their cloud architecture knowledge, this certification will deepen your understanding of how to design and implement complex Azure solutions.
2. Explore Microsoft’s Data Science and AI Tools: Azure also offers a suite of artificial intelligence (AI) and data science tools. Consider exploring certifications like the AI-102 (Designing and Implementing an Azure AI Solution) or DP-100 (Designing and Implementing an Azure Data Science Solution) to expand your skill set.
3. Join Data Engineering Communities: Becoming part of the data engineering community can provide you with opportunities to share knowledge, discuss challenges, and learn from others. Platforms like LinkedIn, Stack Overflow, and GitHub host active communities of Azure professionals, where you can seek advice, share your work, and stay updated on trends.
4. Engage in Continuous Learning: Azure is constantly introducing new services and updates, and data engineering is an evolving field. Microsoft Learn and other platforms like Pluralsight, Udemy, and Coursera offer ongoing training opportunities, helping you stay on top of the latest advancements in cloud technologies.
5. Consider Mentorship: A mentor who has experience as an Azure data engineer can be invaluable as you continue to grow your career. Look for opportunities to connect with mentors through professional networks or mentorship programs.

Take Advantage of DP-203 Practice Tests and Dumps

One of the most important steps in preparing for the DP-203 exam is practicing with DP-203 practice tests. These tests help you simulate the exam experience and test your knowledge under timed conditions. They are essential in helping you familiarize yourself with the types of questions you will face and can highlight areas where you need additional review.

Practice tests also help you refine your exam strategy. For example, you will learn how to pace yourself throughout the exam, manage time effectively, and answer questions confidently. The more you practice, the better your time management skills will become.

However, DP-203 dumps can help understand the types of questions that may appear on the exam, but it is crucial to use them responsibly. They should be used in conjunction with other study resources like books, courses, and hands-on practice.

Final Steps

After completing your exam preparation and gaining hands-on experience with Azure, the final steps to your certification journey are as follows:

1. Schedule Your Exam: Once you feel ready, schedule your exam through the Pearson VUE website. Make sure you’re familiar with the testing process, whether you choose an in-person exam at a testing center or an online proctored exam.
2. Review Before the Exam: In the final days before your exam, focus on reviewing key topics, revisiting practice questions, and reinforcing your understanding of Azure data engineering concepts.
3. Take the Exam: On exam day, stay calm, focused, and confident. Read each question carefully and manage your time efficiently to ensure that you can complete the exam in the allotted time.
4. Celebrate Your Achievement: Upon passing the DP-203 exam, you will receive your Azure Data Engineer Associate certification. Celebrate your achievement and begin applying your knowledge and skills in your role as a certified Azure Data Engineer.

Conclusion

The DP-203 exam is a significant step in your career as a data engineer. By preparing effectively, gaining hands-on experience, and leveraging the right resources, you can earn your certification and unlock numerous opportunities in the field of data engineering. Azure’s comprehensive suite of services offers a wealth of possibilities for professionals, and with the knowledge gained from preparing for the DP-203 exam, you will be equipped to design and implement powerful data solutions that drive business success.

Remember that the journey does not end with the exam. Continuous learning, collaboration, and hands-on experience are essential to mastering data engineering on Azure and advancing your career. Stay dedicated, and the opportunities in the Azure data engineering space will continue to grow.

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