Session 4: DP-700 Study Group | Exam Review + Scenario Practice
It’s time to bring everything together. In the final session of our four-part DP-700 study group, we’ll review key Microsoft Fabric Data Engineer concepts, work through scenario-based questions, and identify the areas everyone should focus on during their final exam preparation. The goal isn't simply to memorize answers. We want to understand why one solution is the best choice for a particular scenario and become more comfortable applying Fabric knowledge under exam conditions. Bring your questions and any topics you want to revisit. We’ll use this final hour to close gaps and help everyone leave with a clear plan for their remaining study time. Recommended resources DP-700 Practice Assessment Microsoft recommends the newer Practice Assessment experience on AI Skills Navigator because it more closely aligns with the exam experience. DP-700 Exam Prep Video Microsoft lists this video among the official DP-700 study resources. Microsoft Certification Exam Sandbox The sandbox allows participants to explore the certification exam environment before exam day. DP-700 Exam Study Guide Participants can use the guide as a final checklist against all current skills measured. Monitor Activities in Microsoft Fabric This module covers monitoring concepts, the Fabric Monitoring Hub, and taking action through Activator.Session 3: DP-700 Study Group | Data Architecture, Optimization + Security
In Session 3 of our four-part DP-700 study group, we’ll move beyond simply building data solutions and focus on designing them to be manageable, secure, reliable, and performant. This session is especially useful for strengthening the architectural thinking behind DP-700 scenario questions. In this session, we’ll focus on: Designing Lakehouse-based solutions Delta tables and data organization Shortcuts and OneLake data access patterns Performance and optimization considerations Monitoring and troubleshooting data engineering workloads Security, permissions, and governance considerations Evaluating architecture choices in DP-700-style scenarios We’ll use the discussion to move beyond memorizing individual Fabric features and instead practice deciding which capability or design is appropriate for a given situation and why. Come prepared to challenge assumptions and work through scenarios together. Before the session: Review the current DP-700 study guide and post a comment with any questions or areas you’d like the group to explore. Recommended resources Manage a Microsoft Fabric Environment Learning Path This path brings together CI/CD, monitoring, security, access controls, and Fabric administration. Secure Data Access in Microsoft Fabric This module focuses on Fabric’s multilayer security and access-control model. Work with Delta Lake Tables in Microsoft Fabric This module covers the Delta Lake table capabilities used in Fabric lakehouses. Microsoft Fabric End-to-End Security Scenario This is a useful scenario-based resource for discussing lakehouse security, medallion architecture, and differentiated access to bronze, silver, and gold data layers.Session 2: DP-700 Study Group | Ingest and Transform Data
Session 2 of our four-part DP-700 study group focuses on one of the most important parts of working as a Fabric Data Engineer: getting data into Fabric and transforming it for downstream use. We’ll connect DP-700 exam objectives to practical Microsoft Fabric data engineering scenarios and discuss when different ingestion and transformation approaches make sense. In this session, we’ll focus on: Data ingestion patterns in Microsoft Fabric Pipelines and orchestration Working with notebooks Apache Spark and data transformations Dataflows Gen2 and other transformation options Batch and incremental data processing concepts Choosing the right approach for different scenarios Throughout the hour, we’ll connect the technology to the types of scenario-based questions you may encounter while preparing for DP-700. Before the session: Review the current DP-700 study guide and post a comment with any questions or areas you’d like the group to explore. Recommended preparation and resources: Complete the Ingest Data with Microsoft Fabric learning path Review the Apache Spark in Microsoft Fabric module Learn how to orchestrate Fabric processes Review the DP-700 ingestion and transformation objectives
