Fabric DP-700 study guide
Fabric DP-700 · Work through your exam, one topic at a time.
Microsoft Certified: Fabric Data Engineer Associate is an intermediate-level Microsoft certification earned by passing exam DP-700: Implementing Data Engineering Solutions Using Microsoft Fabric. It targets data engineers who already have subject matter expertise with data loading patterns, data architectures, and orchestration processes, and who are skilled at manipulating and transforming data by using SQL, PySpark, and Kusto Query Language (KQL). The job role involves ingesting and transforming data, securing and managing an analytics solution, and monitoring and optimizing an analytics solution, working alongside analytics engineers, architects, analysts, and administrators. The exam assesses three skills areas, each published as a range: Implement and manage an analytics solution (30–35%), Ingest and transform data (30–35%), and Monitor and optimize an analytics solution (30–35%). The Fabric DP-700 study guide has 3 sections and about 1,041 words.
01Implement and manage an analytics solution
You must choose the right Fabric item, wire it into a workspace and capacity, and lock it down. Know the difference between a lakehouse (Spark + Delta files, with a read-only SQL analytics endpoint), a warehouse (full T-SQL DDL/DML, no Spark), an eventhouse/KQL database (streaming, time-series), and a semantic model on top of any of them.
346 words, about 2 min02Ingest and transform data
Match the tool to the shape of the problem: Copy activity / Copy job in a pipeline - bulk movement, best for large one-shot or scheduled loads; supports staging for warehouse loads. Dataflow Gen2 - Power Query Online transformations with a destination (lakehouse, warehouse, KQL DB, Azure SQL); low-code, good for moderate volumes.
334 words, about 2 min03Monitor and optimize an analytics solution
Monitoring hub - one view of pipeline runs, notebook and Spark job activity, dataflow refreshes, and their status/duration. Spark UI and Spark Advisor - stage/task skew, shuffle, executor utilization; Advisor surfaces concrete recommendations (partitioning, caching, broadcast joins).
361 words, about 2 min