Microsoft Certification · Exam DP-700

Fabric Data Engineer Associate

A complete, exam-focused companion to the official documentation — rebuilt around the latest Skills Measured (effective July 21, 2026). Learn the engines, memorize the caveats, and walk into the exam ready.

⏱ 100 min exam ✅ Pass mark: 700/1000 📚 3 skill domains 🎓 Associate level

DP-700 validates your ability to ingest and transform data, secure and manage an analytics solution, and monitor and optimize it — all inside Microsoft Fabric. It is a hands-on, decision-heavy exam: most questions ask which engine, which item, which order rather than "what does this do?".

How to use these notes

Start with Fabric Foundations to build the mental model (OneLake, Delta, capacities, item types), then work through the three domains in order and drill the Exam Tips & Caveats page before test day. These notes are a companion — pair every section with hands-on practice in a Fabric trial capacity and the official Microsoft Learn modules.

What's new in this v2 rebuild

Rewritten against the July 21, 2026 skills measured. The most visible change in the official outline is under Configure Microsoft Fabric workspace settings: Apache Airflow workspace settings is now an explicitly listed objective. Every domain page has been re-grounded, expanded with decision tables, and given exam-caveat callouts at the granularity the exam actually tests.

Skills measured at a glance

All three domains carry the same 30–35% weight — there is no "safe" domain to skip. Budget your study time evenly.

1 · Implement and manage an analytics solution30–35%
2 · Ingest and transform data30–35%
3 · Monitor and optimize an analytics solution30–35%

Study domains

Foundations · Prerequisite

Microsoft Fabric foundations

OneLake, workspaces, capacities and CUs, Lakehouse vs Warehouse vs Eventhouse, Delta Lake internals, shortcuts, and the full item taxonomy.

Start here →
Domain 1 · 30–35%

Implement & manage an analytics solution

Spark, domain, OneLake and Apache Airflow workspace settings; Git integration, database projects, deployment pipelines; the full security stack; orchestration.

Explore →
Domain 2 · 30–35%

Ingest & transform data

Full vs incremental loads, dimensional modelling and SCDs, shortcuts vs mirroring, pipelines, PySpark / T-SQL / KQL transforms, Eventstreams and windowing.

Explore →
Domain 3 · 30–35%

Monitor & optimize an analytics solution

Monitoring hub, Activator alerts, error triage across seven item types, and optimization of Lakehouse tables, pipelines, Warehouse, Eventhouse, Spark and queries.

Explore →
Final review

Exam tips & caveats

Key numbers, master decision trees, the highest-yield traps, a scenario→answer lookup table, and a pre-exam checklist for the night before.

Drill these →

Before you book

700
Score needed to pass (scaled to 1000)
100
Minutes of exam time
3
Equally weighted skill domains
1y
Certification renewal (free online)

Exam reality check

Expect case studies, drag-and-drop ordering, "build list" sequencing, hotspot (dropdown) and yes/no statement sets. You will be asked to read short PySpark, T-SQL and KQL snippets — you rarely have to write them from scratch, but you must recognise what they do and what is wrong with them. The Exam Tips page collects the highest-yield caveats. Most questions cover GA features; commonly-used Preview features can appear.

Disclaimer

These notes are an independent study aid for learning purposes only and are not affiliated with or endorsed by Microsoft. Fabric ships changes almost weekly and Microsoft frequently renames and re-scopes features — always verify every detail against the official Microsoft documentation linked throughout before relying on it.