Microsoft Certified: Azure Databricks Data Engineer Associate

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Exam at a Glance

DP-750 measures whether you can do the day-to-day work of a data engineer in Azure Databricks: setting up compute and Unity Catalog, securing and governing data, building batch and streaming pipelines, and deploying and monitoring workloads that keep running fast.

 

What the Exam Covers

The exam has four domains, and the weights are not equal: preparing and processing data and deploying and maintaining pipelines are the two highest-weight domains and together cover most of the exam. Environment setup and governance are smaller, but at 15 to 20 percent each you cannot skip them either.

 

Set up and configure an Azure Databricks environment — 15-20%

Choosing and configuring compute (job compute, serverless, SQL warehouse, classic and shared compute; autoscaling, termination, pools, Photon, runtime versions, libraries, access permissions) and creating and organizing Unity Catalog objects (catalogs, schemas, volumes, tables, views and materialized views, foreign catalogs through connections, DDL on managed and external tables, AI/BI Genie instructions).

 

Secure and govern Unity Catalog objects — 15-20%

Granting privileges to users, groups and service principals, table- and column-level access control and row-level security, accessing Azure Key Vault secrets, authenticating with service principals and managed identities, attribute-based access control with tags and policies, row filters and column masks, data retention, lineage tracking in Catalog Explorer, audit logging, and Delta Sharing.

 

Prepare and process data — 30-35%

Designing data modeling and ingestion: choosing between Lakeflow Connect, notebooks and Azure Data Factory; batch versus streaming; Parquet, Delta, CSV, JSON and Iceberg formats; partitioning, slowly changing dimensions and temporal tables; liquid clustering, Z-ordering and deletion vectors; managed versus unmanaged tables.

Ingesting data with SQL methods, CDC feeds, Spark Structured Streaming, Azure Event Hubs, and Lakeflow Spark Declarative Pipelines with Auto Loader.

Cleansing and transforming data (profiling, duplicates and nulls, joins and set operators, pivoting, merge and append loads) and enforcing data quality with validation checks, schema enforcement and pipeline expectations.

 

Deploy and maintain data pipelines and workloads — 30-35%

Designing pipelines (notebooks versus Lakeflow Spark Declarative Pipelines, task logic, error handling), implementing Lakeflow Jobs (triggers, schedules, alerts, automatic restarts), the development lifecycle (Git branching and pull requests, testing strategy, Databricks Asset Bundles, deploying with the CLI and REST APIs), and monitoring and optimization (cluster consumption and cost, repairing job runs, Spark performance tuning with the DAG, Spark UI and query profile, OPTIMIZE and VACUUM, log streaming to Azure Monitor and alerting).

 

The full bullet-level list lives in the official study guide. Treat it as your checklist:

The Official DP-750 Study Guide

 

How This Maps to CertiAce Practice Modules

The CertiAce question bank is organized into four practice modules that map one-to-one to the exam domains, so you can drill each area in isolation:

 

Where DP-750 Fits

DP-750 has no official prerequisites. If you are new to data engineering, analytics, or cloud platforms, starting with DP-900 is strongly recommended: it builds the foundational vocabulary DP-750 assumes. If you already work hands-on with Spark, Delta Lake, or Azure Databricks, go straight to DP-750.

 

Before You Start

The exam assumes practical exposure to Azure Databricks, not just reading. Check yourself against this table. Anything unfamiliar is where your preparation should start:

 

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Step-by-Step Study Plan

How long you need depends on where you start. Treat these estimates as planning guidance and adjust them to your starting knowledge and weekly study hours:

 

Step 1: Read the Official Study Guide

Skim the full skills-measured list once, and mark every bullet you could not explain to a colleague. That marked-up list is your personal syllabus: everything else in this plan exists to clear it. Note the naming: the current skills list uses the Lakeflow names (Lakeflow Jobs, Lakeflow Connect, Lakeflow Spark Declarative Pipelines). Older materials call the same features Workflows and Delta Live Tables, so cross-check older product names and objectives against the current study guide.

The Official Study Guide

 

Step 2: Schedule Your Exam

Choose a realistic target date after reviewing the skills list and your available study time. A date on the calendar turns studying into a countdown, so pick one using the prep-time table above and plan backwards from it.

Certification and Exam Details Page

 

Step 3: Work Through the Official Learning Path

Complete the DP-750 course modules on Microsoft Learn. Take notes on concepts you cannot explain in simple terms, and flag anything that needs hands-on practice. You will come back to those in Step 5. Pay special attention to Unity Catalog, Delta Lake, ingestion, Lakeflow Jobs, monitoring, and optimization.

Official Learning Path Course Page

 

Step 4: Use a Supplementary Video Resource

No dedicated DP-750 video course exists yet (the exam is still young). Until one appears, freeCodeCamp's free 7.5-hour Databricks Data Engineer course is the best full-length substitute: it targets the Databricks vendor certification, so it covers the platform core the two heavyweight domains test (Delta Lake, Spark, ingestion, Auto Loader, declarative pipelines, jobs, and Unity Catalog) but not the Azure-specific integration topics (Entra ID, Key Vault, Azure Monitor). Get those from the learning path and the labs.

freeCodeCamp Databricks Data Engineer Course

 

Step 5: Get Hands-On Practice

DP-750 is a practical exam: it rewards real experience building, securing, and operating Azure Databricks solutions, and the questions test whether you recognize real implementation patterns and trade-offs. Work through the official lab exercises for the DP-750 course; they are free, self-paced, and cover every domain. Make sure you personally touch:

• Configuring compute and installing libraries
• Creating and securing Unity Catalog objects
• Loading data from Azure Data Lake Storage into Delta tables
• Building a Lakeflow Spark Declarative Pipeline with Auto Loader
• Creating, scheduling, and repairing Lakeflow Jobs
• Reading the Spark UI and query profile for a slow job

Official DP-750 Lab Exercises

 

Step 6: Benchmark Your Knowledge

Use CertiAce to benchmark your readiness module by module. The practice modules map to the exam domains as shown above, so use the module mapping and the topics behind your missed questions to identify the skills-measured areas to revisit. Microsoft also offers a free official practice assessment for DP-750 on AI Skills Navigator (sign in to launch it). Aim for consistent performance across every module, not one lucky high score; if a topic is unstable, go back to learning plus hands-on practice.

CertiAce DP-750 Exam Practice

Official Practice Assessment on AI Skills Navigator

 

Step 7: Take the Exam

The day before, review only your weak topics: no brand-new material. On exam day, read each question for what it is truly asking, eliminate wrong options first, and watch for wording that implies constraints such as least privilege, cost, performance, or operational simplicity. Notice whether the scenario calls for SQL, Python, Unity Catalog, Lakeflow, or an Azure integration. That alone often eliminates half the options.

Worth knowing before you sit down:

• Microsoft Learn is available during the exam in a split screen. Use it to check details you genuinely need: the timer keeps running, and the exam is deliberately too long to look up every answer. Browsing is limited to Microsoft Learn itself (no Q&A, practice assessments, or profile), and personal notes and other websites are unavailable.
• You can take unscheduled breaks, but the clock keeps running and you cannot return to questions you already saw.
• Case studies lock when you leave them: finish each one before moving on, because you cannot revisit its questions afterwards.
• Labs may appear: DP-750's 120-minute allotment is the one Microsoft uses for role-based exams that may contain labs. The introduction screen tells you whether yours does; if it does, budget extra time for them.
• Try the exam sandbox beforehand so the question formats and interface hold no surprises: Exam Sandbox

 

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Additional Learning Resources