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Microsoft Official Curriculum

Role-Based Certification PrepTrack: Microsoft Certified: Fabric Analytics Engineer AssociateOfficial Source: Microsoft Learn
MicrosoftAdvanced

Implement analytics solutions using Microsoft Fabric

This course covers how to prepare, enrich, and serve data for analysis by consumers such as data analysts, report developers, and AI agents. The course focuses on designing dimensional models and transforming data by using dataflows, notebooks, and T-SQL across lakehouses, warehouses, and eventhouses in Microsoft Fabric. The course also covers building and optimizing semantic models, managing the analytics development lifecycle, and enforcing security and governance across data assets.

Duration

4 days

Level

Advanced

Format

Virtual, On-site, or Hybrid

Language

English

In Demand

Ideal for

Data AnalystAnalytics EngineeringCertification ReadinessTailored Team Delivery

Audience Profile

Built for these roles

This course is intended for data professionals with experience in data modeling, transformation, and analytics. Learners should have prior experience translating business requirements into analytical measures by using Structured Query Language (SQL) or Data Analysis Expressions (DAX). Experience building semantic models and reports in Power BI is recommended. Familiarity with Kusto Query Language (KQL) and Python is also helpful but not required.

Overview

Executive overview

Official Microsoft Learn course aligned to Fabric analytics engineering responsibilities across lakehouses, semantic models, warehouses, governance, and performance optimization.

Readiness

Prerequisites

  • Experience with data analytics or BI concepts.
  • Familiarity with data modeling, warehousing, and reporting workflows.
  • Basic understanding of cloud-based analytics platforms.

Program Outcomes

Capabilities your teams will gain

Design analytics workloads in Microsoft Fabric

Build and manage data models, warehouses, and semantic layers

Govern and secure Fabric assets across workspaces

Optimize analytics performance for enterprise reporting scenarios

Curriculum

Curriculum roadmap

1

Microsoft Fabric workspace setup and governance

2

Lakehouse implementation and data engineering

3

Semantic model design and Power BI integration

4

Analytics optimization and performance tuning

1

Module 1

Explore analytics data stores in Microsoft Fabric

+

Understand how Microsoft Fabric unifies analytics storage through OneLake, and evaluate when to use lakehouses, warehouses, or eventhouses for your data workloads.

  • Introduction to end-to-end analytics using Microsoft Fabric
  • Discover and connect to data in OneLake
  • Get started with lakehouses in Microsoft Fabric
  • Get started with data warehouses in Microsoft Fabric
  • Get started with Real-Time Intelligence in Microsoft Fabric
2

Module 2

Design and transform analytics data in Microsoft Fabric

+

Design dimensional models and apply transformations using dataflows, Spark notebooks, and T-SQL to produce consistent, analysis-ready data in Microsoft Fabric.

  • Choose data stores in Microsoft Fabric
  • Design dimensional models for analytics in Microsoft Fabric
  • Transform data using Dataflows Gen2 in Microsoft Fabric
  • Transform data using notebooks in Microsoft Fabric
  • Transform data using T-SQL in Microsoft Fabric
3

Module 3

Design and manage semantic models in Microsoft Fabric

+

Create semantic models that serve reliable, governed analytics at scale — from initial DAX logic through performance optimization, data access control, and automated lifecycle management.

  • Create DAX calculations in semantic models
  • Design semantic models for scale in Microsoft Fabric
  • Optimize semantic model performance
  • Enforce semantic model security
  • Manage the semantic model development lifecycle
4

Module 4

Prepare AI-ready analytics data in Microsoft Fabric

+

Prepare your semantic layer for AI by adding metadata and linguistic context to gold-layer data stores and semantic models, then generate ontologies that AI agents use to answer business questions.

  • Prepare the semantic layer for AI in Microsoft Fabric
  • Understand Microsoft Fabric IQ fundamentals
  • Create an ontology with Fabric IQ
5

Module 5

Secure and govern analytics data in Microsoft Fabric

+

Implement layered access controls across Microsoft Fabric workspaces and data stores, then establish governance policies that help consumers identify trustworthy, certified analytics assets.

  • Secure data access in Microsoft Fabric
  • Secure a Microsoft Fabric data warehouse
  • Govern analytics data in Microsoft Fabric

Delivery Models

Delivery models

Virtual ILTOnsiteHybridExecutive WorkshopBootcampWeekend

Engagement Fit

Engagement fit

Certification readinessImplementation-focused labsPrivate cohort deliveryAdvanced practitioner depth

Enterprise Customization

Enterprise customization

Tailor this program to your organization's priorities: Accelerates Microsoft Fabric adoption by helping analytics teams design, model, govern, and optimize enterprise analytics solutions in one platform.

  • Tailor the workshop to your Fabric rollout roadmap
  • Add migration scenarios from Power BI, Synapse, or legacy BI stacks
  • Extend with governance and operating model planning

Credentials

Certification & official source

  • Microsoft Certified: Fabric Analytics Engineer Associate

Aligned to the official Microsoft Learn course and learning path for this program.

View Official Microsoft Learn Page

Resources

Program resources

Yes. Most enterprise clients prefer private delivery scoped to role mix, timezone, and rollout timeline. We align lab environments and scenarios to your tenant context where applicable.

Enterprise Proof

Trusted delivery outcomes

The Microsoft Fabric implementation program gave our data engineering team a structured path from legacy pipelines to a modern lakehouse architecture.

Head of Data Engineering

Global Financial Services Firm

Financial Services

Delivery Capability

Enterprise-grade instruction

View delivery capability profile

MCT-led delivery

Programs led by Microsoft Certified Trainer practitioners

Enterprise program oversight

Founder-led specialist delivery with structured rollout planning

Global delivery

APAC · EMEA · Americas · Virtual & Onsite

Implementation-focused

Hands-on labs aligned to production scenarios

Engagement Confidence

A direct, founder-led review before scope, delivery model, and commercial terms are proposed.

Response window

< 1 business day

Client coverage

India + global teams

Engagement format

Virtual, on-site, hybrid