
Explore workspace level access control by assigning roles—admin as the teacher, members as editors, contributors as builders, and viewers as observers—to keep a Fabric workspace organized and secure.
Enforce row-level security by applying smart filters and Dax filters, so reports in fabric show only region-specific or team-specific data to each user, keeping data secure and personalized.
Explore column-level security in data fabric by filtering out sensitive columns such as salary or ID numbers while preserving access to the rest of the data.
Explore object level security in fabric, which hides tables or columns in a semantic model from unauthorized users, keeping financial tables or HR columns invisible even with broader workspace access.
Understand endorsements in Microsoft Fabric Analytics: admins or trusted users tag datasets, reports, or models as promoted or certified, signaling usefulness and full validation, guiding trusted choices.
Master version control in fabric workspaces to track every data set, report, or pipeline update, compare changes, and safely restore older versions for collaborative data projects.
Master impact analysis of downstream dependencies in Microsoft Fabric by previewing affected semantic models, reports, and dashboards before deploying schema changes to maintain a reliable analytics flow.
Power BI templates (.pbit) store the report layout, visuals, and queries while omitting data, so users connect their own data sources in fabric to keep designs consistent and private.
Explore how the real-time hub in Microsoft Fabric streams data from sources like IoT device applications or event streams to deliver instant updates across reports, dashboards, and models.
Explore how event house integrates with semantic models to stream real-time data through business logic like KPIs, measures, and relationships, delivering dashboards with consistent, trusted metrics.
Explore denormalization in Microsoft Fabric by combining normalized tables into a single wide table to speed queries and simplify reports, trading storage for faster dashboards.
Explore table joins in Microsoft Fabric analytics engineer associate, connecting data with common keys like customer IDs or product codes to analyze combined information and identify matches or all records.
Remove duplicates and address missing or null values in Microsoft Fabric data transformations. Replace nulls with defaults to keep datasets clean and ready for analysis.
Master SQL fundamentals by selecting needed columns, filtering for books after 2020, and aggregating counts per author to gain insights in Microsoft Fabric.
Learn to use data analysis expressions (DAX) to create measures and calculated columns for calculations like total sales and average per customer, respecting filters and context to power dashboards.
Learn visual query editor usage in Microsoft Fabric by dragging and dropping to group data, select tables, apply filters, add aggregations, and preview results instantly.
Explore star schema implementation with a fact table and dimension tables like customer, product, and date, enabling faster queries, reduced redundancy, and slicing and dicing for insights in Microsoft Fabric.
Apply table filtering in DAX to select rows meeting conditions, such as grades above 80, and use all or all except to control filters, shaping filter context in Microsoft Fabric.
Explore calculation groups in Microsoft Fabric to apply year-to-date or month-to-date rules across measures using reusable logic. Save time, ensure consistency, and build cleaner, more powerful models for advanced analytics.
Learn how dynamic format strings in DAX automatically adapt numbers to currency, percentage, or text according to context and user filters in Microsoft Fabric.
Explain how the large semantic model storage format expands storage beyond the default limit while keeping queries fast through data compression and selective loading for enterprise-scale analytics.
Explore direct lake configuration to enable Power BI to query data directly from a single link without importing or refreshing, delivering fast, live, scalable dashboards for performance optimization.
In order to do hands-on on Microsoft Fabric, the first step is to create an account. Let's create a Microsoft Fabric account.
Let's understand theory concept of sql query editor & visual query editor in Fabric and when should we use it.
Let's understand the theory behind delta lake tables in Microsoft Fabric.
Learn how to use Spark SQL commands such as refresh table for metadata and caching, explain table for execution plans, and describe history for tracking write operations and data lineage.
Let's learn the theory concept basics about Fabric workspace, Lakehouse and SQL analytics endpoint.
Let's learn by doing hands-on on Fabric workspace, Lakehouse and SQL analytics endpoint.
In this lecture let's understand the basics of data warehousing that is what is Fact, Dimension Table & Data Model.
Now let's learn by doing the hands-on for theory concepts for Dimension, Fact Table & Data Model which we learnt earlier in Microsoft Fabric.
In this lecture, let's learn about theory concept related to Data Warehouse, Dynamic Management View & Query Insights.
Dynamic Management Views (DMV) & Query Insights Hands-on Project #3
Let's learn what does data consistency mean in Microsoft Fabric.
Let's learn how to do Data Consistency check in Microsoft Fabric Data Warehouse.
Let's understand theory concept about Dynamic Data Masking, Row Level & Column Level Security Explained in Microsoft Fabric.
Let's implement by doing hands-on for Dynamic Data Masking, Row Level & Column Level Security in Microsoft Fabric.
Let's learn theory concept about Eventstream & Eventhouse in Microsoft Fabric.
Let's learn how to ingest end-to-end real-time stock data for analysis using eventstream and eventhouse.
Let's learn the basics of notebook and dataframe in data science in Microsoft Fabric
Ready to dive into the world of data science with Microsoft Fabric? In this hands-on tutorial, we’ll take you through a complete workflow—from ingesting diabetic patient data to exploring insights in a notebook, processing the data with Data Wrangler, and training two powerful models: logistic regression and classification.
By performing these steps, you'll gain a deep understanding of Fabric’s data science capabilities and see how machine learning transforms raw data into meaningful predictions.
Unlock the full potential of Microsoft Fabric notebooks in this hands-on tutorial! Learn how to explore a diabetic patient dataset, generate summary statistics, and create powerful visualizations to uncover hidden insights. What you'll learn:
1. How to set up and use notebooks in Microsoft Fabric
2. Techniques to explore and analyze real-world health data
3. Creating summary statistics for better insights
4. Building interactive visualizations
By the end of this lab, you'll gain a solid understanding of using notebooks for data exploration & analysis—perfect for data enthusiasts and professionals alike!
In this hands-on demonstration, we’ll dive into Microsoft Fabric SQL and show you how to implement Project Tracking and Issue Management seamlessly with structured database design.
What You’ll Learn:
1. Creating essential tables: Clients, Projects, Employees & Tickets
2. Inserting sample data for real-world scenarios
3. Tracking active projects & assigned employees efficiently
4. Summarizing issue resolution rates to improve workflows
5. Using SQL triggers to automate ticket status updates
Why It’s Beneficial in IT Companies?
IT companies thrive on efficient project management! With this SQL-powered approach, businesses can:
· Ensure smooth collaboration between clients, projects & employees
· Monitor real-time issue tracking & resolution rates
· Automate workflows with triggers & dynamic updates
· Improve decision-making with clear data insights
Let's understand theory concept about Deployment Pipeline in Microsoft Fabric.
Let's implement CI CD Deployment Pipeline in Microsoft Fabric by doing hands-on.
Let's learn about theory concept about API for GraphQL in Microsoft Fabric.
Let's implement hands-on for API for GraphQL in Microsoft Fabric.
In this comprehensive hands-on tutorial, we guide you through the process of implementing dynamic data masking in Azure SQL Database to protect personally identifiable information (PII). Learn how to ensure that only authorized users can view PII data, while others see masked data even when running the same queries.
What You'll Learn:
Creating Azure SQL Database and SQL Server: Step-by-step instructions to set up your database and server.
Configuring Firewall Rules: Learn how to configure firewall rules to secure your database.
Creating Users in the Database: Detailed guidance on creating different users and managing permissions.
Granting Permissions: Understand how to grant appropriate permissions to users.
Creating Tables with Masked Columns: Learn to create tables with masked columns to protect PII data. Inserting Values into the Table: Step-by-step process to insert data into the masked columns. Demonstrating Dynamic Data Masking: Watch as we demonstrate querying the same data as different users to show how dynamic data masking works.
Welcome to our comprehensive hands-on tutorial on learning KQL (Kusto Query Language) basics using Azure Data Explorer. ?
In this video, we'll take you through an end-to-end guide on how to get started with KQL, the powerful query language used for analyzing large datasets in Azure Data Explorer. Whether you're a beginner or looking to brush up on your skills, this tutorial has got you covered.
Why Watch This Video?
1. Step-by-step instructions with real-world examples
2. Clear explanations of key concepts
3. Practical tips and best practices
4. Perfect for data analysts, developers, and IT professionals
Let's learn about Slowly Changing Dimension ( SCD ) Type 1 & Slowly Changing Dimension ( SCD ) Type 2 Theory.
Let's implement theory concepts by doing hands-on for SCD Type 1 & SCD Type 2.
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Prepare for success with this in-depth DP-600 Microsoft Fabric Analytics Engineer Associate certification practice test ! Each question is thoughtfully analyzed, and answers—both correct and incorrect—are explained using the method of elimination, ensuring you master the concepts. Backed by official Microsoft documentation, this video provides the ultimate guide to boosting your accuracy and confidence for the exam. Perfect for aspiring fabric analytics professionals aiming to ace their certification on the first try!
What you'll get in this video:
Realistic practice test questions for DP-600
Expert elimination techniques for tough questions
Detailed answer explanations tied to Microsoft documentation - Pro tips to maximize your certification score
Looking to ace the DP-600 exam and gain practical, real-world experience with Microsoft Fabric? This course offers a complete hands-on journey designed around projects that reflect real IT industry scenarios using Microsoft Fabric's modern analytics stack.
Each module begins with theory-first learning—covering essential concepts like Fabric Workspace, Lakehouse architecture, SQL Analytics Endpoints, Delta Tables, PySpark DataFrames, Spark SQL, Visual Query Editors, Eventhouses, SCD Types, and more. Then, you’ll dive into realistic, guided labs that strengthen technical skills while preparing you for certification success.
End-to-End Hands-on Projects Included:
Project #1: Fabric Workspace, Lakehouse & SQL Analytics Endpoint Setup
Project #2: Designing Fact Tables, Dimension Tables & Data Models
Project #3: Performance Tuning with Dynamic Management Views (DMV) & Query Insights
Project #4: Validating Data Consistency Across Sources
Project #5: Implementing Dynamic Data Masking in Azure SQL Database
Project #6: Securing Data with Row-Level & Column-Level Security in Fabric
Project #7: Real-Time Stock Data Ingestion & Analysis Using Eventstream
Project #8: Diabetic Patient Data Analysis & Predictive Model Training
Project #9: Data Science Notebook for Mastering Visualizations
Project #10: Building a Project Tracking & Issue Management System
Project #11: CI/CD Deployment Pipeline for Fabric Analytics Solutions
Project #12: Creating & Consuming an API with GraphQL
Project #13: SCD Type 1 & SCD Type 2 Implementation in Fabric
Project #14: Azure SQL Server & Database Configuration with Data Masking
Project #15: Azure Data Explorer – Kusto Query Language (KQL) Hands-on Demo
You’ll also gain access to interactive practice tests with detailed video explanations for both correct and incorrect choices—rooted in Microsoft documentation and explained using strategic elimination techniques.
This is not just another course—it’s your launchpad to becoming a confident, job-ready Fabric Analytics Engineer, taught by Cloud Guru Amit. Get certified, get skilled, and get ahead.