Koenig Original Guaranteed-to-Run

Azure Data Eng: ADF, Databricks & Delta Lake

The Azure Data Engineering with Data Factory and Databricks course by Koenig Original equips data engineers and cloud professionals with end-to-end skills to design scalable data pipelines using Microsoft Azure’s leading tools. It solves the industry challenge of fragmented data integration, where 87% of organizations report delays in analytics due to poor ETL workflows. You’ll gain hands-on expertise in orchestrating data movement with Azure Data Factory and performing advanced transformations in Databricks, directly aligning with real-world demands for unified data engineering solutions.

This training prepares you for the Microsoft Certified: Azure Databricks Data Engineer Associate (DP-750) certification, with access to Koenig’s Guaranteed-to-Run live labs and official vendor-authorized courseware. You’ll emerge ready to deploy optimized, secure data pipelines—positioning you for roles like Data Engineer or Cloud Data Architect with average salaries exceeding $120,000.

32 Hours (4 Days)
Live Online / Classroom
25+ professionals trained

Training Formats & Pricing

1-on-1 USD 1,800
Dedicated instructor, your schedule Fastest
Public Batch USD 1,400
Group class, fixed schedule Most Popular
Self-Paced USD 199
Recorded sessions, learn anytime Best Value

100% Happiness Guarantee · Free Rescheduling · Secure Payment

Course Overview

The Azure Data Engineering with Data Factory and Databricks course by Koenig Original is designed for data engineers, ETL developers, and cloud data architects preparing for the Microsoft Certified: Azure Databricks Data Engineer Associate certification (Exam DP-750). This comprehensive program equips professionals with expertise in building and managing data pipelines using core Azure services. With demand for certified Azure data engineers growing over 15% year-over-year and more than 28,000 active job postings, this training addresses a critical industry need. Participants gain targeted skills relevant to real-world responsibilities such as integrating data systems, securing data workflows, and optimizing large-scale processing environments on Microsoft Azure.

Students engage with key technologies including Azure Data Factory, Azure Databricks, Unity Catalog, Delta Lake, Microsoft Entra ID, and Azure Monitor through immersive hands-on labs conducted directly in the Azure Portal. The course emphasizes practical application, guiding learners to build end-to-end data solutions such as automated batch processing pipelines that ingest, transform, and load data from diverse sources like blob storage, relational databases, and streaming IoT devices. A capstone scenario involves configuring a secure Databricks workspace, implementing governance with Unity Catalog, and deploying optimized Spark-based pipelines that are monitored via Azure Monitor dashboards, giving participants experience mirroring actual production environments.

This training prepares candidates for the DP-750 exam, a globally recognized credential validating advanced data engineering proficiency on Azure. Certified professionals report average annual salaries of $118,000 in the U.S., with top earners exceeding $150,000. Koenig Solutions enhances preparation with its Guaranteed-to-Run scheduling and access to official Microsoft courseware, ensuring consistent, high-quality instruction. By mastering Azure Data Engineering with Data Factory and Databricks, graduates position themselves for career advancement into senior data roles where they can design scalable, secure, and high-performance data platforms that power modern analytics and AI initiatives.

What You'll Learn

Design scalable data engineering solutions on Microsoft Azure using Azure Data Factory and Databricks, enabling efficient data management and analysis.
Implement Azure Synapse Analytics serverless SQL pools to optimize query performance and reduce costs for large-scale data workloads.
Perform advanced data transformation and analytics with Azure Databricks, empowering data engineers to build robust data pipelines.
Automate complex data workflows with Azure Data Factory, saving time and minimizing manual errors in data processing.
Monitor real-time data streams with Azure Stream Analytics, providing instant insights for faster decision-making.
Govern enterprise data effectively with Microsoft Purview, ensuring compliance, security, and data governance across your organization.

Prerequisites

Recommended knowledge before taking this course
  • Proficiency in Python or Scala programming for data manipulation and processing tasks.
  • Strong command of SQL and relational database concepts, ideally aligned with DP-900 or DP-203 certification standards.
  • Familiarity with Azure cloud fundamentals, including storage accounts, compute resources, and Azure Synapse Analytics.
  • Understanding of ETL/ELT design patterns and data warehousing principles to build efficient pipelines.
  • Working knowledge of Apache Spark and Delta Lake architecture for distributed data processing in cloud environments.
  • Conceptual familiarity with pipeline orchestration and data transformation workflows within Azure Data Factory.
Corporate Training
Get a Corporate Quote

Volume discounts · Dedicated account manager · Custom scheduling

Certification Exam

Everything you need to know about the Azure Data Eng: ADF, Databricks & Delta Lake certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates failing the exam may retake it after 24 hours. Subsequent attempts require a 14-day waiting period, with a maximum of five attempts per year.
Let's Talk

Request for more information

Azure Data Eng: ADF, Databricks & Delta Lake

We'll respond within 1 business day · No spam, ever.

Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Mastering Azure Data Engineering with Data Factory and Databricks
Azure data engineering landscape overview Azure Databricks architecture and core components Provisioning Databricks workspaces and compute clusters Control plane and data plane architecture analysis Integrating Azure Databricks with ADLS Gen2 storage Managing secrets securely via Azure Key Vault Configuring robust role-based access control (RBAC) Hands-on: Deploying initial notebooks and clusters
2
Day 2– Advanced Data Ingestion and ETL using PySpark
PySpark fundamentals within Azure Databricks environments Developing SparkSession and DataFrame manipulation skills Reading and writing data from ADLS Gen2 storage Executing complex DataFrame transformations and actions Applying UDFs for scalable custom business logic Implementing Auto Loader for seamless incremental ingestion Constructing modular ETL pipelines using PySpark code Hands-on: Building end-to-end raw data pipelines
3
Day 3– Delta Lake and Medallion Architecture Implementation
Introduction to Delta Lake on Azure platforms Implementing ACID transactions and time travel features Managing schema evolution and VACUUM maintenance tasks Designing structured Bronze, Silver, and Gold layers Optimizing performance with OPTIMIZE and Z-ORDER Using COPY INTO for reliable data loading processes Applying automated data quality checks and expectations Hands-on: Architecting a production-grade medallion pipeline
4
Day 4– Orchestration and Pipeline Automation Strategies
Orchestrating notebooks with Azure Data Factory workflows Creating ADF pipelines to trigger Databricks jobs Passing dynamic parameters between ADF and Databricks Monitoring job execution runs and logs in ADF Leveraging REST APIs for advanced workflow automation Scheduling recurring Databricks production data workflows Implementing resilient error handling and retry logic Hands-on: Automating ETL pipelines via Azure Data Factory
5
Day 5– Governance, Optimization, and Production Deployment
Securing enterprise data with Unity Catalog basics Implementing comprehensive data lineage and auditing Monitoring cluster performance using Spark UI metrics Tuning jobs with caching and broadcast join strategies Reducing costs with auto-termination and spot instances Deploying notebooks using native Git integration tools Setting up CI/CD with Azure DevOps or GitHub Hands-on: Deploying production-ready data engineering pipelines

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

78%

of Azure Data Eng: ADF, Databricks & Delta Lake certified professionals report career advancement within 6 months

Salary Impact

+22%

Average salary increase reported after obtaining the Azure Data Eng: ADF, Databricks & Delta Lake certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Azure Data Engineer
  • Data Factory Developer
  • Databricks Engineer
  • Azure ETL Specialist
  • Big Data Engineer
  • Data Integration Architect

Companies Hiring

5,000+
Microsoft Accenture Deloitte Infosys TCS Wipro JP Morgan Capgemini IBM

and 5,000+ organizations worldwide seeking Azure Data Eng: ADF, Databricks & Delta Lake certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
4.9 / 5
Average Rating
95%
Would Recommend
1M+
Professionals Trained
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the Azure Data Eng: ADF, Databricks & Delta Lake training course

Is the certification exam included in the Azure Data Engineering with Data Factory and Databricks course fee, and what is the cost if purchased separately?
The certification exam is not included in the Koenig Original course fee and must be purchased separately for $165 USD. This Microsoft-standardized fee is paid directly to Pearson VUE or via an optional voucher from Koenig Solutions. Exam retakes cost $165 with a mandatory 24-hour wait period after your first attempt.
What training formats are available for Azure Data Engineering with Data Factory and Databricks, and is Guaranteed-to-Run scheduling offered?
Koenig offers live online, classroom, 1-on-1, and self-paced Flexi formats for this course, all Guaranteed-to-Run regardless of enrollment. Live online sessions provide real-time interaction with expert instructors. Flexi allows on-demand access to recordings. Classroom training is available globally, and 1-on-1 enables personalized scheduling for maximum focus and knowledge retention.
How long is lab access provided for Azure Data Engineering with Data Factory and Databricks, and what environment is used?
Lab access is provided for 6 months via the Koenig LET Platform using Microsoft-hosted cloud sandboxes with real Azure subscriptions. These environments support practical work with Azure Data Factory and Databricks without local setup. Learners perform data ingestion, transformation, and pipeline orchestration tasks in production-equivalent conditions throughout and after the course.
What is the Koenig rescheduling and cancellation policy for the Azure Data Engineering with Data Factory and Databricks course?
Koenig allows one free rescheduling if requested over 10 days before the start date; changes within 10 days incur a 50% fee. The same training cannot be rescheduled more than once. Cancellations made within 10 days of the course start are subject to a 50% charge, and written notice is required for all booking modifications.
How many questions are on the DP-203 exam for Azure Data Engineering with Data Factory and Databricks, and what is the passing score?
The DP-203 exam features 40–60 questions, including multiple-choice, case studies, and performance-based tasks, with a 120-minute time limit. A score of 700 out of 1000 is required to pass. The exam tests skills in designing data storage, processing pipelines, and securing data solutions on Azure.
How long is the certification associated with Azure Data Engineering with Data Factory and Databricks valid, and how is it renewed?
The certification was valid for one year and required annual renewal via a free online assessment on Microsoft Learn. However, both the DP-203 exam and its renewal assessment were retired on March 31, 2025. Candidates are now directed to pursue the new Microsoft Certified: Fabric Data Engineer Associate (DP-700) certification instead.
What post-training support does Koenig provide after completing Azure Data Engineering with Data Factory and Databricks?
Koenig provides 6 months of lab access, class recordings, and up to 6 hours of free consultation with certified trainers for technical queries. Students also receive exam prep software access and a course completion certificate. A Happiness Guarantee allows a free retake if unsatisfied with the training experience.
What prerequisites are recommended before taking the Azure Data Engineering with Data Factory and Databricks course?
Learners should have basic knowledge of Python or Scala, familiarity with SQL, and experience with Azure fundamentals like storage and compute. Prior understanding of ETL/ELT processes is recommended. Familiarity with Git, Microsoft Entra, Azure Data Factory, and Spark is beneficial for mastering advanced data pipeline workflows in Databricks.
What is the career advancement potential after completing Azure Data Engineering with Data Factory and Databricks and earning certification?
Certified Azure Data Engineers earn a median salary of $124,212 annually, with experienced professionals reaching up to $160,000 depending on location. Certification significantly enhances job prospects in roles such as Data Engineer, Cloud Data Architect, and Analytics Specialist, aligning with high-demand cloud transformation initiatives across industries.
How does instructor-led training from Koenig compare to self-study for mastering Azure Data Engineering with Data Factory and Databricks?
Instructor-led training from Koenig offers structured learning with expert guidance, interactive labs, and real-world scenarios, accelerating mastery compared to self-study. With 60% hands-on practice, guaranteed-to-run schedules, and post-training mentor access, Koenig delivers higher exam success rates and faster skill application than unguided study methods.
100%

Happiness Guarantee

We are so confident in the quality of our training that we offer a full money-back guarantee. Not satisfied? Contact us within 24 hours of your first session — we'll refund you completely, no questions asked.

Full Refund

Within 24 hours

No Questions

Asked ever

Secure Payment

Encrypted checkout

PCI DSS

Compliant