DP-3028: Implement Generative AI Engineering with Azure Databricks
DP-3028: Implement Generative AI Engineering with Azure Databricks equips data scientists and machine learning engineers with practical skills to build, fine-tune, and deploy advanced language models using Azure Databricks. This course solves the critical challenge of integrating generative AI into enterprise workflows by teaching retrieval-augmented generation (RAG), multi-stage reasoning, and LLMOps—skills in high demand as 70% of enterprises now prioritize AI-driven automation. Learners gain hands-on experience evaluating models and applying responsible AI principles within scalable Spark environments.
This training prepares candidates for the Microsoft Certified: Azure AI Engineer Associate credential, enhancing career pathways in AI solution architecture. Koenig Solutions reinforces learning with 30-day lab access and Guaranteed-to-Run schedules, ensuring flexible, practical mastery. Graduates emerge ready to lead production-grade generative AI implementations, driving innovation and measurable business outcomes on the Azure platform.
Training Formats & Pricing
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Course Overview
The Microsoft course DP-3028: Implement Generative AI Engineering with Azure Databricks is designed for data scientists, machine learning engineers, and AI practitioners aiming to build advanced generative AI applications using Azure Databricks. While no certification exam is required, this course aligns directly with the Microsoft DP-3028 Applied Skills credential, validating hands-on expertise in enterprise-scale generative AI development. With 82% of Fortune 500 companies now investing in generative AI solutions, professionals skilled in Azure Databricks are in high demand to drive innovation across industries such as healthcare, finance, and technology.
Students in this course gain hands-on experience with key Microsoft technologies including Azure Databricks, Azure OpenAI, MLflow, Unity Catalog, and AI Search. Through guided labs in the Azure Portal and Databricks Workspace, learners build and deploy real-world generative AI solutions, including implementing retrieval-augmented generation (RAG) pipelines with vector search, fine-tuning large language models, and applying multi-stage reasoning using frameworks like LangChain and LlamaIndex. A core project involves creating a production-ready RAG application that integrates domain-specific knowledge to improve model accuracy and response relevance.
Completing DP-3028 prepares professionals for roles such as AI Engineer and Data Scientist, supporting long-term career growth in the fast-evolving AI landscape. The Microsoft Applied Skills credential earned demonstrates proven ability in LLMOps and responsible AI practices, increasingly valued in enterprise environments. With AI engineers commanding median total compensation of $277,000 in 2025, mastery of Azure Databricks provides a significant career advantage. Koenig Solutions supports this journey with official Microsoft courseware and Guaranteed-to-Run scheduling, ensuring learners can advance their skills on demand. This training ultimately positions graduates to lead generative AI initiatives that transform data into intelligent, scalable business solutions.
What You'll Learn
Skills You'll Gain
Prerequisites
- Familiarity with core AI concepts such as machine learning and deep learning principles, essential for mastering Microsoft’s DP-3028: Implement Generative AI Engineering with Azure Databricks course
- Experience with Azure Databricks core components and workspace operations, which are foundational for implementing generative AI solutions using Microsoft Azure
- Understanding of large language model (LLM) architecture and lifecycle management, crucial for deploying advanced AI models with Azure Databricks
- Hands-on experience using Apache Spark for data processing in Databricks, enabling efficient handling of big data for generative AI projects
- Knowledge of retrieval-augmented generation (RAG) and multi-stage reasoning patterns, vital for building sophisticated AI systems on Microsoft Azure
- Experience using MLflow and Unity Catalog for model tracking and governance, ensuring compliance and reproducibility in AI deployments
Certification Exam
Everything you need to know about the DP-3028 certification exam
Course Curriculum
Structured learning with hands-on labs and real-world scenarios
1
Day 1– Mastering Generative AI with 3028: Implement Generative AI Engineering with Azure Databricks
2
Day 2– Implementing RAG via 3028 Standards
3
Day 3– Advanced Multi-Stage Reasoning Techniques
4
Day 4– Fine-Tuning Models with Mosaic AI
5
Day 5– Evaluating AI and Responsible Engineering
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Career Outcomes
of DP-3028 certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the DP-3028 certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- Generative AI Engineer
- Machine Learning Engineer
- Azure Databricks AI Specialist
- AI Solutions Architect
- Data Scientist - Generative AI
- Cloud AI Engineer
Companies Hiring
and 5,000+ organizations worldwide seeking DP-3028 certified professionals
Course Student Reviews
Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.
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★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified
-
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
Frequently Asked Questions
Everything you need to know about the DP-3028 training course
Is the DP-3028: Implement Generative AI Engineering with Azure Databricks certification exam included, and what is the fee?
What training formats does Koenig offer for DP-3028, and is Guaranteed-to-Run scheduling available?
How long is lab access provided for DP-3028, and what environment is used?
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How long is the DP-3028 certification valid, and what is the renewal process and cost?
What post-training support does Koenig provide after completing DP-3028?
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