DS-1009: Build context-aware agents that drive real business decisions
The DS-1009: Build context-aware agents that drive real business decisions course equips data and AI leaders, enterprise architects, and AI developers with skills to build trusted AI agents grounded in business context using Microsoft IQ. It solves the critical pain point of isolated AI prototypes failing at scale, with 986% more job postings for agentic AI roles since 2023. Learn to unify data, workflows, and knowledge for accurate, scalable decision-making.
This session prepares learners for the Microsoft Certified: Agentic AI Business Solutions Architect Expert credential, a key differentiator in the AI job market where certified architects earn up to $257K. Koenig’s Guaranteed-to-Run dates ensure flexible access to official vendor-authorized content. Master enterprise-scale agent design and lead AI transformation with proven, production-ready systems.
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Course Overview
The Microsoft course DS-1009: Build context-aware agents that drive real business decisions is designed for data scientists, AI engineers, and business analysts seeking to implement intelligent automation in enterprise environments. This course aligns with the skills measured in the DP-100: Designing and Implementing a Data Science Solution on Azure exam, a key credential for Microsoft Certified: Azure Data Scientist Associate. With 78% of Fortune 500 companies now deploying AI agents to streamline operations, professionals skilled in context-aware systems are in high demand. The curriculum targets individuals responsible for transforming raw data into actionable insights, enabling organizations to automate decision-making across customer service, supply chain, and financial forecasting.
Students engage with core Microsoft technologies including Azure AI Foundry, Copilot Studio, Azure Machine Learning, Azure AI Search, and Microsoft Fabric. The hands-on labs are conducted within the Azure Portal and utilize the Data Science Virtual Machine (DSVM) for secure, scalable experimentation. Learners build a production-ready AI agent that integrates with Dynamics 365 and Power Platform, applying retrieval-augmented generation (RAG) to ensure grounded, context-aware responses. A key project involves designing an autonomous agent that orchestrates workflows across multiple systems, using custom connectors and prompt engineering to deliver domain-specific outcomes in real time.
This training prepares candidates for the Microsoft Certified: Azure Data Scientist Associate certification, recognized globally for validating advanced AI and machine learning expertise. Certified professionals report an average salary increase of 24%, with typical earnings ranging from $110,000 to $140,000 annually in the United States. Koenig Solutions enhances the official Microsoft curriculum with Guaranteed-to-Run scheduling and optional 1-on-1 training, ensuring personalized support. Completing DS-1009 equips learners to lead AI initiatives that drive measurable business impact, positioning them for roles such as Senior Data Scientist, AI Solutions Architect, or Machine Learning Engineer.
What You'll Learn
Skills You'll Gain
Prerequisites
- Experience with Python 3.8+ and familiarity with Azure OpenAI Service API, as these are required to effectively implement agentic workflows in DS-1009: Build context-aware agents that drive real business decisions.
- Foundational knowledge of prompt engineering principles and Azure AI services to successfully navigate the architectural requirements of DS-1009: Build context-aware agents that drive real business decisions.
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 DS-1009 certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the DS-1009 certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- AI Solution Architect
- Enterprise AI Consultant
- Agentic AI Architect
- AI Strategy Lead
- Senior Dynamics 365 Architect
- AI Practice Lead
Companies Hiring
and 5,000+ organizations worldwide seeking DS-1009 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.”
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“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
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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 -
★★★★★
“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 DS-1009 training course
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