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Databricks on AWS (Integration and Machine Learning)

Databricks on AWS equips data engineers and cloud architects with skills to build and manage a unified Lakehouse platform, solving the critical pain point of fragmented data silos across analytics and AI workloads. With Databricks’ AWS business surpassing a $1 billion run rate, demand for certified professionals is surging among enterprises modernizing their data stack.

This course prepares learners for the Databricks AWS Platform Architect Badge assessment, featuring 30-day lab access to reinforce hands-on expertise in deployment, security, and cloud integration. Koenig’s official vendor-authorized training ensures mastery of best practices, empowering professionals to drive efficient, scalable data solutions on AWS.

24 Hours (3 Days)
Live Online / Classroom
0+ professionals trained

Training Formats & Pricing

1-on-1 USD 2,450
Dedicated instructor, your schedule Fastest
Public Batch USD 1,850
Group class, fixed schedule Most Popular

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Course Overview

The Databricks on AWS course, offered by AWS in collaboration with Databricks, is designed to equip data engineers, platform architects, and cloud administrators with the skills to deploy and manage the Databricks Lakehouse platform on AWS. This training prepares learners for the AWS Databricks Platform Architect Accreditation, a credential validating expertise in configuring secure, scalable data environments. With the global data analytics market projected to reach $310 billion by 2030, organizations increasingly rely on professionals skilled in unified analytics platforms. This course serves roles such as Data Platform Architect, Cloud Data Engineer, and Analytics Architect, who are essential in building modern data ecosystems that support analytics, machine learning, and governance at scale.

Students gain hands-on experience with core technologies including Databricks SQL, Unity Catalog, Delta Lake, AWS S3, AWS IAM, and VPCs, learning to integrate these services securely and efficiently. The course includes guided labs conducted within the Databricks workspace environment, where students configure a production-ready Lakehouse platform on AWS. A key project involves building an end-to-end ETL pipeline using Lakeflow Pipelines and Auto Loader to ingest, transform, and analyze customer usage data. Learners also implement security controls such as customer-managed VPCs, encryption with AWS KMS, and fine-grained access policies using Unity Catalog, simulating real-world scenarios faced by enterprise cloud teams.

By completing this course, participants are fully prepared for the Databricks on AWS Platform Architect Accreditation, a recognized credential that validates cloud-specific platform administration skills. Certified professionals are highly sought after, with data engineering roles on Databricks commanding average salaries between $176K and $242K annually. Koenig Solutions enhances this learning journey with official courseware, 1-on-1 mentoring, and a Guaranteed-to-Run schedule, ensuring timely access to expert-led training. Graduates are positioned to lead enterprise data modernization initiatives, driving innovation through scalable, secure, and AI-ready data platforms on AWS.

What You'll Learn

Deploy Databricks on AWS with VPC networking for secure cloud setup
Configure AWS IAM roles to control access in Databricks on AWS
Ingest data into Delta Lake on Amazon S3 using Databricks on AWS
Query Delta Lake tables efficiently with Databricks SQL on AWS
Implement MLflow on AWS within Databricks for seamless model tracking
Optimize Databricks clusters on AWS using spot instances to reduce costs

Skills You'll Gain

AWS Databricks Administration Unity Catalog Delta Lake SQL Warehouses Lakehouse Architecture Databricks Runtime Spark Clusters AWS S3 Integration RBAC Security IAM Roles VPC Networking Cluster Policies Table Access Control Data Governance FinOps Cost Optimization Hive Metastore Migration Multi-Workspace Management

Prerequisites

Recommended knowledge before taking this course
  • Working knowledge of AWS Virtual Private Cloud (VPC) architecture, including subnets, route tables, and network ACLs, is essential for deploying Databricks on AWS. This knowledge helps optimize network security and connectivity for your Databricks environment.
  • Hands-on experience configuring AWS Identity and Access Management (IAM) roles and policies for cross-account access is crucial. It ensures secure and seamless integration of Databricks with your existing AWS resources.
  • Understanding AWS Key Management Service (KMS) for customer-managed encryption keys is vital. It enables you to protect sensitive data processed within Databricks on AWS, maintaining compliance and security standards.
  • Familiarity with AWS networking components such as NAT gateways, internet gateways, and DNS settings is necessary. These elements support reliable and secure network connectivity for your Databricks workloads on AWS.
  • Ability to configure security groups with specific ingress and egress rules for Databricks workspaces helps safeguard your data and control access effectively.
  • Experience with AWS PrivateLink and private connectivity configurations for Databricks ensures secure, high-performance data transfer between your AWS VPC and Databricks on AWS.
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Certification Exam

Everything you need to know about the Databricks on AWS (Integration and Machine Learning) certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates must wait 14 days between failed attempts. Registration is managed via the Databricks Academy portal.
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Databricks on AWS (Integration and Machine Learning)

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Course Curriculum

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

1
Day 1– Mastering Databricks on AWS Architecture
Databricks Control Plane Essentials Classic vs Serverless Compute Planes Optimized Workspace Setup Procedures AWS and Databricks Integration Workflows Networking for Databricks on AWS Core Architecture Component Analysis Identity and Access Management Protocols Data Isolation and Security Standards
2
Day 2– Unity Catalog and Data Governance
Unity Catalog Metastore Administration Three-Level Namespace Architecture Centralized Data Governance Frameworks Cross-Workspace Data Access Controls Metastore to Workspace Linking Methods Catalog, Schema, and Table Organization Data Lineage and Auditing Techniques SCIM Provisioning and SSO Integration
3
Day 3– Storage and Data Management Mastery
Serverless Workspace Storage Defaults AWS S3 Integration for Databricks Legacy DBFS Root and Mounts Workspace System Data Storage Management Delta Lake Storage Architecture Design Data Organization Best Practice Models Scalable Storage Strategy Design Data Access Pattern Validation Tactics
4
Day 4– Compute and Workload Management
Classic Compute AWS Account Deployment Serverless Compute Plane Configuration Compute Resource Provisioning Efficiency Cluster Configuration and Performance Tuning Job Scheduling and Execution Automation Terraform IaC for Databricks Deployment Declarative Automation Bundle Implementation CI/CD Pipelines for Data Workloads
5
Day 5– Production Planning and Operations
Strategic Workspace Planning Frameworks Network Infrastructure Design Patterns High Availability and DR Planning Observability and Monitoring Setup Operational Excellence Strategy Development Advanced Unity Catalog Governance Automated Deployment Validation Testing Cost, Performance, and Security Optimization

What's Included in Your Training

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

Career Outcomes

88%

of Databricks on AWS (Integration and Machine Learning) certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Databricks on AWS (Integration and Machine Learning) 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
  • Data Engineer
  • Cloud Data Engineer
  • Databricks Engineer
  • Data Platform Engineer
  • Analytics Engineer
  • Senior Data Engineer

Companies Hiring

5,000+
Amazon Microsoft Accenture Deloitte Infosys Goldman Sachs Walmart Netflix Capital One Adobe

and 5,000+ organizations worldwide seeking Databricks on AWS (Integration and Machine Learning) 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
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Would Recommend
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Professionals Trained
  • ★★★★★

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    Sarah K.

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    Enterprise Client ✓ Verified
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    “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.

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    Business Intelligence Lead

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

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

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    SC-300 Certified ✓ Verified
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    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 Databricks on AWS (Integration and Machine Learning) training course

Is the Databricks on AWS certification exam included in the training, and what is the exam fee?
The Databricks on AWS certification exam is not included in tuition and costs USD 200 plus taxes. You must register separately via Databricks Academy, though it is free for partners. The exam requires completing 45 multiple-choice questions within a 90-minute limit.
What training formats are available for Databricks on AWS, and does Koenig offer Guaranteed-to-Run scheduling?
Koenig provides Databricks on AWS training via live instructor-led, classroom, and self-paced formats. Our Guaranteed-to-Run scheduling ensures your course proceeds regardless of enrollment size. We offer 1-on-1 or group sessions with flexible 4-hour or 8-hour blocks to fit your schedule.
How long is lab access provided, and what environment is used for Databricks on AWS training?
Instructor-led Databricks on AWS training includes seven days of access to a dedicated Databricks-hosted cloud environment. Self-paced learners receive a one-year Databricks Academy Labs subscription. This provides a live, hands-on workspace to master practical skills in a real-world cloud environment.
What is Koenig's rescheduling and cancellation policy for Databricks on AWS training?
You may reschedule your Databricks on AWS training once. Cancellations within 10 days of the start date incur a 50% fee. Refunds remain valid for one year. Provide feedback by the final day to leverage our Happiness Guarantee for a 100% refund.
What is the format, number of questions, time limit, and passing score for the Databricks on AWS certification exam?
The Databricks on AWS certification exam consists of 45 scenario-based, multiple-choice questions. You have 90 minutes to achieve a passing score of approximately 70%. This proctored exam tests your administrative expertise on the platform without requiring any coding or free-form answers.
How long is the Databricks on AWS certification valid, and what is the renewal process and cost?
Your Databricks on AWS certification remains valid for two years. To maintain active status, you must pass the current live exam upon expiration. The renewal fee is USD 200 plus taxes, with no discounted retakes available for this industry-recognized credential.
What post-training support does Koenig provide after completing Databricks on AWS training?
Koenig supports your success with a free Databricks on AWS course retake, Qubits42 self-test software, and class recordings. Our Happiness Guarantee ensures you can request a refund or retake if unsatisfied, providing the long-term support needed for total exam readiness.
What are the prerequisites or experience needed to take the Databricks on AWS training and certification?
While no formal prerequisites exist, we recommend six months of Databricks experience and basic AWS knowledge (S3, IAM, VPC). This course is designed for data engineers, architects, and administrators who want to master cloud-based data platform management and deployment.
What is the salary impact or career benefit of earning the Databricks on AWS certification?
Earning this certification can boost your salary by 15-20%, with certified experts averaging $130,000 annually in the US. This credential validates your proficiency in modern data platforms, significantly increasing your career mobility in high-demand data engineering and cloud architecture roles.
How does instructor-led Databricks on AWS training compare to self-study in terms of effectiveness and exam success?
Instructor-led Databricks on AWS training offers structured expert guidance, live labs, and instant feedback, which drives higher pass rates than self-study. Self-study often lacks the essential hands-on lab access, making our instructor-led approach the most effective path to rapid skill mastery.
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