AWS Guaranteed-to-Run

Data to Decisions: ML and Analytics on AWS

The "Data to Decisions: ML and Analytics on AWS" course equips data engineers, data platform engineers, and solutions architects with skills to modernize data pipelines using AWS services like Amazon EMR, Glue, Kinesis, and Redshift, solving the critical industry challenge of fragmented data systems. With 94% of organizations gaining a competitive edge from AWS training, this course enables professionals to build scalable, secure analytics solutions that turn raw data into actionable insights.

This course prepares learners for the AWS Certified Data Analytics – Specialty certification. Koenig’s offering includes guaranteed-to-run dates and 30 days of post-training lab access, ensuring hands-on mastery. Graduates gain the expertise to design end-to-end analytics workflows, driving data-driven decision-making and career advancement in high-demand cloud roles.

40 Hours (5 Days)
Live Online / Classroom
0+ professionals trained

Training Formats & Pricing

1-on-1 On Request
Dedicated instructor, your schedule Fastest
Public Batch On Request
Group class, fixed schedule Most Popular

100% Happiness Guarantee · Free Rescheduling · Secure Payment

Course Overview

The AWS course Data to Decisions: ML and Analytics on AWS is designed for data engineers, data analysts, and solutions architects seeking to leverage cloud technologies for advanced analytics and machine learning. While not directly aligned with a single certification exam, this course supports preparation for the AWS Certified Data Analytics – Specialty and AWS Certified Machine Learning – Specialty credentials, equipping professionals with skills increasingly demanded as 85% of enterprises now prioritize cloud-based data platforms. Participants gain expertise in transforming raw data into actionable insights using AWS's comprehensive analytics ecosystem, making them valuable assets in data-driven organizations aiming to modernize infrastructure and accelerate decision-making.

This course emphasizes hands-on experience with core AWS services including Amazon S3, AWS Glue, Amazon Athena, Amazon Redshift, Amazon Kinesis, and Amazon SageMaker. Through interactive labs conducted in the AWS Console, students build end-to-end data pipelines by ingesting streaming data with Kinesis, cataloging and transforming datasets using AWS Glue, storing and partitioning data in S3, and analyzing results via Athena and Redshift. A key project involves constructing a serverless data lake architecture to process real-time application logs, enabling ad-hoc querying and visualization with QuickSight, thus simulating real-world scenarios faced by modern data teams.

Completing Data to Decisions: ML and Analytics on AWS strengthens career prospects in high-demand roles such as Data Engineer and Machine Learning Specialist, positions that command median salaries exceeding $130,000 in the United States. The training prepares candidates for AWS’s industry-recognized specialty certifications, enhancing credibility in a competitive job market. Koenig Solutions reinforces this learning with official AWS courseware and Guaranteed-to-Run scheduling, ensuring consistent access to expert instruction. Graduates emerge ready to design scalable, secure analytics solutions that drive innovation and deliver measurable business value in cloud-native environments.

What You'll Learn

Design scalable AWS data lake architectures using Amazon Lake Formation to enable efficient data storage and access.
Implement batch data processing workflows with Amazon EMR to analyze large datasets quickly and cost-effectively.
Configure real-time streaming data analytics pipelines with Amazon Kinesis for immediate insights and decision-making.
Deploy and manage Amazon Redshift data warehouse solutions to support fast, complex queries on vast data volumes.
Integrate AWS Glue for automated data cataloging and ETL processes, simplifying data management and preparation.
Optimize data security and governance across AWS environments to ensure compliance and protect sensitive information.

Prerequisites

Recommended knowledge before taking this course
  • Completion of AWS Technical Essentials or Architecting on AWS
  • Foundational knowledge of Amazon S3, AWS Glue, and Amazon EC2
  • Experience with data storage concepts including data lakes and data warehouses
  • Familiarity with Amazon Redshift, Amazon EMR, and AWS Lake Formation
  • Understanding of data ingestion, cataloging, and ETL workflows
  • Basic experience with streaming data using Amazon Kinesis or similar services
Corporate Training
Get a Corporate Quote

Volume discounts · Dedicated account manager · Custom scheduling

Certification Exam

Everything you need to know about the Data to Decisions: ML and Analytics on AWS certification exam

Exam Details
Exam Name
Data to Decisions: ML and Analytics on AWS
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates must wait 14 days between attempts; there is no limit to the number of attempts allowed per year.
Let's Talk

Request for more information

Data to Decisions: ML and Analytics on AWS

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 Data Analytics and AWS Data Lakes
Core modern data analytics principles AWS data analytics ecosystem architecture Comparing data lakes and warehouses Real-time ingestion via Amazon Kinesis Efficient batch ingestion using AWS Glue Streaming data processing core fundamentals Optimized storage design with Amazon S3 Data partitioning and lifecycle automation
2
Day 2– Advanced Data Storage and Processing
Integrating S3 into lake architectures Streamlining ETL with AWS Glue workflows Scalable data processing with Amazon EMR Automated data catalogs via AWS Glue Advanced data transformation using Glue Interactive data analysis with Amazon Athena Enhanced security via AWS Lake Formation Automating lake creation with blueprints
3
Day 3– Data Warehousing and Analytics Excellence
Building robust Amazon Redshift solutions Seamless Redshift and data lake integration Querying data using Redshift Spectrum Redshift performance tuning and optimization Strategic cloud cost management practices Securing enterprise Redshift environments Monitoring critical analytics workloads Architecting high-performance data warehouses
4
Day 4– Real-Time Streaming Data Analytics
Constructing pipelines with Amazon Kinesis High-speed ingestion into Kinesis streams Processing streams with Kinesis Analytics Leveraging Apache Flink for stream processing Deploying scalable Kinesis data applications Optimizing Kinesis performance and throughput Introduction to managed Amazon MSK Securing and scaling production MSK clusters
5
Day 5– Machine Learning and Data Visualization
Driving ML insights from data lakes Training models with Amazon SageMaker Developing intelligent recommendation engines Visualizing insights with Amazon QuickSight Building dynamic interactive business dashboards Connecting QuickSight to diverse sources Implementing robust governance and compliance Optimizing analytics performance and costs

What's Included in Your Training

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

Career Outcomes

82%

of Data to Decisions: ML and Analytics on AWS certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Data to Decisions: ML and Analytics on AWS 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
  • Machine Learning Engineer
  • Cloud Data Architect
  • Analytics Consultant
  • MLOps Engineer
  • Data Analytics Specialist

Companies Hiring

5,000+
Amazon Accenture Deloitte Infosys TCS Capgemini Goldman Sachs JPMorgan Chase Wipro Slalom

and 5,000+ organizations worldwide seeking Data to Decisions: ML and Analytics on AWS 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 Data to Decisions: ML and Analytics on AWS training course

Is the certification exam included in the Data to Decisions: ML and Analytics on AWS course, and what is the exam fee?
The certification exam is not included in the Data to Decisions: ML and Analytics on AWS course by AWS; it costs $150 USD separately. This training aligns with the AWS Certified Data Engineer - Associate (DEA-C01) exam, which validates your expertise in core data services, pipeline orchestration, and quality management on AWS.
What delivery modes does Koenig offer for the Data to Decisions: ML and Analytics on AWS course, and is it Guaranteed-to-Run?
Koenig provides live instructor-led online, classroom, and 1-on-1 training for Data to Decisions: ML and Analytics on AWS, all Guaranteed-to-Run. Public batches offer fixed schedules for assured delivery, while 1-on-1 sessions provide flexible, personalized scheduling, ensuring you receive expert-led instruction tailored to your specific professional development needs and learning pace.
How long is lab access provided for the Data to Decisions: ML and Analytics on AWS course, and what environment is used?
You receive 30 days of post-training access to a live AWS sandbox environment for Data to Decisions: ML and Analytics on AWS. This provides direct access to the AWS Management Console for hands-on practice with Amazon S3, Glue, and Redshift, enabling you to perform realistic data engineering and analytics tasks in a secure, risk-free cloud setting.
What is Koenig's rescheduling and cancellation policy for the Data to Decisions: ML and Analytics on AWS course?
Koenig allows free rescheduling for Data to Decisions: ML and Analytics on AWS with 7 days' notice; changes within 7 days incur a $50 fee. Cancellations are accepted 10 days before the start date for a full refund, ensuring you maintain maximum flexibility while supporting the scheduling integrity of our guaranteed-to-run training batches.
What is the format, number of questions, duration, and passing score of the AWS Certified Data Engineer - Associate exam?
The AWS Certified Data Engineer - Associate (DEA-C01) exam features 65 multiple-choice and multiple-response questions over 130 minutes. You must achieve a minimum scaled score of 720 out of 1,000 to pass. Note that 15 of these questions are unscored and are utilized by AWS for future exam evaluation purposes.
How long is the AWS Certified Data Engineer - Associate certification valid, and what is the renewal process and cost?
The AWS Certified Data Engineer - Associate certification remains valid for 3 years. You can renew by passing the current exam or the AWS Certified Generative AI Developer - Professional exam. A 50% discount voucher is available in your AWS Certification account, effectively reducing the standard $150 exam cost by half upon renewal.
What post-training support does Koenig provide after completing the Data to Decisions: ML and Analytics on AWS course?
Koenig offers 30 days of post-training email support, session recordings, practice tests, and extended lab access for Data to Decisions: ML and Analytics on AWS. This comprehensive support ensures you can clarify complex topics, reinforce your technical knowledge, and prepare effectively for the AWS Certified Data Engineer - Associate exam after your training ends.
What are the prerequisites or recommended experience for the Data to Decisions: ML and Analytics on AWS course?
We recommend 1 year of experience with AWS core services and data architecture concepts before taking Data to Decisions: ML and Analytics on AWS. AWS suggests completing Architecting on AWS or AWS Technical Essentials first. This course is ideal for data engineers and analytics professionals aiming to build modern, scalable data solutions on AWS.
What is the average salary impact for professionals holding the AWS Certified Data Engineer - Associate certification?
Professionals holding the AWS Certified Data Engineer - Associate certification earn an average annual salary between $130,000 and $160,000, depending on region and experience. This certification validates your in-demand skills in data engineering and analytics on AWS, significantly boosting your career advancement, professional credibility, and overall long-term earning potential in the cloud sector.
How does the Data to Decisions: ML and Analytics on AWS course compare to self-study for certification preparation?
The Data to Decisions: ML and Analytics on AWS course provides structured, expert-led training with hands-on labs, unlike unguided self-study. It ensures comprehensive coverage of all exam domains, provides real-world practice, and accelerates your preparation timeline, significantly increasing your certification success rate compared to independent study methods that lack professional mentorship and environment access.
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