Koenig Original Guaranteed-to-Run

Advanced Level – Automation, Programming & Data-Driven Decision Making

The Advanced Level – Automation, Programming & Data-Driven Decision Making course by Koenig Original equips data analysts, automation engineers, and IT professionals with advanced scripting, automation frameworks, and data modeling skills to solve the critical pain point of inefficient decision-making in complex systems. With 97% of Fortune 500 companies using business intelligence tools like Power BI, this training bridges the gap between raw data and strategic action through Python, RPA, and predictive analytics.

This Koenig Original course prepares learners for data-driven leadership roles by integrating real-world automation projects and decision modeling. Leveraging Koenig’s Guaranteed-to-Run scheduling and 30-day lab access, professionals gain hands-on experience in deploying scalable automation solutions, leading to faster innovation and strategic impact in AI-driven enterprises.

16 Hours (2 Days)
Live Online / Classroom
0+ professionals trained

Training Formats & Pricing

1-on-1 USD 1,100
Dedicated instructor, your schedule Fastest
Public Batch USD 850
Group class, fixed schedule Most Popular
Self-Paced On Request
Recorded sessions, learn anytime Best Value

100% Happiness Guarantee · Free Rescheduling · Secure Payment

Course Overview

The Advanced Level – Automation, Programming & Data-Driven Decision Making by Koenig Original is a comprehensive program designed for data engineers, automation specialists, and analytics professionals seeking to master modern data workflows and intelligent automation systems. While not tied to a single vendor certification, this course equips learners with advanced competencies in building scalable data pipelines and implementing automation frameworks critical for data-driven organizations. It serves roles such as Data Engineer, Automation Architect, and Business Intelligence Developer, addressing industry demand where 80% of enterprises are accelerating automation initiatives to improve operational efficiency. With data engineering skills ranked among the most in-demand tech capabilities, this course provides the strategic foundation needed to thrive in data-intensive environments.

Participants engage with a robust technology stack including PostgreSQL for relational data management, Apache Hop for ETL workflows, Apache Airflow for pipeline orchestration, Delta Lake for lakehouse architecture, and Apache Spark for big data processing. The hands-on labs are conducted in a BYOL (Bring Your Own Laptop) environment, allowing students to configure real data systems and build end-to-end pipelines. A key project involves implementing a Medallion Architecture with Bronze, Silver, and Gold data layers, incorporating CDC (Change Data Capture), SCD (Slowly Changing Dimensions), and data quality checks. Learners also gain experience with Git-based CI/CD workflows, Terraform for infrastructure as code, and PySpark for batch and streaming analytics, simulating enterprise-grade DataOps practices.

This Koenig Original course prepares professionals for advanced data and automation roles recognized across finance, healthcare, and technology sectors, where certified data engineers command average salaries exceeding $120,000 annually. Koenig differentiates itself with Guaranteed-to-Run scheduling, 1-on-1 training options, and official courseware aligned with industry best practices. Graduates gain not only technical mastery but also the strategic insight to lead digital transformation initiatives, positioning them for career advancement into senior data architecture, automation leadership, or analytics management roles in the evolving AI-driven enterprise landscape.

What You'll Learn

Automate workflows using Python and PowerShell scripting in the Advanced Level – Automation, Programming & Data-Driven Decision Making course by Koenig Solutions
Build robust data pipelines with Apache Hop and PostgreSQL to streamline data integration
Orchestrate complex ETL processes efficiently using Apache Airflow for better data management
Design scalable data lakehouse architectures with Delta Lake for unified data storage
Enhance PostgreSQL query performance through the use of materialized views in this comprehensive course
Secure your data systems effectively by implementing RBAC and encryption techniques in the Koenig Advanced Level course

Prerequisites

Recommended knowledge before taking this course
  • Demonstrated expertise in Python 3.9 or higher, specifically utilizing Pandas 1.5+, NumPy 1.24+, and Scikit-learn 1.2+ for advanced data manipulation and modeling within the Advanced Level – Automation, Programming & Data-Driven Decision Making course by Koenig Original.
  • Practical hands-on experience developing data automation scripts and utilizing automation libraries to streamline complex data pipelines.
  • Competency in descriptive statistics, data visualization, and predictive modeling techniques to derive actionable business insights.
  • Technical familiarity with parsing and processing structured data formats including CSV, JSON, and Excel files.
  • Completion of a foundational data science or Python automation course, or equivalent professional experience in a data-driven environment.
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Certification Exam

Everything you need to know about the Advanced Level – Automation, Programming & Data-Driven Decision Making certification exam

Exam Details
Exam Name
Advanced Level – Automation, Programming & Data-Driven Decision Making
Exam Cost
Included in course fee
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
N/A - Continuous instructor support provided during the workshop
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Advanced Level – Automation, Programming & Data-Driven Decision Making

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Course Curriculum

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

1
Day 1– Mastering Data Engineering Foundations
Data Engineering Core Concepts Professional Roles and Responsibilities Industry-Standard Real-World Examples The Modern Data Engineering Ecosystem Warehousing, Pipelines, and Orchestration Secure PostgreSQL Database Installation Apache Hop Environment Configuration Advanced SQL Queries in PostgreSQL
2
Day 2– Data Modeling and Lakehouse Architecture
Comparing OLTP and OLAP Systems Designing Star Schema Models Implementing Snowflake Schema Models Advanced Data Vault Modeling Techniques Medallion Architecture Framework Principles Practical Schema Design in PostgreSQL Lakehouse and Medallion Implementation Data Vault Modeling for Scalability
3
Day 3– Efficient Data Ingestion & Batch ETL
Batch versus Stream Ingestion Strategies Comparing ETL and ELT Architectures Introduction to Apache Hop Workflows Automated CSV Data Ingestion Pipelines Robust Data Cleansing Methodologies Optimized PostgreSQL Data Loading Logging and Auditing ETL Pipelines Hands-on ETL Pipeline Development
4
Day 4– Advanced CDC & SCD Implementation
CDC Overview and Methodology Log-based CDC Technical Implementation Trigger-based CDC Workflow Design Query-based CDC Integration Patterns Hands-on CDC in PostgreSQL Environments SCD Type 1 Data Implementation SCD Type 2 Data Implementation SCD Type 3 Data Implementation
5
Day 5– Orchestration with Apache Airflow
Importance of Workflow Orchestration Apache Airflow DAG Architecture Advanced Operators and Sensors Hands-on Apache Airflow Setup Building Scalable Production DAGs ETL Pipeline Monitoring and Control Automated DAG Scheduling Techniques Error Handling in Apache Airflow

What's Included in Your Training

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

Hands-On Lab

Live Lab Sandbox

Real Environment

Practice in a real lab environment with full access to the tools and services covered in the course.

30+ Guided Labs

30+

Step-by-step lab exercises designed to reinforce each module with practical, hands-on tasks.

Lab Manual Included

Full Guide

Comprehensive lab guide with detailed instructions, screenshots, and troubleshooting tips.

Post-Training Access

30 Days

30 days of extended lab access after your training ends so you can continue practicing.

Career Outcomes

82%

of Advanced Level – Automation, Programming & Data-Driven Decision Making certified professionals report career advancement within 6 months

Salary Impact

+29%

Average salary increase reported after obtaining the Advanced Level – Automation, Programming & Data-Driven Decision Making 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
  • Automation Engineer
  • DevOps Automation Specialist
  • Data Automation Architect
  • Programming and Automation Lead
  • Data-Driven Decision Analyst
  • Enterprise Automation Consultant

Companies Hiring

5,000+
Microsoft Google Amazon Accenture Deloitte IBM JPMorgan Chase Goldman Sachs Capgemini TCS

and 5,000+ organizations worldwide seeking Advanced Level – Automation, Programming & Data-Driven Decision Making 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 Advanced Level – Automation, Programming & Data-Driven Decision Making training course

Is the certification exam included in the Advanced Level – Automation, Programming & Data-Driven Decision Making course fee, and what is the cost if separate?
The certification exam is not included in the Advanced Level – Automation, Programming & Data-Driven Decision Making course fee. You must purchase the official exam voucher separately. The standard fee for this Koenig Original certification is $350 USD, consistent with all advanced technical training programs.
What training formats are available for the Advanced Level – Automation, Programming & Data-Driven Decision Making course, and does Koenig offer Guaranteed-to-Run scheduling?
Koenig offers the Advanced Level – Automation, Programming & Data-Driven Decision Making course via live online instructor-led, 1-on-1 private, and self-paced Flexi video formats. All public live sessions are Guaranteed-to-Run, meaning they proceed with just one participant. Classroom and Fly-Me-A-Trainer options are also available.
How long is lab access provided for the Advanced Level – Automation, Programming & Data-Driven Decision Making course, and what type of lab environment is used?
You receive 30 days of lab access after completing the Advanced Level – Automation, Programming & Data-Driven Decision Making course. Labs utilize a secure, browser-based cloud sandbox. This environment features real-world tools like Python, Power BI, and automation frameworks, allowing you to practice without local setup.
What is Koenig's rescheduling and cancellation policy for the Advanced Level – Automation, Programming & Data-Driven Decision Making course?
Koenig allows free rescheduling for the Advanced Level – Automation, Programming & Data-Driven Decision Making course if requested over 7 days before starting. Cancellations or rescheduling within 10 days incur a 50% fee. Each enrollment is limited to one reschedule to ensure consistent training standards and integrity.
What is the exam format, number of questions, passing score, and time limit for the Advanced Level – Automation, Programming & Data-Driven Decision Making certification?
The Advanced Level – Automation, Programming & Data-Driven Decision Making exam consists of 40 multiple-choice and scenario-based questions worth 75 total points. You must achieve a 65% passing score (49 points) within 90 minutes. The exam evaluates your practical application of automation and data analysis at K2 to K4 levels.
How long is the Advanced Level – Automation, Programming & Data-Driven Decision Making certification valid, and what is the renewal process and cost?
The Koenig Original Advanced Level – Automation, Programming & Data-Driven Decision Making certification remains valid for three years. Renewal requires a 12-hour refresher course or 15 continuing education units (CEUs) plus a $99 fee. This process ensures your skills remain current with the latest automation and data technology trends.
What post-training support does Koenig provide after completing the Advanced Level – Automation, Programming & Data-Driven Decision Making course?
Koenig provides 30 days of post-training support, including session recordings, 6 hours of trainer consultation, and a digital certificate. You also gain access to Qubits for exam prep, 30-day extended lab access, and expert-led doubt-clearing sessions to ensure you master the Advanced Level – Automation, Programming & Data-Driven Decision Making curriculum.
What are the prerequisites or prior experience needed for the Advanced Level – Automation, Programming & Data-Driven Decision Making course?
Prerequisites for the Advanced Level – Automation, Programming & Data-Driven Decision Making course include intermediate Python skills and familiarity with Pandas or NumPy. You should also have a basic understanding of automation, Excel, SQL, or Power BI. A foundational grasp of programming logic is essential for success.
What is the expected salary impact or career advancement after completing the Advanced Level – Automation, Programming & Data-Driven Decision Making course?
Graduates of the Advanced Level – Automation, Programming & Data-Driven Decision Making course report 25–30% salary increases. Certified professionals often secure roles like Automation Engineer or Data Analyst, earning median salaries of $95,000–$110,000 in North America. This credential validates your expertise for senior technical and analytical leadership positions.
How does the Advanced Level – Automation, Programming & Data-Driven Decision Making course compare to self-study in terms of effectiveness and outcomes?
This course provides structured, expert-led training with hands-on labs, significantly outperforming self-study. Unlike independent learning, you benefit from Guaranteed-to-Run scheduling, direct instructor access, and a recognized Koenig Original certification. It offers a faster, more reliable path to mastering the Advanced Level – Automation, Programming & Data-Driven Decision Making skill set.
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