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DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration

The DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration course is an in-depth program designed to educate learners on the complexities of building and managing a modern data fabric architecture. It covers a broad range of topics including the design, deployment, and management of data across various storage, processing, and analytics platforms. Through a comprehensive curriculum spanning 12 modules, students will gain insights into data fabric benefits, architecture, security, and governance, as well as learn about deployment strategies, <a href="data-management-certification-training-courses">data management</a>, orchestration, and integration with cloud platforms.<br><br>Learners will also explore best practices for data fabric storage, analytics, automation, performance tuning, and monitoring. This course is ideal for professionals looking to enhance their skills in handling <a href="big-data-analytics-courses">big data</a> environments and ensure seamless data availability and quality across an organization. By the end of the course, participants will be equipped with the knowledge to optimize data fabric systems for improved data interoperability and compliance, ensuring that data-driven decisions are made efficiently and securely.

16 Hours (2 Days)
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Course Overview

The DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration course by Open Source is a comprehensive 16-hour live training program designed for data engineers, data architects, and analytics professionals seeking to master modern data fabric architectures. While not tied to a specific vendor certification, this course equips learners with foundational and advanced skills in designing, deploying, and managing data fabric solutions across hybrid and multi-cloud environments. With enterprises increasingly adopting data fabric to unify disparate data sources—Gartner reports that 60% of organizations will use data fabric by 2026 to reduce data management efforts by 30%—this course prepares professionals to lead data integration, governance, and orchestration initiatives. Ideal for those working in data-intensive industries, it supports roles such as Data Engineer, Enterprise Data Architect, and Analytics Operations Lead.

Participants engage with core technologies including Apache Spark, Delta Lake, Kafka for stream processing, and open-source orchestration tools like Apache Airflow, all within a hands-on lab environment delivered through Koenig’s Live Lab Sandbox. The course includes practical exercises where students configure end-to-end data pipelines, implement medallion architecture (bronze, silver, gold layers), and automate data quality checks across distributed systems. A key project involves building a unified data fabric that integrates on-premises databases with cloud storage platforms such as AWS S3 and Azure Blob Storage, enabling real-time analytics and governance. These labs simulate enterprise scenarios, ensuring learners gain experience in data virtualization, metadata management, and cross-platform security policies using open standards and APIs.

By completing DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration, professionals enhance their readiness for evolving data engineering roles in organizations leveraging smart data operations. Graduates report career advancements including promotions and average salary increases of up to 20%, with data engineers in North America earning median base salaries exceeding $115,000. Koenig Solutions supports this learning journey with Guaranteed-to-Run scheduling, ensuring training proceeds even with a single registrant, along with 1-on-1 instructor access and official courseware. Upon completion, learners are positioned to drive data democratization, improve data interoperability, and lead digital transformation initiatives in global enterprises.

Skills You'll Gain

Data Fabric Architecture Smart Data Engineering Data Orchestration Open Source Data Fabric Data Pipeline Automation Metadata-Driven Design Data Integration Patterns Open Source Orchestration Batch ETL Processing Stream Processing Data Virtualization Open Source Data Catalog Data Lineage Tracking Policy Engine Configuration Semantic Data Modeling Real-Time Data Access Cloud Data Management

Prerequisites

Recommended knowledge before taking this course
  • Required: 2+ years of professional experience in SQL and Python programming, essential for mastering DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration by Open Source.
  • Required: Proficiency in Apache Airflow for orchestration and dbt for transformation, as these are the core open-source stacks utilized in DFAB1 labs.
  • Recommended: Experience with Apache Kafka for stream processing and Apache Spark for large-scale data engineering to effectively implement DFAB1 data fabric solutions.
  • Recommended: Prior certification in cloud data engineering (e.g., AWS Certified Data Engineer or Google Professional Data Engineer) to provide the necessary technical baseline.
  • Required: Working knowledge of data security and governance frameworks to ensure your DFAB1 architecture adheres to industry compliance standards.
  • Recommended: Familiarity with containerization (Docker/Kubernetes) to support the deployment models used within the DFAB1 open-source ecosystem.
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Certification Exam

Everything you need to know about the DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration certification exam

Exam Details
Exam Name
DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
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What's Included in Your Training

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

Career Outcomes

82%

of DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration 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 Fabric Engineer
  • Senior Data Engineer
  • Data Operations Engineer
  • Data Orchestration Specialist
  • Data Integration Architect
  • Smart Data Platform Engineer

Companies Hiring

5,000+
Google Amazon Microsoft Accenture Deloitte IBM Netflix Uber JPMorgan Chase Capital One

and 5,000+ organizations worldwide seeking DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration certified professionals

Real Transformations

Course Student Reviews

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    “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

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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.”

    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 DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration training course

Is the certification exam included in the DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration course fee?
The certification exam is not included in the DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration fee. You must purchase the official Microsoft Fabric Data Engineer Associate (DP-600) exam separately via Pearson VUE. Koenig Solutions, as a training provider, offers optional exam vouchers to simplify your registration process for the Microsoft-administered exam.
What training formats are available for the DFAB1 course, and does Koenig offer Guaranteed-to-Run scheduling?
Koenig provides DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration via live online, 1-on-1, and public classroom formats with Guaranteed-to-Run scheduling. Sessions run with just one student, ensuring your training happens as planned. Enjoy 16 hours of live instruction or six months of self-paced access.
How long is lab access provided for the DFAB1 course, and what type of environment is used?
You receive 30 days of lab access for DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration using Microsoft-hosted cloud sandboxes. These environments are provided by Microsoft to support the curriculum. Gain practical experience with real-world scenarios through guided exercises and full tool access.
What is Koenig's rescheduling and cancellation policy for the DFAB1 course?
Koenig offers free rescheduling for DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration with advance notice. Our refund policy allows for a full refund if you withdraw within the first 20% of training, as detailed in our standard terms and conditions at https://www.koenig-solutions.com/terms-and-conditions. This policy ensures a flexible enrollment experience for all professional learners.
What is the format, duration, and passing score of the DP-600 certification exam for DFAB1?
The DP-600 exam, which aligns with the topics covered in DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration, features 40–60 questions, including case studies. You have 100 minutes to achieve a 700/1000 passing score. The exam validates your expertise in Microsoft Fabric security, data optimization, and ingestion via Pearson VUE proctoring.
How long is the DFAB1-related certification valid, and what is the renewal process?
The Microsoft Certified: Fabric Data Engineer Associate credential is valid for one year. You can renew it for free via an online assessment on Microsoft Learn. This process verifies your updated skills in CI/CD, orchestration, and monitoring, keeping you current with Microsoft Fabric advancements at no extra cost.
What post-training support does Koenig provide after completing the DFAB1 course?
Koenig offers 30 days of post-training support for DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration. This includes extended lab access, session recordings, and expert trainer consultations. You also receive official courseware to support your preparation for the Microsoft-administered DP-600 certification exam.
What are the prerequisites or recommended experience for enrolling in the DFAB1 course?
Learners should possess foundational knowledge of SQL, PySpark, and data architecture. Experience with cloud platforms and ETL/ELT workflows is highly recommended. Familiarity with Microsoft Azure analytics helps you maximize the benefits of the DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration curriculum.
What salary increase or career impact can professionals expect after completing the DFAB1 course and earning certification?
Certified Microsoft Fabric Data Engineers typically earn $115,000–$148,000 annually, enjoying a 15–25% salary premium. Completing DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration qualifies you for high-demand roles like Analytics Engineer or Fabric Platform Engineer as enterprises modernize their data stacks.
How does instructor-led DFAB1 training at Koenig compare to self-study for certification preparation?
Koenig’s instructor-led DFAB1: Data Fabric - Smart Data Engineering, Operations, and Orchestration training provides expert mentorship and live labs to supplement your study. With 30 days of lab access and structured exam preparation, you gain the hands-on confidence needed to prepare for the DP-600 exam more effectively than independent study methods.
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