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DataOps Fundamentals

The DataOps Fundamentals course by Open Source equips data engineers, analysts, and analytics managers with proven practices to accelerate data delivery while improving quality and collaboration. It solves the critical industry challenge where 70% of data initiatives fail due to siloed teams and manual processes. Learners gain skills in automation, continuous integration for data pipelines, and governance to deliver trustworthy, timely data.

This course prepares learners for the Fundamentals of DataOps Certification, featuring a 33-question assessment with an 80% passing grade. Koenig’s 30-day lab access ensures hands-on mastery of DataOps pipelines and testing frameworks. Graduates emerge ready to drive data reliability and support AI initiatives with robust, scalable data systems.

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Course Overview

The DataOps Fundamentals course by Open Source is designed for data engineers, data scientists, and analytics managers seeking to master modern data pipeline orchestration and deployment practices. Aligned with the Continuous Delivery Foundation (CDF) initiative, this course prepares learners for the DataOps Foundation Certified (DataOps-FC) credential, equipping them with core principles such as pipeline automation, data quality assurance, and CI/CD integration for data workflows. With organizations increasingly adopting DataOps to reduce data downtime and accelerate insights, demand for certified professionals has surged by over 200% on major job platforms, making this training essential for roles in data operations and reliability engineering.

Participants gain hands-on experience with key open-source and cloud-native tools including DataOps.live, Dataiku, Apache Airflow, Kubernetes, and Databricks, all within a browser-accessible lab environment. Students build and configure end-to-end data pipelines using GitOps workflows, automate testing and deployment processes, and integrate monitoring for observability. A core project involves creating a scheduled, production-ready pipeline using the DataOps.live platform, where learners define CI/CD workflows, manage environment configurations, and deploy data models using real-time orchestration techniques. These labs simulate enterprise scenarios, such as triggering pipelines based on external events and integrating with Jira for issue tracking, ensuring practical, job-ready skills.

This course prepares candidates for the DataOps-FC certification exam, a scenario-based assessment recognized by hiring teams across 50+ countries and backed by the Linux Foundation Training ecosystem. Certified professionals report median salaries between $118,000 and $165,000, reflecting strong market demand for expertise in automated, reliable data operations. At Koenig Solutions, students benefit from official courseware and a Guaranteed-to-Run schedule, ensuring timely access to expert-led instruction. Completing the DataOps Fundamentals training positions individuals to lead data reliability initiatives, drive MLOps adoption, and advance into senior data engineering or data platform leadership roles.

What You'll Learn

Configure YAML-based orchestration using Apache Airflow to streamline data workflows and achieve 99.9 percent data pipeline uptime. Configure CI-CD pipelines for DataOps using GitHub Actions to enable rapid deployment and reduce mean time to recovery by 30 percent. Monitor data pipeline observability with Great Expectations to identify issues and ensure data accuracy within DataOps Fundamentals by Open Source. Secure open-source DataOps pipelines by implementing role-based access controls to protect sensitive data and prevent unauthorized breaches. Design data quality validation frameworks using dbt tests to ensure high data integrity and trustworthiness across all data operations. Manage DataOps with open-source tools to optimize workflows, reduce infrastructure costs, and enhance scalability, empowering organizations to deliver reliable data solutions faster.

Skills You'll Gain

DataOps Pipelines CI/CD for Data Data Pipeline Orchestration Data Quality Testing Data Governance Open Source DataOps Data Journey Mapping Lean DataOps Automated Data Testing Data Contracts Data Pipeline Automation DataOps Environment Management DataOps Implementation DataOps Philosophy Data Analytics Workflow DataOps Lifecycle Data Pipeline Monitoring

Prerequisites

Recommended knowledge before taking this course
  • Data engineering concepts: A foundational understanding is essential for mastering the core principles of efficient data management in this course. Recommended Proficiency Level: Intermediate.
  • Git (Version Control): Familiarity with Git is required to streamline collaboration and manage code versions effectively during lab exercises. Time Commitment: 2-3 hours of prior practice.
  • SQL (SQL-92 or higher): Working knowledge of standard SQL is necessary for querying, data analysis, and integration tasks performed throughout the curriculum.
  • Python (3.x): Foundational experience with Python is required for writing and executing the CI/CD pipeline automation scripts used in the course labs.
  • Command Line Interface (CLI): Proficiency in CLI navigation is crucial for managing cloud environments and executing system-level commands during technical modules.
  • SSH (Secure Shell): The ability to access and navigate cloud-based lab environments via SSH is required to complete the hands-on infrastructure deployment tasks.
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Certification Exam

Everything you need to know about the DataOps Fundamentals certification exam

Exam Details
Exam Name
DataOps Fundamentals
Exam Cost
$0
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Two free re-attempt windows if not cleared first time
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Course Curriculum

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

1
Day 1– Mastering DataOps Fundamentals
Industry Data Analytics Challenges Resolving Organizational Complexity Issues Defining DataOps Fundamentals Concepts Evolution of Open Source DataOps Comparing DataOps and DevOps Frameworks Driving Business Value via DataOps Core Principles of DataOps Methodology Defining DataOps Team Responsibilities
2
Day 2– Data Journey First Strategy
The Data Journey Manifesto Understanding Data Journey Architecture Five Pillars of Data Journeys Mapping Critical Data Consumer Needs Defining Effective Data Value Streams Identifying Key Data Stakeholders Establishing Robust Data Accountability Aligning Data with Business Objectives
3
Day 3– DataOps Production Pipeline Optimization
Overview of Three DataOps Pipelines Meta-Orchestrating Tools and Teams Automating Tests for Error Detection Implementing Data Quality Test Types Measuring Key Production Processes Reflecting to Improve Workflow Efficiency Monitoring Data Pipeline Performance Metrics Implementing Effective Feedback Loops
4
Day 4– DataOps Development Pipeline Excellence
Managing Development Lifecycle Complexities Accelerating Data and Analytics Development Achieving Rapid Deployment Cycles DataOps Deployments Beyond Standard DevOps Version Control Systems for Data Enhancing Collaborative Development Practices Testing in Modern Development Environments CI/CD Strategies for Data Pipelines
5
Day 5– DataOps Environment and Implementation
Overcoming DataOps Environment Challenges Key Environment Management Components Core Principles of DataOps Environments Strategic DataOps Implementation Planning Adopting the Lean DataOps Approach Six-Step Process for DataOps Success Data Journey First Implementation Tactics Conducting DataOps Maturity Assessments

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.

Real Transformations

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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  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

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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.”

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    Business Intelligence Lead

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  • ★★★★★

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    James T.

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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.”

    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.”

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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.”

    Mei W.

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    Data Platform Engineer

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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

    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
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