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Forging Data Excellence: From Spark to Kafka

Forging Data Excellence: From Spark to Kafka equips data engineers and real-time application developers with the skills to design, build, and optimize streaming data pipelines using Apache Kafka and Spark Structured Streaming. It solves the critical industry challenge of unreliable, high-latency data systems by teaching fault-tolerant architectures and performance tuning. With over 80% of Fortune 100 companies using Kafka, demand for certified professionals has surged, making this expertise essential for scalable, low-latency data processing.

This course prepares learners for the Confluent Certified Developer for Apache Kafka (CCDAK) exam, featuring 90 minutes of proctored assessment and a $150 registration fee. Koenig Solutions delivers official vendor-authorized courseware with Guaranteed-to-Run dates and 30-day lab access, ensuring hands-on mastery. Graduates gain the confidence to deploy enterprise-grade streaming solutions that power real-time analytics and event-driven architectures.

88 Hours (11 Days)
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7+ professionals trained

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Course Overview

The course "Forging Data Excellence: From Spark to Kafka" by Apache Kafka is designed to equip data engineers, streaming application developers, and solutions architects with advanced skills in building real-time data pipelines using Apache Spark and Apache Kafka. This intensive program prepares learners for the Confluent Certified Developer for Apache Kafka (CCDAK) certification, a widely recognized credential validating expertise in Kafka-based application development. Targeted at professionals working with event-driven architectures, the course addresses growing industry demand—over 1,100 Kafka-related job openings currently exist, with roles like Data Engineer and Software Engineer frequently requiring these competencies. Employers across finance, e-commerce, and telecommunications increasingly rely on robust streaming platforms, making this skill set critical for modern data infrastructure.

Participants engage with core technologies including Apache Kafka, Apache Spark Structured Streaming, Kafka Connect, Kafka Streams, Schema Registry, and Zookeeper, mastering their integration within distributed systems. The hands-on lab environment features a cloud-based Kafka cluster where students configure multi-node deployments, design fault-tolerant topics, implement idempotent producers, and build end-to-end streaming pipelines that process live data feeds. A key project involves creating a real-time analytics pipeline that ingests financial transaction data via Kafka topics, processes it using Spark’s stateful operations and windowing functions, and delivers insights to downstream applications while ensuring exactly-once processing semantics. These labs use official tooling such as the Kafka Java API, Spark SQL, and command-line interfaces to simulate enterprise production workflows.

By completing "Forging Data Excellence: From Spark to Kafka," participants gain direct preparation for the CCDAK certification, which is highly regarded among enterprises deploying Kafka at scale. Certified professionals report median salaries of $189,500, with senior roles reaching over $260,000, reflecting strong market value. Koenig Solutions enhances this training with Guaranteed-to-Run batches, 1-on-1 mentoring, and access to official courseware aligned with current Kafka 3.5+ standards. Graduates emerge ready to lead streaming initiatives, optimize cluster performance, and design scalable, resilient data architectures in high-demand environments.

What You'll Learn

✓Architect Apache Kafka topics and partitions to scale data streaming, achieving sub-10ms latency in high-volume production environments.
✓Execute Apache Spark Structured Streaming pipelines to ingest real-time data, reducing data serialization overhead by 20% through optimized schema management.
✓Implement Apache Kafka producers and consumers using the Java API to ensure reliable, high-throughput messaging across distributed enterprise clusters.
✓Orchestrate end-to-end data pipelines integrating Spark and Kafka to automate workflows, decreasing end-to-end processing time by 15%.
✓Transform raw data using Apache Spark DataFrames and SQL to generate actionable insights while optimizing memory allocation for complex analytical queries.
✓Debug and tune Apache Kafka cluster configurations to maintain 99.99% availability and minimize tail latency under heavy write loads.

Prerequisites

Recommended knowledge before taking this course
  • Fundamental understanding of Apache Spark and its Structured Streaming API, essential for mastering data streaming with Apache Kafka in the 'Forging Data Excellence: From Spark to Kafka' course
  • Knowledge of distributed systems and stream processing concepts provides a strong foundation for implementing real-time data pipelines using Apache Kafka and Spark
  • Familiarity with Apache Kafka core components such as topics, producers, consumers, and brokers is crucial for effective data integration and management in this training
  • Experience with Java or Python programming enables learners to build robust data processing applications aligned with Apache Kafka and Spark technologies
  • Working knowledge of messaging systems and event-driven architectures helps in designing scalable, reliable data solutions with Apache Kafka
  • Hands-on experience with command-line tools and Linux environments ensures learners can efficiently operate and troubleshoot Kafka and Spark deployments
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Certification Exam

Everything you need to know about the Forging Data Excellence: From Spark to Kafka certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
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Retake Policy
Not applicable
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Forging Data Excellence: From Spark to Kafka

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Course Curriculum

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

1
Day 1– Foundations of Spark and Kafka Integration
Forging Data Excellence: From Spark to Kafka overview Introduction to Apache Spark RDDs and DataFrames Apache Kafka architecture: Brokers, Topics, and Partitions Setting up the Spark-Kafka development environment Kafka Producer and Consumer API fundamentals Data Engineering ecosystem mapping Integrating Spark SQL with Kafka data sources Essential SQL queries for streaming data
2
Day 2– Data Modeling and Streaming Architecture
OLTP vs OLAP for streaming workloads Star Schema design for analytical processing Snowflake Schema implementation techniques Data Vault modeling strategies Medallion Architecture design principles Spark DataFrame schema design workshop Lakehouse architecture patterns with Kafka Real-world streaming data modeling cases
3
Day 3– Data Ingestion & Spark Structured Streaming
Effective batch ingestion strategies Integrating Spark Structured Streaming with Kafka Topics ETL vs ELT comparison in streaming contexts Apache Hop framework introduction CSV ingestion pipeline creation Automated data cleansing techniques Spark-to-Kafka high-speed loading ETL logging and implementation
4
Day 4– Change Data Capture & Kafka Connect
CDC overview and use cases Log-based CDC methodology with Kafka Connect Trigger-based CDC implementation Query-based CDC approaches Kafka Connect hands-on labs SCD Type 1 data handling in Spark SCD Type 2 versioning logic SCD Type 3 implementation steps
5
Day 5– Orchestration with Apache Airflow
Pipeline orchestration business value Airflow DAGs core concepts Operators and Sensors usage Airflow production setup process Build production-ready DAGs for Spark jobs Monitoring Spark and Kafka pipeline health Task dependency management strategies Scheduled job execution workflows

What's Included in Your Training

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

Career Outcomes

82%

of Forging Data Excellence: From Spark to Kafka certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Forging Data Excellence: From Spark to Kafka 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
  • Big Data Engineer
  • Streaming Data Architect
  • Kafka Administrator
  • Apache Spark Developer
  • Data Pipeline Engineer

Companies Hiring

5,000+
Netflix Uber Confluent Amazon Google LinkedIn Accenture JPMorgan Chase Capital One Databricks

and 5,000+ organizations worldwide seeking Forging Data Excellence: From Spark to Kafka 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.

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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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    Azure Administrator

    AZ-104 Certified ✓ Verified
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  • ★★★★★

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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.

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    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 Forging Data Excellence: From Spark to Kafka training course

Is the certification exam included in the Forging Data Excellence: From Spark to Kafka course fee?
The certification exam is not included in the Forging Data Excellence: From Spark to Kafka course fee; it is purchased separately. The Confluent Certified Developer for Apache Kafka (CCDAK) exam costs $150 USD per official Confluent pricing. Candidates must register and schedule this Apache Kafka certification exam independently after completing their Koenig training.
What training formats are available for the Forging Data Excellence: From Spark to Kafka course?
Koenig offers live online instructor-led training for Forging Data Excellence: From Spark to Kafka with Guaranteed-to-Run scheduling, ensuring sessions proceed regardless of enrollment. We provide classroom training in select global locations upon request. Our 1-on-1 private training options allow you to customize the learning pace and schedule to meet your specific professional development goals.
How long is lab access provided, and what environment is used for hands-on practice?
Lab access for Forging Data Excellence: From Spark to Kafka includes 30 days of post-course access to a cloud-hosted sandbox. This environment features Apache Spark, Kafka clusters, PostgreSQL, Airflow, and Delta Lake. You will build end-to-end data pipelines using real-time streaming and batch processing workflows, gaining practical experience with industry-standard Apache Kafka tools.
What is Koenig's rescheduling and cancellation policy for this course?
You may reschedule or cancel your enrollment in Forging Data Excellence: From Spark to Kafka up to five calendar days before the start date without penalty. Requests made within five days result in full fee forfeiture. This policy aligns with Koenig’s standard terms for all guaranteed live training programs to ensure consistent, high-quality delivery.
What is the format, duration, and passing score of the Apache Kafka certification exam?
The Confluent Certified Developer for Apache Kafka (CCDAK) exam is a 90-minute proctored test featuring 55–60 questions, including multiple-choice and drag-and-drop formats. A passing score of 65–70% is required. The exam is administered remotely via Honorlock, requiring a webcam and Chrome browser, and provides immediate results to validate your Apache Kafka expertise.
How long is the Apache Kafka certification valid, and how do I renew it?
The Confluent Certified Developer for Apache Kafka (CCDAK) certification remains valid for two years. To renew, you must retake and pass the official CCDAK exam. The renewal fee is $150 USD. No continuing education credits are accepted for maintenance; only a successful reattempt of the exam keeps your Apache Kafka certification status active.
What post-training support does Koenig provide after completing the course?
After Forging Data Excellence: From Spark to Kafka, Koenig provides 30 days of expert mentorship for technical queries. You also receive access to recorded sessions and community forums. We offer personalized guidance on exam registration, resume integration of your new Apache Kafka skills, and recommendations for optional retakes to ensure your career success.
What prerequisites or prior experience are recommended for this course?
We recommend 6–12 months of hands-on experience with Java, Python, or Scala and foundational knowledge of distributed systems before starting Forging Data Excellence: From Spark to Kafka. Familiarity with Linux, SQL, and ETL concepts significantly improves your ability to master advanced Apache Spark and Kafka integration topics during this intensive training program.
What salary increase or career advancement can I expect after completing this course?
Professionals with Apache Kafka certification earn between $110,000 and $155,000 annually. Completing Forging Data Excellence: From Spark to Kafka prepares you for roles like Data Engineer or Streaming Architect. Many graduates report a 15–25% salary increase, proving that mastering Apache Kafka is a high-value investment for your long-term career growth and technical advancement.
How does instructor-led training compare to self-study for mastering Spark and Kafka integration?
Instructor-led training for Forging Data Excellence: From Spark to Kafka provides structured guidance, real-time troubleshooting, and expert-led labs that self-study lacks. Given the complexity of stream processing, live mentorship is proven to increase exam pass rates by up to 40%. This ensures you gain the deep Apache Kafka knowledge required for real-world production environments.

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