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Cloudera Data Engineering: Developing Applications with Apache Spark

Cloudera Data Engineering: Developing Applications with Apache Spark equips data engineers and developers with hands-on skills to build high-performance Spark applications on the Cloudera Data Platform (CDP). It solves the critical challenge of processing distributed “big data” efficiently, enabling real-time analytics and scalable data workflows. With 70% of Fortune 500 companies leveraging Cloudera for enterprise data management, this course delivers in-demand expertise in Spark SQL, streaming, and CDP integration—no prior Spark or Hadoop experience required.

This course prepares learners for the CDP Certified Data Engineer credential, validating expertise in Spark, Hive, and performance optimization on CDP. Koenig Solutions enhances learning with official vendor-authorized courseware and 30-day lab access for hands-on practice. Graduates gain the skills to design, deploy, and optimize data engineering solutions, accelerating career advancement in high-growth big data and AI-driven environments.

32 Hours (4 Days)
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4+ professionals trained

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Course Overview

Cloudera Data Engineering: Developing Applications with Apache Spark is an intermediate-level, four-day instructor-led training course by Cloudera designed for developers and data engineers seeking to master distributed data processing on the Cloudera Data Platform (CDP). This course prepares learners for the Cloudera Data Engineer (CDP-3002) certification exam, equipping them with essential skills in Apache Spark, HDFS, YARN, Hive, and Airflow. With over 70% of Fortune 100 companies leveraging Cloudera’s platform for scalable data engineering, this training addresses high industry demand for professionals proficient in building and deploying Spark applications to solve complex data challenges across cloud and on-premises environments.

Participants gain hands-on experience using the CDP Public Cloud and Data Engineering Service to build, configure, and deploy real-world Spark applications. The lab environment includes direct interaction with Apache Spark, Spark SQL, DataFrames, Hive, YARN, and Airflow, where students complete practical exercises such as ingesting and denormalizing data using Hive, optimizing Spark jobs, and orchestrating ETL pipelines with Airflow. One key project involves deploying a fully functional Spark application on the Data Engineering Service, complete with auto-scaling configurations and data lineage tracking using Apache Atlas, simulating enterprise-grade workflows used in production environments.

By completing Cloudera Data Engineering: Developing Applications with Apache Spark, learners are well-prepared to earn the industry-recognized CDP Data Engineer certification, which validates expertise in designing, developing, and optimizing data workflows on Cloudera’s platform. Certified professionals report an average salary increase of 20-25%, with senior data engineers earning up to $145,000 annually. Koenig Solutions enhances this learning journey with official Cloudera courseware, Guaranteed-to-Run scheduling, and expert-led instruction, ensuring deep mastery of Spark-based development. Graduates are positioned to lead data engineering initiatives, driving faster, data-driven decision-making across modern data architectures.

What You'll Learn

Distribute and process data efficiently with HDFS on Cloudera Data Engineering, mastering Apache Spark for scalable data workflows
Configure and manage Spark applications seamlessly on Cloudera to enhance big data processing capabilities
Deploy Spark jobs effortlessly on Cloudera Data Engineering Service, accelerating your data analytics projects
Query data effectively using Spark SQL and Hive integration within Cloudera, enabling faster insights
Orchestrate complex workflows with Airflow on Cloudera, streamlining data pipeline automation
Optimize Spark performance on Cloudera clusters to achieve faster processing times and improved resource utilization

Skills You'll Gain

Cloudera HDFS Cloudera YARN Cloudera Spark Cloudera Hive Cloudera Data Engineering Spark RDDs Spark DataFrames Spark SQL Hive Partitions DataFrame Persistence Spark UDFs Airflow Orchestration Cloudera Atlas Workload XM Spark Datasets Cloudera Ozone Spark Application Deployment

Prerequisites

Recommended knowledge before taking this course
  • Proficiency in Linux command-line operations for file navigation and process management within the Cloudera Data Engineering: Developing Applications with Apache Spark environment.
  • Working knowledge of Python or Scala programming to develop scalable data applications.
  • Competency in SQL syntax for querying and analyzing large-scale datasets.
  • Understanding of distributed data processing concepts for high-performance computing.
  • Familiarity with Cloudera Data Platform architecture, including HDFS and object storage concepts.
  • Experience with scripting and automation to streamline Spark job execution and workflows.
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Certification Exam

Everything you need to know about the Cloudera Data Engineering: Developing Applications with Apache Spark certification exam

Exam Details
Exam Name
Cloudera Data Engineering: Developing Applications with Apache Spark
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Must wait 24 hours before retaking; full fee applies to each attempt. Details available at https://www.cloudera.com/about/training/certification.html
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Course Curriculum

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

1
Day 1– Mastering HDFS and YARN Architecture
HDFS Core Architecture HDFS Components and Data Flow Managing Data in HDFS Ozone Storage Overview YARN Cluster Architecture YARN Components and Resource Management Executing Jobs on YARN Lab: Optimizing YARN Workloads
2
Day 2– Cloudera Data Engineering Spark DataFrames
DataFrames API Fundamentals Efficient DataFrame I/O Operations Advanced Columnar Transformations Processing Complex Data Types Merging and Partitioning DataFrames Aggregation and Grouping Techniques Custom UDF Implementation Window Function Analytics
3
Day 3– Developing Applications with Apache Hive
Apache Hive Core Concepts Data Transformation via HiveQL Optimizing Partitioned Datasets Bucket Strategy Implementation Handling Data Skew Issues Text Ingestion Using SerDes Denormalization with Complex Types Integrating Hive with Apache Spark
4
Day 4– Distributed Processing and Spark Deployment
Spark Distributed Execution Models Optimizing Query Execution Plans DataFrame and Dataset Caching Configuring Persistence Storage Levels Monitoring Persisted RDD States Automating Ad-Hoc Spark Jobs Workflow Orchestration with Airflow Tracking Data Lineage with Atlas

What's Included in Your Training

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

Career Outcomes

78%

of Cloudera Data Engineering: Developing Applications with Apache Spark certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Cloudera Data Engineering: Developing Applications with Apache Spark 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
  • Apache Spark Developer
  • Data Pipeline Engineer
  • ETL Developer
  • Big Data Architect

Companies Hiring

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

and 5,000+ organizations worldwide seeking Cloudera Data Engineering: Developing Applications with Apache Spark 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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    Azure Administrator

    AZ-104 Certified ✓ Verified
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    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 Cloudera Data Engineering: Developing Applications with Apache Spark training course

Is the Cloudera Data Engineer certification exam included in Cloudera Data Engineering: Developing Applications with Apache Spark course fees?
The Cloudera Data Engineer certification exam is not included in the course fee and requires separate purchase. The official exam voucher is $330 USD via the Cloudera Education Store. This fee covers one attempt at the proctored exam, validating your skills in Spark, Airflow, performance tuning, and Cloudera Data Platform workflows.
What training formats does Koenig offer for Cloudera Data Engineering: Developing Applications with Apache Spark?
Koenig provides Cloudera Data Engineering training via live 1-on-1, instructor-led virtual, and classroom formats, all Guaranteed-to-Run. This ensures your training proceeds regardless of enrollment size. While Cloudera OnDemand offers self-paced options, Koenig focuses on instructor-led delivery to provide expert facilitation, real-time technical support, and immediate answers to complex engineering questions.
How long is lab access for Cloudera Data Engineering: Developing Applications with Apache Spark, and what environment is used?
You receive 100 hours of lab access for Cloudera Data Engineering via a browser-based, cloud-hosted sandbox. This platform uses AWS infrastructure to host Spark, Hive, and Airflow components. It provides a secure, distributed data processing environment, allowing you to practice real-world workflows without needing local hardware or complex software installations.
What is Koenig's rescheduling and cancellation policy for Cloudera Data Engineering: Developing Applications with Apache Spark?
Koenig permits free rescheduling for Cloudera Data Engineering if requested over 10 days before the start date. Changes or cancellations within 10 days incur a 50% fee of the total price. Per standard Terms of Service, you may not reschedule the same training session more than once.
What is the format, question count, passing score, and time limit for the Cloudera Data Engineer exam?
The Cloudera Data Engineer exam features 50 multiple-choice and scenario-based questions. You have 90 minutes to complete the test with a 55% passing score. Proctored via Questionmark, the exam covers Spark, Airflow, performance tuning, and data pipelines. No reference materials are permitted during this rigorous, timed assessment.
How long is the Cloudera Data Engineer certification valid, and what is the renewal process?
The Cloudera Data Engineer certification remains valid for two years. To maintain your credential, you must retake and pass the current version of the CDP Data Engineer exam before expiration. Cloudera does not offer recertification waivers; renewal requires a full exam retake at the standard $330 fee.
What post-training support does Koenig provide after Cloudera Data Engineering: Developing Applications with Apache Spark?
Koenig offers 30 days of post-training support following your Cloudera Data Engineering course. This includes access to session recordings, practice exam questions, and direct email assistance from instructors. This support helps you reinforce core concepts, prepare for certification, and successfully apply Spark and Airflow skills to your professional data projects.
What prerequisites are required for Cloudera Data Engineering: Developing Applications with Apache Spark?
To succeed in Cloudera Data Engineering, you need basic Linux command-line skills, proficiency in Python or Scala, and foundational SQL knowledge. While prior Spark experience is helpful, it is not mandatory. This course is specifically tailored for developers and data engineers transitioning into advanced Cloudera Platform data workflows.
What is the typical salary impact or career benefit after earning the Cloudera Data Engineer certification?
Earning the Cloudera Data Engineer certification can lead to U.S. salaries between $110,000 and $145,000. Roles include Data Engineer, Big Data Developer, and Cloud Data Architect. This credential validates your expertise in Spark and Airflow, potentially increasing job placement speed by 40% and accelerating your advancement within enterprise-level data engineering teams.
How does formal training compare to self-study for the Cloudera Data Engineering: Developing Applications with Apache Spark exam?
Formal training increases exam pass rates by 35% compared to self-study. Cloudera Data Engineering covers 100% of exam objectives, including Spark optimization and Airflow pipelines. Unlike self-study, our instructor-led training provides access to cloud sandboxes and real-time feedback, ensuring you are fully prepared for the certification's practical and theoretical requirements.
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