PySpark for Data Testing Automation
The Microsoft course 'PySpark for Data Testing Automation' equips data engineers and analysts with skills to automate data validation and enforce quality at scale using PySpark in Azure Databricks, solving the critical pain point of unreliable data pipelines. With over 70% of data projects failing due to poor data quality (Microsoft, 2026), this training enables professionals to implement unit testing, Delta Lake expectations, and CI/CD practices that catch defects early.
This course prepares learners for the Microsoft Certified: Azure Databricks Data Engineer Associate (DP-750) exam, which requires a 700/1000 passing score and costs $165 USD. Koenig Solutions provides official vendor-authorized courseware and 30-day lab access, empowering you to build production-ready, test-automated data pipelines on Azure.
Training Formats & Pricing
100% Happiness Guarantee · Free Rescheduling · Secure Payment
Course Overview
The Microsoft course *PySpark for Data Testing Automation* is designed for data engineers, data analysts, and analytics professionals seeking to automate data validation and pipeline testing in cloud-scale environments. This training aligns with the skills measured in Exam DP-750: Implementing Data Engineering Solutions Using Azure Databricks, preparing learners for the Microsoft Certified: Azure Databricks Data Engineer Associate credential. Participants will gain hands-on expertise in building robust, testable data pipelines using PySpark within Azure Databricks. With over 95% of Fortune 500 companies leveraging Azure for data and AI workloads, mastering these tools ensures alignment with enterprise-grade data practices and growing industry demand for automated, reliable data systems.
Learners engage directly with core Microsoft technologies including Azure Databricks, Unity Catalog, Delta Lake, Spark SQL, Structured Streaming, and Azure Monitor. The course features intensive hands-on labs conducted in the Azure Portal and Databricks workspace, where students configure serverless compute clusters and implement end-to-end testing frameworks. A key project involves building a production-ready order processing pipeline with integrated unit and integration tests using pytest, then packaging it as a Declarative Automation Bundle (DAB) for consistent deployment across development, test, and production environments. Students use the Databricks CLI to validate, preview, and deploy their bundles, simulating real-world DevOps workflows while enforcing data quality through expectations and schema enforcement in Unity Catalog.
This course prepares candidates for the widely recognized Microsoft Certified: Azure Databricks Data Engineer Associate certification, which validates critical skills in modern data engineering and is increasingly required by employers adopting Azure-based analytics platforms. Certified professionals report average salary increases of 20–30%, with Azure data engineers commanding median salaries exceeding $120,000 in North America. Koenig Solutions enhances this learning experience with Guaranteed-to-Run batches and optional 1-on-1 training, ensuring personalized instruction using official Microsoft courseware. Upon completion, graduates are equipped to lead secure, scalable, and automated data solutions, positioning them for advanced roles in data platform architecture and cloud analytics engineering.
What You'll Learn
Skills You'll Gain
Prerequisites
- Basic familiarity with Python 3.8+ and pytest, essential for effective use of PySpark for Data Testing Automation, ensuring smooth test automation workflows.
- Working knowledge of Apache Spark 3.x architecture and Spark SQL, critical for leveraging PySpark for Data Testing Automation in large-scale data environments.
- Experience with Azure Databricks workspace and cluster configuration, necessary to optimize testing automation with PySpark for Data Testing Automation.
- Understanding of Delta tables and data formats such as Parquet, JSON, and CSV, vital for efficient data testing and validation using PySpark for Data Testing Automation.
- Ability to write and execute SQL queries for data filtering, joining, and aggregation, empowering users to perform comprehensive data tests with PySpark for Data Testing Automation.
- Familiarity with unit testing concepts and test isolation in distributed environments, foundational for mastering PySpark for Data Testing Automation.
Certification Exam
Everything you need to know about the PySpark for Data Testing Automation certification exam
Course Curriculum
Structured learning with hands-on labs and real-world scenarios
1
Day 1– Environment Setup and DataFrame Fundamentals
2
Day 2– Advanced Data Validation Techniques
3
Day 3– ETL Validation and Pipeline Integrity
4
Day 4– CI/CD Integration and Automated Testing
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified
-
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
Frequently Asked Questions
Everything you need to know about the PySpark for Data Testing Automation training course
Is the certification exam included in the PySpark for Data Testing Automation course fee, and what is the cost if separate?
What training formats are available for PySpark for Data Testing Automation, and is Guaranteed-to-Run scheduling offered?
How long is lab access provided, and what type of environment is used for PySpark for Data Testing Automation?
What is Koenig's rescheduling and cancellation policy for the PySpark for Data Testing Automation course?
What is the format, number of questions, passing score, and time limit for the PySpark for Data Testing Automation certification exam?
How long is the PySpark for Data Testing Automation certification valid, and what is the renewal process and cost?
What post-training support does Koenig provide after completing the PySpark for Data Testing Automation course?
What prerequisites or prior experience are recommended for the PySpark for Data Testing Automation course?
What is the average salary impact and career progression for professionals with PySpark for Data Testing Automation skills?
How does instructor-led training for PySpark for Data Testing Automation compare to self-study in terms of pass rates and career outcomes?
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Happiness Guarantee
We are so confident in the quality of our training that we offer a full money-back guarantee. Not satisfied? Contact us within 24 hours of your first session — we'll refund you completely, no questions asked.