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There are 2 modules in this course
Master the critical decision-making skills for optimizing data warehouse storage architecture. This course equips data professionals with the analytical expertise to evaluate columnar versus row-oriented storage formats based on workload characteristics, query patterns, and performance requirements. You'll learn to analyze compression ratios, assess ingestion performance implications, and conduct systematic benchmarking of formats like Parquet, ORC, and Avro. Transform your ability to make informed storage architecture decisions that directly impact analytical performance and cost-effectiveness in enterprise data warehousing environments.
This course is unique because it combines theoretical understanding with hands-on benchmarking practice, giving you real-world experience in evaluating storage formats using actual performance metrics.
To be successful in this project, you should have basic understanding of data warehousing concepts and familiarity with SQL queries.
Learners will establish foundational understanding of storage format trade-offs and begin evaluating columnar versus row-oriented approaches for analytical workloads.
What's included
3 videos2 readings1 assignment
Show info about module content
3 videos•Total 11 minutes
Why Storage Format Decisions Make or Break Analytics Performance•3 minutes
Columnar vs Row-Oriented Storage: Core Concepts and Trade-offs•5 minutes
Analyzing Storage Format Trade-offs: A Systematic Approach•3 minutes
2 readings•Total 25 minutes
Storage Format Deep Dive: Performance Characteristics and Use Cases•7 minutes
Benchmarking Columnar vs Row-Oriented Storage Performance•18 minutes
1 assignment•Total 6 minutes
Storage Format Knowledge Check•6 minutes
Module 2: Performance Benchmarking and Recommendations
Module 2•1 hour to complete
Module details
Learners will conduct hands-on performance benchmarking of storage formats and create evidence-based recommendations that mirror professional data engineering decision-making processes.
What's included
1 video2 readings3 assignments
Show info about module content
1 video•Total 3 minutes
Professional Recommendation Reports: Translating Benchmarks into Business Value•3 minutes
2 readings•Total 18 minutes
Enterprise Benchmarking Methodologies: From Netflix to Cloudflare•10 minutes
Interpreting Storage Format Performance Data•8 minutes
3 assignments•Total 33 minutes
Create Professional Storage Recommendation Report•15 minutes
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