5hr Data Engineering Boot Camp
5hr Data Engineering Boot Camp
Section titled “5hr Data Engineering Boot Camp”Welcome to the 5hr Data Engineering Boot Camp! This intensive course is designed to give you a practical understanding of modern data engineering concepts and tools. Whether you’re a software engineer looking to transition into data engineering or a data analyst wanting to expand your skills, this boot camp will provide you with the essential knowledge and hands-on experience you need.
What You’ll Learn
Section titled “What You’ll Learn”In just 5 hours, you’ll cover:
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Hour 1: Data Engineering Fundamentals
- Understanding data pipelines
- Data modeling basics
- ETL vs ELT
- Data quality and testing
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Hour 2: Data Storage and Processing
- Data warehouses vs data lakes
- SQL and NoSQL databases
- Batch vs streaming processing
- Data partitioning and optimization
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Hour 3: Data Pipeline Development
- Building ETL pipelines with Python
- Working with Apache Airflow
- Data transformation techniques
- Error handling and monitoring
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Hour 4: Data Quality and Testing
- Data validation frameworks
- Unit testing for data pipelines
- Data quality metrics
- Monitoring and alerting
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Hour 5: Real-world Project
- End-to-end data pipeline implementation
- Best practices and patterns
- Performance optimization
- Production deployment
Prerequisites
Section titled “Prerequisites”- Basic Python programming knowledge
- Familiarity with SQL
- Understanding of basic data concepts
- A computer with Python 3.8+ installed
Getting Started
Section titled “Getting Started”Each section includes:
- Hands-on exercises
- Code examples
- Best practices
- Common pitfalls to avoid
Ready to begin your data engineering journey? Let’s start with Hour 1: Data Engineering Fundamentals!
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