Math, Numerical Methods & Data Analytics

Data Pipeline Tools and Technologies

Mastering Data Pipeline Tools and Technologies

Workload: 512 hours Topics: Data Engineering and Pipelines
Initial Registration โ€” 80 EUR This initial payment is credited toward tuition. Program-specific discounts may apply.
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Program overview

Data Pipeline Tools and Technologies provides a comprehensive exploration of the methodologies and technologies essential for building robust data pipelines. Participants will engage in hands-on projects that emphasize practical applications of data engineering, enabling them to effectively manage data flow from various sources to analytical outputs. The course focuses on the integration of tools and technologies that facilitate data ingestion, transformation, and storage, preparing attendees to meet the demands of the evolving job market.
Throughout the program, participants will delve into a variety of topics that enhance their technical skills and understanding of data pipelines. By working collaboratively on projects, learners will not only gain valuable experience but also have the opportunity to publish their findings in Cademix Magazine, further establishing their expertise in the field. This course is structured to provide both theoretical knowledge and practical skills, culminating in a final project that showcases the application of learned concepts in real-world scenarios.
Introduction to Data Pipelines: Concepts and Frameworks
Overview of Data Sources and Ingestion Techniques
Data Transformation: ETL vs. ELT Processes
Utilizing Apache Kafka for Real-Time Data Streaming
Implementing Data Storage Solutions: SQL vs. NoSQL
Data Orchestration Tools: Apache Airflow and Luigi
Monitoring and Logging Data Pipeline Performance
Best Practices for Data Quality and Validation
Hands-On Project: Building a Complete Data Pipeline
Final Project Presentation and Publication Opportunity

Learning goal

Equip participants with the skills to design, implement, and manage data pipelines using contemporary tools and technologies.

Target group

Graduates, job seekers, business professionals, and optionally researchers or consultants.

Prerequisites

Basic understanding of programming (Python or Java) and familiarity with database concepts.

Format and certification

Teaching method: Project-based, interactive.

Certificate: Certificate of Attendance, Certificate of Expert.

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Cademix Institute of Technology e.U.Continuing Education ยท Professional Development ยท Austria