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Course Outline
Foundations of Data-Intensive Platform Engineering
- Introduction to data-intensive applications
- Challenges in platform engineering for big data
- Overview of data processing architectures
Data Modeling and Management
- Principles of data modeling for scalability
- Data storage options and optimization
- Managing data lifecycle in a distributed environment
Big Data Processing Frameworks
- Overview of big data processing tools (Hadoop, Spark, Flink)
- Batch vs. stream processing
- Setting up a big data processing pipeline
Real-Time Analytics Platforms
- Architecting for real-time analytics
- Stream processing engines (Kafka Streams, Apache Storm)
- Building real-time dashboards and visualizations
Data Pipeline Orchestration
- Workflow management with Apache Airflow and others
- Automating data pipelines for efficiency
- Monitoring and alerting for data pipelines
Platform Security and Compliance
- Security best practices for data platforms
- Ensuring data privacy and regulatory compliance
- Implementing secure data access controls
Performance Tuning and Optimization
- Techniques for optimizing data throughput and latency
- Scaling strategies for data-intensive platforms
- Performance benchmarking and monitoring
Case Studies and Best Practices
- Analyzing successful data platform implementations
- Lessons learned from industry leaders
- Emerging trends in data-intensive platform engineering
Capstone Project
- Designing a platform solution for a data-intensive application
- Implementing a prototype of the data processing pipeline
- Evaluating the platform's performance and scalability
Summary and Next Steps
Requirements
- An understanding of basic data structures and algorithms
- Experience with Java, Scala, or Python programming
- Familiarity with basic concepts of databases and SQL
Audience
- Software developers
- Data engineers
- Technical leads
21 Hours
Delivery Options
Private Group Training
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- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €6840 online delivery, based on a group of 2 delegates, €2160 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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