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Building Scalable Data Pipelines with Prefect: Optimization and Performance Tuning

Overview

Skills Needed

Build efficient and scalable data pipelines with Prefect. Learn how to optimize performance, reduce latency, and handle large-scale data processing with ease using Prefect.

  • Basic understanding of data pipeline concepts
  • Proficiency in Prefect

Outline

  • Introduction to Scalable Data Pipelines
  • Task Parallelism and Concurrency
  • Data Partitioning and Sharding Strategies
  • Performance Profiling and Bottleneck Identification
  • Caching and Memoization Techniques
  • Load Balancing and Resource Management
  • Prefetching and Prefiltering Data
  • Handling Streaming Data and Real-time Processing
  • Batch Processing and Incremental Updates
  • Best Practices for Scalable Data Pipelines with Prefect
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