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It's Your Data, Master It.
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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