Course Code: prestocostit
Duration: 14 hours
Prerequisites:
  • Experience with SQL

Audience

  • Data Scientists
Overview:

Presto is a distributed query engine for big data analytics. Using Presto, users can natively query data, access data from multiple systems, and more.

This instructor-led, live training (online or onsite) is aimed at intermediate-level data scientists who wish to learn how to utilize the COST IT module of Presto for cost analysis.

By the end of this training, participants will be able to:

  • Understand the fundamentals of Presto and its role in big data analytics.
  • Gain proficiency in using Presto's COST IT module for cost analysis.
  • Optimize Presto queries for improved performance and resource utilization.
  • Identify and implement cost-based optimizations in Presto.
  • Troubleshoot and resolve common performance and cost-related issues in Presto.

Format of the Course

  • Interactive lecture and discussion.
  • Lots of exercises and practice.
  • Hands-on implementation in a live-lab environment.

Course Customization Options

  • To request a customized training for this course, please contact us to arrange.
Course Outline:

Introduction

  • Overview of Presto and its architecture
  • Introduction to the COST IT module

Cost Analysis

  • Understanding cost analysis in big data environments
  • Cost factors and considerations in Presto

Query Optimization

  • Presto query optimization techniques
  • Analyzing query execution plans
  • Identifying performance bottlenecks
  • Leveraging Presto's optimization features
  • Cost estimation and analysis for queries

Cost-Based Optimizations and Best Practices

  • Introduction to cost-based optimizations
  • Implementing cost-based join optimizations
  • Partition pruning and predicate pushdown techniques
  • Dynamic filtering and query rewriting
  • Managing costs and resource allocation
  • Troubleshooting performance and cost-related issues

Summary and Next Steps

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