Tackling Scaling Challenges of Apache Spark at LinkedIn - Infrastructure Optimization and User Productivity
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Overview
Syllabus
Intro
Challenges of Scaling Spark
Tackling Scaling Challenges
Typical Spark User Questions
Automatic Failure Root Cause Analysis
Platform Failure Reason Breakdown
Grid Bench - Performance Analysis
Tuning Heuistics & Recommendations
Scaling Spark History Server
A Low-Latency Solution
Issues with Spark Shuffle Service
Next-gen Spark shuffle service
Push-Merge Shuffle
Fetch Merged Shuffle Data
Magnet Shuffle Service Recap
Takeaways
Taught by
Databricks