How Roblox Reduces Spark Join Query Costs With Machine Learning Optimized Bloom Filters - Roblox Blog

Abstract Every day on Roblox, 70 million users engage with millions of experiences, totaling 16 billion hours quarterly. This interaction generates a petabyte-scale data lake, which is enriched for analytics and machine learning (ML) purposes. It’s resource-intensive to join fact and dimension tables in our data lake, so to optimize this and reduce data shuffling, […]

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How Roblox Reduces Spark Join Query Costs With Machine Learning Optimized Bloom Filters - Roblox Blog

Cost Based Optimizer in Apache Spark 2.2, by Jules S. Damji, Databricks Engineering

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