How Roblox Reduces Spark Join Query Costs With Machine Learning Optimized Bloom Filters
Abstract Every day on Roblox, 65.5 million users engage with millions of experiences, totaling 14.0 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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