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Native Execution

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DataFunSummit
DataFunSummit
Feb 22, 2025 · Big Data

Blaze Engine: A Rust‑Based Native Vectorized Execution Engine for Spark SQL

The article introduces Blaze, Kuaishou's Rust‑powered native execution engine that vectorizes Spark SQL workloads, explains its architecture and operation, presents benchmark results showing up to 50% latency reduction, and details internal deployments, industry case studies, community collaborations, and the 2025 roadmap.

Big DataNative ExecutionRust
0 likes · 12 min read
Blaze Engine: A Rust‑Based Native Vectorized Execution Engine for Spark SQL
DataFunTalk
DataFunTalk
Jun 28, 2024 · Big Data

Accelerating Spark with ClickHouse: Native Optimization Techniques and Performance Evaluation

This article presents a comprehensive technical overview of using ClickHouse as a native backend to accelerate Spark SQL execution, covering Spark performance bottlenecks, ClickHouse's CPU‑level optimizations, the design and implementation of the Spark‑Native integration, and detailed TPC‑DS benchmark results demonstrating up to 3.5× speedup.

Big DataClickHouseNative Execution
0 likes · 33 min read
Accelerating Spark with ClickHouse: Native Optimization Techniques and Performance Evaluation
DataFunSummit
DataFunSummit
May 21, 2023 · Big Data

Blaze: Design and Practice of SparkSQL Native Operator Optimization at Kuaishou

This article presents Blaze, a Kuaishou‑built native execution middleware for SparkSQL that leverages Apache DataFusion to achieve vectorized operator execution, detailing its architecture, implementation, performance gains, current coverage, benchmark results, production rollout, and future development plans.

Big DataDataFusionNative Execution
0 likes · 17 min read
Blaze: Design and Practice of SparkSQL Native Operator Optimization at Kuaishou