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DataFunTalk
DataFunTalk
Sep 9, 2025 · Big Data

How Auron’s Vectorized Engine Doubles Big Data Performance Over Spark

The Auron project, a native vectorized execution engine donated by Kuaishou and now incubated by the Apache Software Foundation, leverages Rust and SIMD to cut resource overhead, achieve over‑two‑fold speedups on TPC‑DS benchmarks, and integrates seamlessly with Spark and other big‑data ecosystems.

Apache IncubatorAuronRust
0 likes · 6 min read
How Auron’s Vectorized Engine Doubles Big Data Performance Over Spark
Kuaishou Tech
Kuaishou Tech
Aug 28, 2025 · Big Data

Auron Joins Apache Incubator: High‑Performance Vectorized Engine Accelerates Big Data Workloads

The Auron project, originally the Blaze engine from Kuaishou, has entered the Apache Software Foundation incubator, offering a Rust‑based native vectorized execution engine that integrates with Spark, delivers over two‑fold performance gains on TPC‑DS benchmarks, and is supported by a growing open‑source community.

Apache IncubatorAuronBig Data
0 likes · 6 min read
Auron Joins Apache Incubator: High‑Performance Vectorized Engine Accelerates Big Data Workloads
Tencent Cloud Developer
Tencent Cloud Developer
Nov 1, 2024 · Databases

How TDSQL Dominated Global OLAP & OLTP Benchmarks: Inside the Technical Secrets

Tencent Cloud's TDSQL shattered world records in both TPC‑DS (OLAP) and TPC‑C (OLTP) benchmarks, achieving a 7260 M QphDS score at a cost of 37.52 CNY/kQphDS, and the article explains the three self‑developed technologies—MPP execution, parallel execution framework, and columnar‑vectorized engine—that made this performance possible.

Columnar StorageDatabase PerformanceMPP
0 likes · 7 min read
How TDSQL Dominated Global OLAP & OLTP Benchmarks: Inside the Technical Secrets
DataFunSummit
DataFunSummit
Aug 5, 2024 · Big Data

Velox Memory Management and Execution Engine Overview

This article presents a comprehensive overview of Meta's open‑source Velox query execution engine, detailing its architecture, vectorized execution model, memory‑pool hierarchy, arbitrator and allocator designs, spilling techniques, and future development plans for large‑scale data processing.

Big DataMemory ManagementQuery Execution
0 likes · 24 min read
Velox Memory Management and Execution Engine Overview
StarRocks
StarRocks
Feb 29, 2024 · Databases

How a Student Built an ORC Chunk Writer for StarRocks: Insights from Open Source Summer

In this interview, graduate student Sun Yinzhen shares how he selected, designed, and implemented an ORC Chunk Writer for the StarRocks database during the Open Source Summer program, detailing the technical challenges, learning outcomes, and his perspective on open‑source contributions for computer science students.

ORCStarRocksStudent Contribution
0 likes · 12 min read
How a Student Built an ORC Chunk Writer for StarRocks: Insights from Open Source Summer
DataFunTalk
DataFunTalk
Aug 2, 2022 · Databases

Apache Doris 1.0: Features, Architecture, Performance Improvements and Future Roadmap

This article introduces Apache Doris 1.0, detailing its simplified architecture, high‑concurrency support, MPP execution engine, vectorized engine, memory‑controlled stability, multi‑source integration, upcoming lake‑house unification, storage‑compute separation, real‑time ingestion, and community growth.

Analytical DatabaseApache DorisMPP
0 likes · 18 min read
Apache Doris 1.0: Features, Architecture, Performance Improvements and Future Roadmap
DataFunTalk
DataFunTalk
Apr 20, 2022 · Databases

Apache Doris 1.0 Release: New Vectorized Engine, Hive External Tables, Z‑Order Indexing and More

Apache Doris (incubating) announced its 1.0 release on April 18, 2022, featuring a new vectorized execution engine, Hive external tables, Lateral View syntax, Z‑Order indexing, SeaTunnel integration, numerous performance optimizations, new bitmap functions, security enhancements, and detailed upgrade instructions for users.

Apache DorisHive External TableRelease 1.0
0 likes · 10 min read
Apache Doris 1.0 Release: New Vectorized Engine, Hive External Tables, Z‑Order Indexing and More
StarRocks
StarRocks
Apr 13, 2022 · Big Data

How StarRocks Achieves Lightning‑Fast Data Lake Analytics

This article explains StarRocks' streamlined architecture, cost‑based optimizer, massively parallel processing and vectorized engine, and how they enable high‑performance queries over data stored in Hive, Iceberg, Hudi and other lake formats, backed by benchmark results and future roadmap details.

Big DataCBOData Lake
0 likes · 19 min read
How StarRocks Achieves Lightning‑Fast Data Lake Analytics