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

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

ByteDance Data Platform

May 29, 2023 · Databases

Which Open‑Source OLAP Engine Wins the TPC‑DS Benchmark? A Deep Performance Comparison

Using the TPC‑DS benchmark’s 99 queries on a 1 TB dataset, this study evaluates the performance of four open‑source OLAP engines—ClickHouse, Doris, Presto, and ByConity—across basic, join, aggregation, subquery, and window‑function scenarios, revealing ByConity’s superior speed and the limitations of ClickHouse.

ByConityClickHouseOLAP

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Which Open‑Source OLAP Engine Wins the TPC‑DS Benchmark? A Deep Performance Comparison

Alibaba Cloud Developer

May 12, 2020 · Databases

How AnalyticDB MySQL 3.0 Shattered TPC‑DS Records and Redefined Cloud‑Native Data Warehousing

This article provides a comprehensive analysis of Alibaba Cloud's AnalyticDB MySQL 3.0, detailing its cloud‑native architecture, storage and query innovations, the record‑breaking TPC‑DS benchmark results, and future directions for large‑scale, cost‑effective data warehousing.

AnalyticDBData WarehouseDatabase Architecture

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How AnalyticDB MySQL 3.0 Shattered TPC‑DS Records and Redefined Cloud‑Native Data Warehousing

Big Data Technology Architecture

Jun 9, 2019 · Big Data

An Introduction to Apache Parquet: Architecture, Data Model, File Format, and Basic Operations

This article provides a comprehensive overview of Apache Parquet, covering its purpose, architectural components, nested data model, file structure, practical Hive commands for creating and inspecting Parquet tables, and a brief introduction to the TPC‑DS benchmark for performance testing.

Columnar StorageHiveParquet

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An Introduction to Apache Parquet: Architecture, Data Model, File Format, and Basic Operations

ITPUB

May 16, 2018 · Databases

How a Chinese Startup Cracked the 12‑Year TPC‑DS Benchmark: Inside the Database Performance Breakthrough

A Chinese company, StarRing Technology, became the first ever to pass the notoriously difficult TPC‑DS benchmark, revealing the test’s history, methodology, and why this achievement marks a major milestone for database performance in the big‑data era.

BenchmarkBig DataPerformance Testing

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How a Chinese Startup Cracked the 12‑Year TPC‑DS Benchmark: Inside the Database Performance Breakthrough

Art of Distributed System Architecture Design

Jul 19, 2015 · Big Data

Selection and Comparison of Big Data Benchmark Standards with a Focus on TPC‑DS

This article reviews the evolution of big‑data management technologies, discusses the criteria for choosing appropriate big‑data benchmarks, compares existing benchmarks such as MapReduce tests, YCSB, BigBench and BigFrame, and provides an in‑depth analysis of the TPC‑DS benchmark and its certification status.

BenchmarkBig DataData Management

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Selection and Comparison of Big Data Benchmark Standards with a Focus on TPC‑DS