Database Autonomy

DataFunSummit

Oct 25, 2022 · Databases

Design and Implementation of Meituan's Database Autonomy Service (DAS)

This article presents the background, challenges, architectural design, technical solutions, and future roadmap of Meituan's Database Autonomy Service (DAS), a platform that leverages big‑data collection, AI‑assisted root‑cause analysis, and automated operations to improve database performance, reliability, and self‑service capabilities.

AIBig DataDatabase Autonomy

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Design and Implementation of Meituan's Database Autonomy Service (DAS)

Tencent Cloud Developer

Apr 8, 2022 · Databases

Tencent Cloud Native Database AI Autonomy: SIGMOD Research and Intelligent Tuning System

Tencent Cloud’s native database team achieved a SIGMOD breakthrough by embedding AI into MySQL, creating an autonomous “database brain” that uses deep‑reinforcement learning, genetic pre‑heating and a closed‑loop learner/actor architecture to automatically observe, analyze, and tune diverse workloads, delivering rapid performance gains, anomaly detection, and self‑optimizing features while addressing adaptability, stability, and interpretability challenges.

AI optimizationCDBTuneDatabase Autonomy

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Tencent Cloud Native Database AI Autonomy: SIGMOD Research and Intelligent Tuning System