The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto …

W Zhang, WS Lim, M Butrovich, A Pavlo - Proceedings of the VLDB …, 2024 - dl.acm.org
Existing machine learning (ML) approaches to automatically optimize database
management systems (DBMSs) only target a single configuration space at a time (eg, knobs …

Vertically Autoscaling Monolithic Applications with CaaSPER: Scalable C ontainer-a saS ervice P erformance E nhanced R esizing Algorithm for the Cloud

A Pavlenko, J Cahoon, Y Zhu, B Kroth… - Companion of the 2024 …, 2024 - dl.acm.org
Kubernetes has emerged as a prominent open-source platform for managing cloud
applications, including stateful databases. These monolithic applications rely on vertical …

Towards Building Autonomous Data Services on Azure

Y Zhu, Y Tian, J Cahoon, S Krishnan… - Companion of the 2023 …, 2023 - dl.acm.org
Modern cloud has turned data services into easily accessible commodities. With just a few
clicks, users are now able to access a catalog of data processing systems for a wide range …

OptScaler: A Collaborative Framework for Robust Autoscaling in the Cloud

D Zou, W Lu, Z Zhu, X Lu, J Zhou, X Wang… - Proceedings of the …, 2024 - dl.acm.org
Autoscaling is a critical mechanism in cloud computing, enabling the autonomous
adjustment of computing resources in response to dynamic workloads. This is particularly …

Lorentz: Learned SKU Recommendation Using Profile Data

N Glaze, T McNeely, Y Zhu, M Gleeson, H Serr… - Proceedings of the …, 2024 - dl.acm.org
In response to diverse demands, cloud operators have significantly expanded the array of
service offerings, often referred to as Stock Keeping Units (SKUs) available for computing …

DoppelGanger++: Towards Fast Dependency Graph Generation for Database Replay

W Lee, J Ha, WS Han, C Park, M Park, J Han… - Proceedings of the ACM …, 2024 - dl.acm.org
A database replay system (DRS) captures workloads on a production system and then
replays them in a test system to test various system changes, avoiding any risk before …

Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless

O Poppe, P Arora, S Sharma, J Chen, S Pandit… - Companion of the 2024 …, 2024 - dl.acm.org
Demand-driven resource allocation for cloud databases has become a popular research
direction. Recent approaches have evolved from reactive policies to proactive decision …

Research on compatibility and performance verification method of domestic database migration based on Kreplay technology

Y Fu, J Song, R Song, N Jiang, J Lin… - Journal of Physics …, 2024 - iopscience.iop.org
This paper deeply studies the compatibility and performance verification methods of
domestic database replacement Oracle database and focuses on the application of Replay …

[PDF][PDF] Vertically Autoscaling Monolithic Applications with CaaSPER

A Pavlenko, J Cahoon, Y Zhu, B Kroth, M Nelson… - 2023 - microsoft.com
Kubernetes has emerged as a prominent open-source platform for managing cloud
applications, including stateful databases. These monolithic applications rely on vertical …