@inproceedings{zhu2023towards,
author = {Zhu, Yiwen and Tian, Yuanyuan and Cahoon, Joyce and Krishnan, Subru and Agarwal, Ankita and Alotaibi, Rana and Camacho-Rodríguez, Jesús and Chundatt, Bibin A and Chung, Andrew and Dutta, Niharika and Fogarty, Andrew and Gruenheid, Anja and Haynes, Brandon and Interlandi, Matteo and Iyer, Minu and Jurgens, Nick and Khushalani, Sumeet and Kroth, Brian and Kumar, Manoj and Leeka, Jyoti and Matusevych, Sergiy and Mittal, Minni and Müller, Andreas C. and Muthyala, Kartheek and Nagulapalli, Harsha and Park, Yoonjae and Patel, Hiren and Pavlenko, Anna and Poppe, Olga and Ravindran, Santhosh and Saur, Karla and Sen, Rathijit and Suh, Steve and Tarafdar, Arijit and Waghray, Kunal and Wang, Demin and Curino, Carlo and Ramakrishnan, Raghu},
title = {Towards Building Autonomous Data Services on Azure},
booktitle = {ACM SIGMOD},
year = {2023},
month = {June},
abstract = {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 of tasks. How- ever, the cloud brings in both complexity and opportunity. While cloud users can quickly start an application by using various data services, it can be difficult to configure and optimize these services to gain the most value from them. For cloud providers, managing every aspect of an ever-increasing set of data services, while meeting customer SLAs and minimizing operational cost is becoming more challenging. Cloud technology enables the collection of significant amounts of workload traces and system telemetry. With the progress in data science (DS) and machine learning (ML), it is feasible and desirable to utilize a data-driven, ML-based approach to automate various aspects of data services, resulting in the creation of autonomous data services. This paper presents our perspectives and insights on creating autonomous data services on Azure. It also covers the future endeavors we plan to undertake and unresolved issues that still need attention.},
url = {http://approjects.co.za/?big=en-us/research/publication/towards-building-autonomous-data-services-on-azure/},
}