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DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs

Summary: DBAIOps combines heterogeneous knowledge graphs, 800+ anomaly models, and reasoning LLMs for DBA-style diagnosis, capturing troubleshooting expertise beyond rules or RAG. Automatic path exploration fills missing links and produces root-cause reports across 25 DB systems. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
ha10d7a740ebe8973
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,716 | 27.96%
DOI
10.14778/3797919.3797937

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@article{zhou_vldb26,
        title = {{DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs}},
        author = {Zhou, Wei and Sun, Peng and Zhou, Xuanhe and Zang, Qianglei and Xu, Ji and Zhang, Tieying and Li, Guoliang and Wu, Fan},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {6},
        pages = {1319--1331},
        doi = {10.14778/3797919.3797937},
        url = {https://doi.org/10.14778/3797919.3797937},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
10,416 Automating Database-Native Function Code Synthesis with LLMs 2026 SIGMOD 4.9793485e-05
10,892 Dial: A Knowledge-Grounded Dialect-Specific NL2SQL System 2026 VLDB 4.9793485e-05
10,940 Bridging NL2SQL for CAN Signal Analytics at NIO: From Externalized Schemas to CTE Pipelines 2026 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
598 Automatic Performance Diagnosis and Tuning in Oracle 2005 CIDR 0.00015761263
782 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014022168
1,516 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 0.00010402594
1,658 D-Bot: Database Diagnosis System using Large Language Models 2024 VLDB 9.9642078e-05
1,857 Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases 2020 VLDB 9.4929201e-05
3,013 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 7.7541678e-05
3,169 Panda: Performance Debugging for Databases using LLM Agents 2024 CIDR 7.5696238e-05
4,114 Automatic Database Configuration Debugging using Retrieval-Augmented Language Models 2025 SIGMOD 6.7971182e-05
4,229 Cracking SQL Barriers: An LLM-based Dialect Translation System 2025 SIGMOD 6.7165534e-05
6,105 Breaking It Down: An In-depth Study of Index Advisors 2024 VLDB 5.8860941e-05
6,112 iQCAR: inter-Query Contention Analyzer for Data Analytics Frameworks 2019 SIGMOD 5.8826029e-05
7,236 RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems 2025 VLDB 5.5790509e-05
7,492 DBMind: A Self-Driving Platform in openGauss 2021 VLDB 5.510397e-05
11,130 OpenMLDB: A Real-Time Relational Data Feature Computation System for Online ML 2025 SIGMOD 4.9793485e-05
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