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DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs
Summary: DBAIOps fuses a heterogeneous knowledge graph with reasoning LLMs for DBA-style O&M, turning manuals and diagnostics into structured diagnosis paths rather than brittle RAG. Key novelty: semi-automatic graph construction + 800+ reusable anomaly models + automatic graph exploration to infer root cause and generate actionable reports.
(summarized by gpt-5.4-mini on Apr 12 2026)
- Paper ID
- 14280
- Venue
- VLDB
- Year
- 2026
- Pagerank
- 4.1945683e-05
- Overall Rank
- 10,244 | 28.74%
- DOI
-
10.14778/3797919.3797937
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
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 |
| 765 |
Automatic Performance Diagnosis and Tuning in Oracle |
2005 |
CIDR |
0.00017016449 |
| 1,022 |
DBSherlock: A Performance Diagnostic Tool for Transactional Databases |
2016 |
SIGMOD |
0.00014614917 |
| 1,956 |
D-Bot: Database Diagnosis System using Large Language Models |
2024 |
VLDB |
9.960627e-05 |
| 2,047 |
Automatically Indexing Millions of Databases in Microsoft Azure SQL Database |
2019 |
SIGMOD |
9.6920209e-05 |
| 2,139 |
Diagnosing Root Causes of Intermittent Slow Queries in Cloud Databases |
2020 |
VLDB |
9.4640037e-05 |
| 3,711 |
Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale |
2022 |
SIGMOD |
6.823609e-05 |
| 4,238 |
Panda: Performance Debugging for Databases using LLM Agents |
2024 |
CIDR |
6.331901e-05 |
| 6,124 |
iQCAR: inter-Query Contention Analyzer for Data Analytics Frameworks |
2019 |
SIGMOD |
5.1988046e-05 |
| 6,750 |
Breaking It Down: An In-depth Study of Index Advisors |
2024 |
VLDB |
4.9392771e-05 |
| 6,765 |
Automatic Database Configuration Debugging using Retrieval-Augmented Language Models |
2025 |
SIGMOD |
4.9325583e-05 |
| 7,309 |
DBMind: A Self-Driving Platform in openGauss |
2021 |
VLDB |
4.766574e-05 |
| 7,989 |
RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems |
2025 |
VLDB |
4.6124681e-05 |
| 10,411 |
OpenMLDB: A Real-Time Relational Data Feature Computation System for Online ML |
2025 |
SIGMOD |
4.1945683e-05 |
| 10,475 |
Cracking SQL Barriers: An LLM-based Dialect Translation System |
2025 |
SIGMOD |
4.1945683e-05 |
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