Adaptive and Efficient Log Parsing as a Cloud Service
Summary: ByteBrain-LogParser: cloud-native log parsing with hierarchical clustering for real-time precision. Core optimizations: positional similarity distance, deduplication, and hash encoding; yield 229k logs/s with 8.4x speedup and state-of-the-art accuracy. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Zeyan Li (ByteDance)
- 2. Jie Song (ByteDance)
- 3. Tieying Zhang (ByteDance)
- 4. Yingjie Ye (ByteDance)
- 5. Pengfei Duan (ByteDance)
- 6. Tao Yang (ByteDance)
- 7. Xiongjun Ou (ByteDance)
- 8. Jianjun Chen (ByteDance)
- 9. Muchen Lin (ByteDance)
BibTeX Citation
@inproceedings{li_sigmod25,
title = {{Adaptive and Efficient Log Parsing as a Cloud Service}},
author = {Li, Zeyan and Song, Jie and Zhang, Tieying and Ye, Yingjie and Duan, Pengfei and Yang, Tao and Ou, Xiongjun and Chen, Jianjun and Lin, Muchen},
series = {{SIGMOD} '25},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3722212.3724427},
url = {https://dl.acm.org/doi/10.1145/3722212.3724427},
year = {2025}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,507 | Unseen Anomaly Detection from System Logs | 2026 | SIGMOD | 5.093636e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,502 | AS-Parser: Log Parsing Based on Adaptive Segmentation | 2023 | SIGMOD | 6.6599757e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,398 | Real-time Workload Pattern Analysis for Large-scale Cloud Databases | 2023 | VLDB |
| 2 | 9,309 | ESTELLE: An Efficient and Cost-effective Cloud Log Engine | 2024 | SIGMOD |
| 3 | 5,713 | PreLog: A Pre-trained Model for Log Analytics | 2024 | SIGMOD |
| 4 | 4,779 | LogKV: Exploiting Key-Value Stores for Event Log Processing | 2013 | CIDR |
| 5 | 10,909 | LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation | 2025 | VLDB |
| 6 | 2,805 | LogBase: A Scalable Log-structured Database System in the Cloud | 2012 | VLDB |
| 7 | 6,575 | TencentCLS: The Cloud Log Service with High Query Performances | 2022 | VLDB |
| 8 | 10,866 | LogCloud: Fast Search of Compressed Logs on Object Storage | 2025 | VLDB |
| 9 | 4,502 | AS-Parser: Log Parsing Based on Adaptive Segmentation | 2023 | SIGMOD |
| 10 | 4,632 | LogStore: A Cloud-Native and Multi-Tenant Log Database | 2021 | SIGMOD |