Oceanus: Enable SLO-Aware Vertical Autoscaling for Cloud-Native Streaming Services in Tencent

Summary: Oceanus enables SLO-aware vertical autoscaling for Tencent's cloud-native streaming workloads. ML-driven forecasting, cross-layer in-situ resource adjustment without interruption, and a robust failure-resolution workflow ensure precise scaling and rapid recovery in production. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7108
Venue: SIGMOD
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,410 | 27.58%
DOI: 10.1145/3722212.3724445

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

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,285	Resilience-Aware Elastic Scaling for Cloud-Native Online DL Training on Multi-Tenant GPU Clusters	2026	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
288	Storm @Twitter	2014	SIGMOD	0.00028939871
314	MillWheel: Fault-Tolerant Stream Processing at Internet Scale	2013	VLDB	0.00028084774
538	The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing	2015	VLDB	0.00020678804
1,322	Automated Demand-driven Resource Scaling in Relational Database-as-a-Service	2016	SIGMOD	0.00012610912
3,869	MagicScaler: Uncertainty-aware, Predictive Autoscaling	2023	VLDB	6.6802432e-05
5,286	StreamOps: Cloud-Native Runtime Management for Streaming Services in ByteDance	2023	VLDB	5.5838392e-05
7,047	Seagull: An Infrastructure for Load Prediction and Optimized Resource Allocation	2021	VLDB	4.8521181e-05
8,739	Vertically Autoscaling Monolithic Applications with CaaSPER: Scalable Container-as-a-Service Performance Enhanced Resizing Algorithm for the Cloud	2024	SIGMOD	4.456315e-05

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