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Seagull: An Infrastructure for Load Prediction and Optimized Resource Allocation

Summary: DS-driven load prediction and optimized resource allocation for cloud DB servers. Seagull ingests per-server telemetry, trains ML models, and continually re-evaluates accuracy with fallbacks and alerts; deployed across Azure regions to schedule backups in low-load windows, reducing interference with user workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12341
Venue
VLDB
Year
2021
Pagerank
4.8521181e-05
Overall Rank
7,047 | 50.98%
DOI
10.14778/3425879.3425886

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
2,375 Moneyball: Proactive Auto-Scaling in Microsoft Azure SQL Database Serverless 2022 VLDB 8.9452359e-05
2,954 Magpie: Python at Speed and Scale using Cloud Backends 2021 CIDR 7.8262582e-05
6,699 Tenant Placement in Over-subscribed Database-as-a-Service Clusters 2022 VLDB 4.9566258e-05
7,655 Machine Learning for Cloud Data Systems: the Progress so far and the Path Forward 2021 VLDB 4.6872456e-05
8,020 The Holon Approach for Simultaneously Tuning Multiple Components in a Self-Driving Database Management System with Machine Learning via Synthesized Proto-Actions 2024 VLDB 4.6040862e-05
8,416 Towards Building Autonomous Data Services on Azure 2023 SIGMOD 4.5196199e-05
8,774 Tiresias: Enabling Predictive Autonomous Storage and Indexing 2022 VLDB 4.4559995e-05
9,074 Making Data Clouds Smarter at Keebo: Automated Warehouse Optimization using Data Learning 2023 SIGMOD 4.402065e-05
10,400 ABase: the Multi-Tenant NoSQL Serverless Database for Diverse and Dynamic Workloads in Large-scale Cloud Environments 2025 SIGMOD 4.1945683e-05
10,410 Oceanus: Enable SLO-Aware Vertical Autoscaling for Cloud-Native Streaming Services in Tencent 2025 SIGMOD 4.1945683e-05
10,931 Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless 2024 SIGMOD 4.1945683e-05
10,966 Lorentz: Learned SKU Recommendation Using Profile Data (DMDS) 2024 SIGMOD 4.1945683e-05
11,011 Intelligent Pooling: Proactive Resource Provisioning in Large-scale Cloud Service 2024 VLDB 4.1945683e-05
11,487 Toto - Benchmarking the Efficiency of a Cloud Service 2021 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank Cited Paper Year Venue Pagerank
570 Workload-Aware Database Monitoring and Consolidation 2011 SIGMOD 0.00019922274
1,084 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00014209714
1,322 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012610912
1,501 P-Store: An Elastic Database System with Predictive Provisioning 2018 SIGMOD 0.00011664869
4,576 The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox 2015 CIDR 6.0721464e-05
5,719 Survivability of Cloud Databases - Factors and Prediction 2018 SIGMOD 5.3550742e-05
9,946 Not for the Timid: On the Impact of Aggressive Over-booking in the Cloud 2016 VLDB 4.2431724e-05
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