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APEROL: Adaptive Parallel Edge-to-cloud Runtime Optimization for Layered Workflow Execution

Summary: APEROL introduces a signature-based, parallel plan-enumeration framework for scalable operator placement across the cloud–edge continuum, offering exhaustive, heuristic, greedy and sampling optimizers to trade off speed vs. plan quality. Rapidly adapts to dynamic streams and churn (up to 2M candidate plans/sec) and proves effective on 5 workflows across tens–thousands of IoT sites. (summarized by gpt-5-mini on Mar 13 2026)

Paper ID
14300
Venue
VLDB
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,263 | 28.61%
DOI
10.14778/3773749.3773755

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Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1,084 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00014209714
1,548 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011431383
3,265 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3083672e-05
3,458 Efficient Placement of Decomposable Aggregation Functions for Stream Processing over Large Geo-Distributed Topologies 2024 VLDB 7.0748084e-05
3,710 Optimizing Analytic Data Flows for Multiple Execution Engines 2012 SIGMOD 6.8238962e-05
4,044 Megaphone: Latency-conscious state migration for distributed streaming dataflows 2019 VLDB 6.4995312e-05
4,488 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.145117e-05
5,427 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 5.509468e-05
7,214 Showcasing Data Management Challenges for Future IoT Applications with NebulaStream 2023 VLDB 4.7988365e-05
9,473 Apache Wayang in Action: Enabling Data Systems Integration via a Unified Data Analytics Framework 2025 SIGMOD 4.3341665e-05
9,474 NebulaStream: An Extensible, High-Performance Streaming Engine for Multi-Modal Edge Applications 2025 SIGMOD 4.3341665e-05
9,488 INEv: In-Network Evaluation for Event Stream Processing 2023 SIGMOD 4.3341665e-05
9,501 Dhalion in Action: Automatic Management of Streaming Applications 2018 VLDB 4.3341665e-05
9,503 IReS: Intelligent, Multi-Engine Resource Scheduler for Big Data Analytics Workflows 2015 SIGMOD 4.3341665e-05
9,505 Skyline Operator on Anti-correlated Distributions 2013 VLDB 4.3341665e-05
9,508 Borealis-R: A Replication-Transparent Stream Processing System for Wide-Area Monitoring Applications 2008 SIGMOD 4.3341665e-05
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