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Analyzing Efficient Stream Processing on Modern Hardware

Summary: Evaluates SPEs on modern hardware, revealing underutilization of multicore CPUs and fast networks in shared-nothing designs. Proposes hardware-aware optimizations—code generation, operator fusion, batch parallelism, and windowing—that yield up to 100x single-node throughput. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h48996f8509cfd077
Venue
VLDB
Year
2019
Pagerank
6.9229432e-05
Overall Rank
3,922 | 73.64%
DOI
10.14778/3303753.3303758

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{zeuch_vldb19,
        title = {{Analyzing Efficient Stream Processing on Modern Hardware}},
        author = {Zeuch, Steffen and Del Monte, Bonaventura and Karimov, Jeyhun and Lutz, Clemens and Renz, Manuel and Traub, Jonas and Breß, Sebastian and Rabl, Tilmann and Markl, Volker},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {5},
        pages = {516--530},
        doi = {10.14778/3303753.3303758},
        url = {https://doi.org/10.14778/3303753.3303758},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
4,918 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.3548575e-05
5,230 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.2189001e-05
5,343 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 6.1708665e-05
6,123 Parallel Index-based Stream Join on a Multicore CPU 2020 SIGMOD 5.8789534e-05
6,441 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.7834762e-05
7,370 NebulaStream: An Extensible, High-Performance Streaming Engine for Multi-Modal Edge Applications 2025 SIGMOD 5.5407456e-05
7,814 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 5.4482093e-05
7,964 Parallelizing Intra-Window Join on Multicores: An Experimental Study 2021 SIGMOD 5.4165494e-05
7,976 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 5.4146123e-05
8,014 AJoin: Ad-hoc Stream Joins at Scale 2020 VLDB 5.4070928e-05
9,179 FEBench: A Benchmark for Real-Time Relational Data Feature Extraction 2023 VLDB 5.2121898e-05
9,200 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 5.2084806e-05
9,810 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.1257999e-05
10,194 LPStream: Fine-grained Lazy Provenance for Stream Processing 2026 SIGMOD 5.0623376e-05
10,267 Darwin: Scale-In Stream Processing 2022 CIDR 5.0492285e-05
10,329 Distributed Stream KNN Join 2021 SIGMOD 5.0333462e-05
10,541 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD 4.9793485e-05
10,566 Enjima: A Resource-Adaptive Stream Processing System 2026 SIGMOD 4.9793485e-05
10,733 APEROL: Adaptive Parallel Edge-to-cloud Runtime Optimization for Layered Workflow Execution 2026 VLDB 4.9793485e-05
10,773 Incremental Stream Query Deployment under Continuous Infrastructure Changes in the Cloud-Edge Continuum 2026 VLDB 4.9793485e-05
11,972 Klink: Progress-Aware Scheduling for Streaming Data Systems 2021 SIGMOD 4.9793485e-05
12,066 Rethinking Message Brokers on RDMA and NVM 2020 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064031282
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056855599
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00053930011
127 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030427614
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024598661
218 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00024390324
231 Storm @Twitter 2014 SIGMOD 0.00023841089
261 Data-Oriented Transaction Execution 2010 VLDB 0.00022868935
325 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020964941
510 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00017065714
594 Linear Road: A Stream Data Management Benchmark 2004 VLDB 0.00015823573
685 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014782777
945 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012939225
968 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.00012782051
1,028 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012422084
1,286 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.0001119284
1,383 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.00010847646
1,985 Continuous Analytics Over Discontinuous Streams 2010 SIGMOD 9.2521678e-05
2,444 Design, Implementation, and Evaluation of the Linear Road Benchmark on the Stream Processing Core 2006 SIGMOD 8.4583264e-05
2,600 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 8.2363864e-05
2,739 General Incremental Sliding-Window Aggregation 2015 VLDB 8.0721161e-05
3,106 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6428848e-05
3,122 Analytics in Motion: High Performance Event-Processing AND Real-Time Analytics in the Same Database 2015 SIGMOD 7.6236292e-05
4,055 Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015 VLDB 6.8270333e-05
5,013 Massive Scale-out of Expensive Continuous Queries 2011 VLDB 6.314427e-05
5,770 IBM InfoSphere Streams for Scalable, Real-Time, Intelligent Transportation Services 2010 SIGMOD 5.9997863e-05
7,720 Extending XQuery with Window Functions 2007 VLDB 5.4678219e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 968 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD
2 7,976 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD
3 10,566 Enjima: A Resource-Adaptive Stream Processing System 2026 SIGMOD
4 8,417 Demonstrating PDSP-Bench: A Benchmarking System for Parallel and Distributed Stream Processing 2025 SIGMOD
5 10,267 Darwin: Scale-In Stream Processing 2022 CIDR
6 2,696 Executing Stream Joins on the Cell Processor 2007 VLDB
7 8,581 Changing Engines in Midstream: A Java Stream Computational Model for Big Data Processing 2014 VLDB
8 6,541 A Holistic View of Stream Partitioning Costs 2017 VLDB
9 2,444 Design, Implementation, and Evaluation of the Linear Road Benchmark on the Stream Processing Core 2006 SIGMOD
10 10,541 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD