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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
12171
Venue
VLDB
Year
2019
Pagerank
7.0735328e-05
Overall Rank
3,851 | 73.58%
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
4,820 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.493623e-05
5,215 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 6.3124972e-05
5,301 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.2750553e-05
6,012 Parallel Index-based Stream Join on a Multicore CPU 2020 SIGMOD 6.0102675e-05
6,349 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.9049304e-05
7,814 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 5.5389009e-05
7,820 Parallelizing Intra-Window Join on Multicores: An Experimental Study 2021 SIGMOD 5.5373345e-05
7,856 AJoin: Ad-hoc Stream Joins at Scale 2020 VLDB 5.5306709e-05
8,443 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 5.4243766e-05
9,128 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 5.3189314e-05
9,433 FEBench: A Benchmark for Real-Time Relational Data Feature Extraction 2023 VLDB 5.2696166e-05
9,621 NebulaStream: An Extensible, High-Performance Streaming Engine for Multi-Modal Edge Applications 2025 SIGMOD 5.2434488e-05
9,633 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.2434488e-05
10,070 Darwin: Scale-In Stream Processing 2022 CIDR 5.1633991e-05
10,102 Distributed Stream KNN Join 2021 SIGMOD 5.1488731e-05
10,320 LPStream: Fine-grained Lazy Provenance for Stream Processing 2026 SIGMOD 5.093636e-05
10,337 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD 5.093636e-05
10,368 Enjima: A Resource-Adaptive Stream Processing System 2026 SIGMOD 5.093636e-05
10,551 APEROL: Adaptive Parallel Edge-to-cloud Runtime Optimization for Layered Workflow Execution 2026 VLDB 5.093636e-05
10,573 Incremental Stream Query Deployment under Continuous Infrastructure Changes in the Cloud-Edge Continuum 2026 VLDB 5.093636e-05
11,665 Klink: Progress-Aware Scheduling for Streaming Data Systems 2021 SIGMOD 5.093636e-05
11,763 Rethinking Message Brokers on RDMA and NVM 2020 SIGMOD 5.093636e-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 0.0006312782
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00054667018
127 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030738755
220 Storm @Twitter 2014 SIGMOD 0.00024244587
224 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00024130894
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
256 Data-Oriented Transaction Execution 2010 VLDB 0.00023172982
361 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020138717
505 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00017285498
587 Linear Road: A Stream Data Management Benchmark 2004 VLDB 0.00016106078
710 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014715033
976 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012864533
983 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.0001283214
1,076 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012270109
1,263 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011425419
1,354 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.00011057534
1,945 Continuous Analytics Over Discontinuous Streams 2010 SIGMOD 9.4348569e-05
2,393 Design, Implementation, and Evaluation of the Linear Road Benchmark on the Stream Processing Core 2006 SIGMOD 8.6366772e-05
2,713 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 8.2122726e-05
2,802 General Incremental Sliding-Window Aggregation 2015 VLDB 8.1093063e-05
3,060 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.8062155e-05
3,082 Analytics in Motion: High Performance Event-Processing AND Real-Time Analytics in the Same Database 2015 SIGMOD 7.7725834e-05
4,001 Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015 VLDB 6.9663191e-05
4,918 Massive Scale-out of Expensive Continuous Queries 2011 VLDB 6.4469122e-05
5,647 IBM InfoSphere Streams for Scalable, Real-Time, Intelligent Transportation Services 2010 SIGMOD 6.1354257e-05
7,577 Extending XQuery with Window Functions 2007 VLDB 5.5927837e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 983 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD
2 7,814 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD
3 10,368 Enjima: A Resource-Adaptive Stream Processing System 2026 SIGMOD
4 8,248 Demonstrating PDSP-Bench: A Benchmarking System for Parallel and Distributed Stream Processing 2025 SIGMOD
5 10,070 Darwin: Scale-In Stream Processing 2022 CIDR
6 2,655 Executing Stream Joins on the Cell Processor 2007 VLDB
7 8,536 Changing Engines in Midstream: A Java Stream Computational Model for Big Data Processing 2014 VLDB
8 6,410 A Holistic View of Stream Partitioning Costs 2017 VLDB
9 2,393 Design, Implementation, and Evaluation of the Linear Road Benchmark on the Stream Processing Core 2006 SIGMOD
10 10,337 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD