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BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures

Summary: BriskStream is an in-memory DSPS for shared-memory multicore systems. It introduces RLAS, a NUMA-aware optimizer for producer-consumer pairs, solved by branch-and-bound with three heuristics, giving higher throughput and scalability than prior DSPSs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5660
Venue
SIGMOD
Year
2019
Pagerank
6.3180444e-05
Overall Rank
5,206 | 64.29%
DOI
10.1145/3299869.3300067

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{zhang_sigmod19,
        title = {{BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures}},
        author = {Zhang, Shuhao and He, Jiong and Zhou, Amelie Chi and He, Bingsheng},
        series = {{SIGMOD} '19},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3299869.3300067},
        url = {https://dl.acm.org/doi/10.1145/3299869.3300067},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank Citing Paper Year Venue Pagerank
2,607 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 8.3489531e-05
4,820 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.493623e-05
5,821 StreamOps: Cloud-Native Runtime Management for Streaming Services in ByteDance 2023 VLDB 6.07598e-05
7,814 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 5.5389009e-05
9,366 MorphStream: Adaptive Scheduling for Scalable Transactional Stream Processing on Multicores 2023 SIGMOD 5.2789847e-05
9,433 FEBench: A Benchmark for Real-Time Relational Data Feature Extraction 2023 VLDB 5.2696166e-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
10,337 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
10,765 HoneyComb: A Parallel Worst-Case Optimal Join on Multicores 2025 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
29 Database Architecture Optimized for the New Bottleneck: Memory Access 1999 VLDB 0.00052093615
111 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032990214
127 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030738755
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
612 Twitter Heron: Stream Processing at Scale 2015 SIGMOD 0.0001573018
932 Buffering Database Operations for Enhanced Instruction Cache Performance 2004 SIGMOD 0.00013119305
983 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.0001283214
1,016 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00012645699
1,203 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.00011671169
1,964 OLTP on Hardware Islands 2012 VLDB 9.3880822e-05
2,393 Design, Implementation, and Evaluation of the Linear Road Benchmark on the Stream Processing Core 2006 SIGMOD 8.6366772e-05
3,060 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.8062155e-05
3,435 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.4172582e-05
4,001 Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015 VLDB 6.9663191e-05
4,085 Deployment of Query Plans on Multicores 2015 VLDB 6.9149518e-05
4,607 Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores 2017 VLDB 6.6088324e-05
5,949 Speeding up Database Applications with Pyxis 2013 SIGMOD 6.0317837e-05
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