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Grizzly: Efficient Stream Processing Through Adaptive Query Compilation

Summary: Adaptive, JIT query compilation enables Grizzly to reoptimize SPEs at runtime. Lightweight statistics and task-based parallelism extend query compilation to streams, enabling dynamic adaptation and order-of-magnitude throughput over state-of-the-art SPEs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hc0c48bf1908f8b28
Venue
SIGMOD
Year
2020
Pagerank
5.7807677e-05
Overall Rank
6,444 | 56.69%
DOI
10.1145/3318464.3389739

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{grulich_sigmod20,
        title = {{Grizzly: Efficient Stream Processing Through Adaptive Query Compilation}},
        author = {Grulich, Philipp M. and Breß, Sebastian and Zeuch, Steffen and Traub, Jonas and von Bleichert, Janis and Chen, Zongxiong and Rabl, Tilmann and Markl, Volker},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3389739},
        url = {https://dl.acm.org/doi/10.1145/3318464.3389739},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
4,796 Permutable Compiled Queries: Dynamically Adapting Compiled Queries without Recompiling 2021 VLDB 6.409726e-05
5,234 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.2159562e-05
7,257 Showcasing Data Management Challenges for Future IoT Applications with NebulaStream 2023 VLDB 5.5699201e-05
7,413 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 5.5316834e-05
7,808 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 5.448023e-05
7,843 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.4406331e-05
7,980 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 5.4120499e-05
9,483 Query Compilation Without Regrets 2024 SIGMOD 5.1686727e-05
9,545 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1600923e-05
9,663 BladeDISC: Optimizing Dynamic Shape Machine Learning Workloads via Compiler Approach 2023 SIGMOD 5.142891e-05
9,817 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.1233734e-05
9,873 Zombie Hashing: Reanimating Tombstones in a Graveyard 2025 SIGMOD 5.115241e-05
10,196 Towards Unifying Query Interpretation and Compilation 2023 CIDR 5.0609527e-05
10,273 Darwin: Scale-In Stream Processing 2022 CIDR 5.0468382e-05
10,552 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD 4.9769913e-05
10,855 Meerkat: Scalable, Network-Aware Failure Recovery for the Internet of Things 2026 VLDB 4.9769913e-05
11,284 Unraveling the Impact of Window Semantics: Optimizing Join Order for Efficient Stream Processing 2025 VLDB 4.9769913e-05
11,527 Fault Tolerance Placement in the Internet of Things 2024 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 33 of 33 cited papers.

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

Rank Cited Paper Year Venue Pagerank
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056835296
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00053906051
35 Hekaton: SQL Server’s Memory-Optimized OLTP Engine 2013 SIGMOD 0.00047996489
93 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034607573
98 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00034099838
112 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032445088
127 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030414379
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024589307
218 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00024379041
219 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024367137
231 Storm @Twitter 2014 SIGMOD 0.00023830094
495 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017363171
625 Adaptive Aggregation on Chip Multiprocessors 2007 VLDB 0.00015472161
685 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014778299
837 Proactive Re-Optimization 2005 SIGMOD 0.00013551072
970 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.00012776109
1,206 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.00011536099
1,341 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010963427
1,473 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010552993
1,989 Plan Bouquets: Query Processing without Selectivity Estimation 2014 SIGMOD 9.2469024e-05
2,125 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 9.0017828e-05
2,740 General Incremental Sliding-Window Aggregation 2015 VLDB 8.0682988e-05
3,102 Micro Adaptivity in Vectorwise 2013 SIGMOD 7.6469535e-05
3,108 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6392673e-05
3,252 SECRET: A Model for Analysis of the Execution Semantics of Stream Processing Systems 2010 VLDB 7.4897106e-05
3,371 Dynamic Plan Migration for Continuous Queries Over Data Streams 2004 SIGMOD 7.3659127e-05
3,874 DBToaster: A SQL Compiler for High-Performance Delta Processing in Main-Memory Databases 2009 VLDB 6.9506516e-05
3,923 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.919667e-05
4,046 Adaptive Query Processing in the Looking Glass 2005 CIDR 6.8297725e-05
4,873 Improving Database Performance on Simultaneous Multithreading Processors 2005 VLDB 6.370725e-05
5,349 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 6.1679453e-05
5,771 IBM InfoSphere Streams for Scalable, Real-Time, Intelligent Transportation Services 2010 SIGMOD 5.9969505e-05
7,492 Non-Invasive Progressive Optimization for In-Memory Databases 2016 VLDB 5.5094171e-05
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