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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
6016
Venue
SIGMOD
Year
2020
Pagerank
5.9049304e-05
Overall Rank
6,349 | 56.45%
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
5,000 Permutable Compiled Queries: Dynamically Adapting Compiled Queries without Recompiling 2021 VLDB 6.4069917e-05
5,301 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.2750553e-05
7,108 Showcasing Data Management Challenges for Future IoT Applications with NebulaStream 2023 VLDB 5.7004611e-05
7,687 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.5671645e-05
7,814 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 5.5389009e-05
8,443 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 5.4243766e-05
8,494 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 5.4142129e-05
9,436 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.2692207e-05
9,475 BladeDISC: Optimizing Dynamic Shape Machine Learning Workloads via Compiler Approach 2023 SIGMOD 5.2634238e-05
9,633 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.2434488e-05
10,008 Towards Unifying Query Interpretation and Compilation 2023 CIDR 5.1785299e-05
10,070 Darwin: Scale-In Stream Processing 2022 CIDR 5.1633991e-05
10,072 Query Compilation Without Regrets 2024 SIGMOD 5.1624689e-05
10,337 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD 5.093636e-05
10,579 Meerkat: Scalable, Network-Aware Failure Recovery for the Internet of Things 2026 VLDB 5.093636e-05
10,799 Zombie Hashing: Reanimating Tombstones in a Graveyard 2025 SIGMOD 5.093636e-05
10,873 Unraveling the Impact of Window Semantics: Optimizing Join Order for Efficient Stream Processing 2025 VLDB 5.093636e-05
11,176 Fault Tolerance Placement in the Internet of Things 2024 SIGMOD 5.093636e-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
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
38 Hekaton: SQL Server’s Memory-Optimized OLTP Engine 2013 SIGMOD 0.00047648573
98 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034510605
100 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00034385207
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
216 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024498128
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
534 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017046514
632 Adaptive Aggregation on Chip Multiprocessors 2007 VLDB 0.00015575286
710 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014715033
829 Proactive Re-Optimization 2005 SIGMOD 0.00013769838
983 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.0001283214
1,203 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.00011671169
1,379 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010970894
1,469 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010678751
1,987 Plan Bouquets: Query Processing without Selectivity Estimation 2014 SIGMOD 9.3517129e-05
2,094 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 9.1819738e-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
3,195 Micro Adaptivity in Vectorwise 2013 SIGMOD 7.6481177e-05
3,242 SECRET: A Model for Analysis of the Execution Semantics of Stream Processing Systems 2010 VLDB 7.6053312e-05
3,321 Dynamic Plan Migration for Continuous Queries Over Data Streams 2004 SIGMOD 7.5216049e-05
3,851 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 7.0735328e-05
3,867 DBToaster: A SQL Compiler for High-Performance Delta Processing in Main-Memory Databases 2009 VLDB 7.0617513e-05
3,988 Adaptive Query Processing in the Looking Glass 2005 CIDR 6.9720123e-05
4,772 Improving Database Performance on Simultaneous Multithreading Processors 2005 VLDB 6.5154736e-05
5,215 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 6.3124972e-05
5,647 IBM InfoSphere Streams for Scalable, Real-Time, Intelligent Transportation Services 2010 SIGMOD 6.1354257e-05
7,366 Non-Invasive Progressive Optimization for In-Memory Databases 2016 VLDB 5.6322753e-05
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