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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
5954
Venue
SIGMOD
Year
2020
Pagerank
4.9771723e-05
Overall Rank
6,648 | 53.76%
DOI
10.1145/3318464.3389739

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
5,530 Permutable Compiled Queries: Dynamically Adapting Compiled Queries without Recompiling 2021 VLDB 5.4554282e-05
5,731 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 5.3502065e-05
7,214 Showcasing Data Management Challenges for Future IoT Applications with NebulaStream 2023 VLDB 4.7988365e-05
7,704 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 4.6733838e-05
8,001 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 4.6092573e-05
8,478 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 4.5015937e-05
9,187 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 4.3780059e-05
9,326 BladeDISC: Optimizing Dynamic Shape Machine Learning Workloads via Compiler Approach 2023 SIGMOD 4.3556432e-05
9,379 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 4.3462787e-05
9,496 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 4.3341665e-05
9,857 Towards Unifying Query Interpretation and Compilation 2023 CIDR 4.269353e-05
9,926 Darwin: Scale-In Stream Processing 2022 CIDR 4.2543961e-05
10,043 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD 4.1945683e-05
10,280 Meerkat: Scalable, Network-Aware Failure Recovery for the Internet of Things 2026 VLDB 4.1945683e-05
10,527 Zombie Hashing: Reanimating Tombstones in a Graveyard 2025 SIGMOD 4.1945683e-05
10,616 Unraveling the Impact of Window Semantics: Optimizing Join Order for Efficient Stream Processing 2025 VLDB 4.1945683e-05
10,962 Fault Tolerance Placement in the Internet of Things 2024 SIGMOD 4.1945683e-05
10,969 Query Compilation Without Regrets 2024 SIGMOD 4.1945683e-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
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073964959
60 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00064439773
87 Hekaton: SQL Server’s Memory-Optimized OLTP Engine 2013 SIGMOD 0.00052389723
113 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00046764513
142 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041725802
182 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00036962631
191 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00035738595
288 Storm @Twitter 2014 SIGMOD 0.00028939871
305 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00028248614
314 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00028084774
418 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023729211
704 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017900583
714 Adaptive Aggregation on Chip Multiprocessors 2007 VLDB 0.00017730584
1,098 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014114442
1,226 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.00013180799
1,272 Proactive Re-Optimization 2005 SIGMOD 0.00012920076
1,543 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.0001145318
1,864 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010280966
2,014 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 9.7904029e-05
2,418 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 8.8556595e-05
2,631 Plan Bouquets: Query Processing without Selectivity Estimation 2014 SIGMOD 8.4101843e-05
3,378 General Incremental Sliding-Window Aggregation 2015 VLDB 7.1622572e-05
3,568 SECRET: A Model for Analysis of the Execution Semantics of Stream Processing Systems 2010 VLDB 6.9619076e-05
3,761 Dynamic Plan Migration for Continuous Queries Over Data Streams 2004 SIGMOD 6.7804871e-05
3,762 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7804471e-05
3,882 Micro Adaptivity in Vectorwise 2013 SIGMOD 6.6690423e-05
4,410 DBToaster: A SQL Compiler for High-Performance Delta Processing in Main-Memory Databases 2009 VLDB 6.2091068e-05
4,488 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.145117e-05
4,617 Adaptive Query Processing in the Looking Glass 2005 CIDR 6.0446738e-05
5,219 Improving Database Performance on Simultaneous Multithreading Processors 2005 VLDB 5.6217069e-05
5,427 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 5.509468e-05
6,071 IBM InfoSphere Streams for Scalable, Real-Time, Intelligent Transportation Services 2010 SIGMOD 5.2261393e-05
7,465 Non-Invasive Progressive Optimization for In-Memory Databases 2016 VLDB 4.7228742e-05
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