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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
5955
Venue
SIGMOD
Year
2020
Pagerank
4.9724735e-05
Overall Rank
6,649 | 53.79%
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
5,540 Permutable Compiled Queries: Dynamically Adapting Compiled Queries without Recompiling 2021 VLDB 5.450319e-05
5,741 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 5.3450701e-05
7,214 Showcasing Data Management Challenges for Future IoT Applications with NebulaStream 2023 VLDB 4.7942334e-05
7,702 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 4.6689015e-05
8,004 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 4.6048388e-05
8,476 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 4.4972784e-05
9,191 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 4.3738237e-05
9,331 BladeDISC: Optimizing Dynamic Shape Machine Learning Workloads via Compiler Approach 2023 SIGMOD 4.351469e-05
9,355 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 4.3484264e-05
9,497 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 4.3300131e-05
9,856 Towards Unifying Query Interpretation and Compilation 2023 CIDR 4.2652623e-05
9,925 Darwin: Scale-In Stream Processing 2022 CIDR 4.2503199e-05
10,043 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD 4.1905499e-05
10,292 Meerkat: Scalable, Network-Aware Failure Recovery for the Internet of Things 2026 VLDB 4.1905499e-05
10,536 Zombie Hashing: Reanimating Tombstones in a Graveyard 2025 SIGMOD 4.1905499e-05
10,624 Unraveling the Impact of Window Semantics: Optimizing Join Order for Efficient Stream Processing 2025 VLDB 4.1905499e-05
10,965 Fault Tolerance Placement in the Internet of Things 2024 SIGMOD 4.1905499e-05
10,972 Query Compilation Without Regrets 2024 SIGMOD 4.1905499e-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 0.00073944756
59 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.0006445664
87 Hekaton: SQL Server’s Memory-Optimized OLTP Engine 2013 SIGMOD 0.00052844656
113 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.0004673401
143 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041688468
181 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00036970794
191 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00035714897
287 Storm @Twitter 2014 SIGMOD 0.00028917909
307 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00028226342
314 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00028059664
417 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023734582
701 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017893039
711 Adaptive Aggregation on Chip Multiprocessors 2007 VLDB 0.00017724982
1,097 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014083973
1,226 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.00013168869
1,268 Proactive Re-Optimization 2005 SIGMOD 0.00012914584
1,540 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.00011451745
1,865 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010271333
2,019 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 9.7814175e-05
2,421 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 8.8471956e-05
2,632 Plan Bouquets: Query Processing without Selectivity Estimation 2014 SIGMOD 8.4153283e-05
3,425 General Incremental Sliding-Window Aggregation 2015 VLDB 7.1042928e-05
3,572 SECRET: A Model for Analysis of the Execution Semantics of Stream Processing Systems 2010 VLDB 6.9525352e-05
3,770 Dynamic Plan Migration for Continuous Queries Over Data Streams 2004 SIGMOD 6.7743365e-05
3,771 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7738535e-05
3,881 Micro Adaptivity in Vectorwise 2013 SIGMOD 6.6638918e-05
4,407 DBToaster: A SQL Compiler for High-Performance Delta Processing in Main-Memory Databases 2009 VLDB 6.2033567e-05
4,490 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.137834e-05
4,618 Adaptive Query Processing in the Looking Glass 2005 CIDR 6.039398e-05
5,226 Improving Database Performance on Simultaneous Multithreading Processors 2005 VLDB 5.6164816e-05
5,438 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 5.5041764e-05
6,075 IBM InfoSphere Streams for Scalable, Real-Time, Intelligent Transportation Services 2010 SIGMOD 5.2210956e-05
7,462 Non-Invasive Progressive Optimization for In-Memory Databases 2016 VLDB 4.7189301e-05
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