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Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask

Summary: Apples-to-apples comparison of vectorized and data-centric query processing in a single system. Vectorization hides cache-miss latency; data-centric compilation uses fewer instructions for cache-resident workloads, with SIMD and multi-core effects analyzed. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h4cd8307d6fa5af46
Venue
VLDB
Year
2018
Pagerank
0.00015647561
Overall Rank
605 | 95.94%
DOI
10.14778/3275366.3275370

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{kersten_vldb18,
        title = {{Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask}},
        author = {Kersten, Timo and Leis, Viktor and Kemper, Alfons and Neumann, Thomas and Pavlo, Andrew and Boncz, Peter},
        journal = {PVLDB},
        series = {{VLDB} '18},
        volume = {11},
        number = {13},
        pages = {2209--2222},
        doi = {10.14778/3275366.3275370},
        url = {https://doi.org/10.14778/3275366.3275370},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 60 citing papers.

Rank Citing Paper Year Venue Pagerank
932 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00013008551
1,487 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 0.00010521722
1,747 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7335416e-05
1,786 Procedural Extensions of SQL: Understanding their usage in the wild 2021 VLDB 9.6326265e-05
1,803 Tuplex: Data Science in Python at Native Code Speed 2021 SIGMOD 9.6068397e-05
1,825 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 9.5603293e-05
1,952 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 9.3189525e-05
2,460 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.4348335e-05
2,663 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 8.1581558e-05
2,928 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 7.8424335e-05
3,001 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.7667824e-05
3,181 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 7.5625307e-05
3,657 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 7.1244858e-05
3,709 CoroBase: Coroutine-Oriented Main-Memory Database Engine 2021 VLDB 7.0791362e-05
3,953 Tensors: An abstraction for general data processing 2021 VLDB 6.9027109e-05
4,037 HedgeCut: Maintaining Randomised Trees for Low-Latency Machine Unlearning 2021 SIGMOD 6.8390354e-05
4,074 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 6.8198673e-05
5,010 Free Join: Unifying Worst-Case Optimal and Traditional Joins 2023 SIGMOD 6.3149028e-05
5,230 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.2189001e-05
5,455 Evolution of a Compiling Query Engine 2021 VLDB 6.1239975e-05
5,543 Charting the Design Space of Query Execution using VOILA 2021 VLDB 6.0889645e-05
5,598 Database Processing-in-Memory: An Experimental Study 2020 VLDB 6.0713144e-05
5,615 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 6.0652416e-05
6,212 YeSQL: "You extend SQL" with Rich and Highly Performant User-Defined Functions in Relational Databases 2022 VLDB 5.8480745e-05
6,296 Declarative Sub-Operators for Universal Data Processing 2023 VLDB 5.8195258e-05
6,297 Mainlining Databases: Supporting Fast Transactional Workloads on Universal Columnar Data File Formats 2021 VLDB 5.81916e-05
6,417 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.791405e-05
6,575 WeBridge: Synthesizing Stored Procedures for Large-Scale Real-World Web Applications 2024 SIGMOD 5.7453775e-05
6,670 Composable Data Management: An Execution Overview 2024 VLDB 5.7141674e-05
6,742 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.6910432e-05
6,965 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 5.6328006e-05
7,029 The Case for Deep Query Optimisation 2020 CIDR 5.6174811e-05
7,078 DuckPGQ: Efficient Property Graph Queries in an analytical RDBMS 2023 CIDR 5.6053079e-05
7,451 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 5.5236802e-05
7,729 Hardware-Oblivious SIMD Parallelism for In-Memory Column-Stores 2020 CIDR 5.4657611e-05
7,962 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 5.4167003e-05
7,983 Efficient Execution of User-Defined Functions in SQL Queries 2023 VLDB 5.4131297e-05
8,050 Micro-architectural Analysis of OLAP: Limitations and Opportunities 2020 VLDB 5.3993433e-05
8,380 Interleaved Multi-Vectorizing 2020 VLDB 5.3429493e-05
8,673 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 5.2913671e-05
8,822 Boosting Efficiency of External Pipelines by Blurring Application Boundaries 2022 CIDR 5.2690274e-05
9,321 Dynamic Speculative Optimizations for SQL Compilation in Apache Spark 2020 VLDB 5.1943472e-05
9,472 Query Compilation Without Regrets 2024 SIGMOD 5.1711207e-05
9,561 Global Hash Tables Strike Back! An Analysis of Parallel GROUP BY Aggregation 2026 VLDB 5.1571823e-05
9,694 The UDFBench Benchmark for General-purpose UDF Queries 2025 VLDB 5.1396592e-05
10,250 AnyBlox: A Framework for Self-Decoding Datasets 2025 VLDB 5.051964e-05
10,304 Data Chunk Compaction in Vectorized Execution 2025 SIGMOD 5.0400722e-05
10,306 Simple (yet Efficient) Function Authoring for Vectorized Engines 2024 VLDB 5.0400722e-05
10,452 Factorized and Vectorized Execution: Optimizing Analytical and Semantic Queries over Relations 2026 SIGMOD 4.9793485e-05
10,710 TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics 2026 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064031282
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056855599
93 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034622929
163 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.0002749118
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024598661
219 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024363532
287 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00021970198
906 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013160654
944 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00012939697
1,193 Weld: A Common Runtime for High Performance Data Analytics 2017 CIDR 0.0001158809
1,266 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011269175
1,341 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010968512
1,444 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.0001063181
1,473 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010557973
1,742 How to Architect a Query Compiler 2016 SIGMOD 9.7378418e-05
1,766 SQL Server Column Store Indexes 2011 SIGMOD 9.6955121e-05
2,137 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 8.9777553e-05
2,419 How to Architect a Query Compiler, Revisited 2018 SIGMOD 8.4923505e-05
3,100 Micro Adaptivity in Vectorwise 2013 SIGMOD 7.6505054e-05
3,427 Efficient Processing of Window Functions in Analytical SQL Queries 2015 VLDB 7.3082914e-05
3,898 Analyzing the Impact of System Architecture on the Scalability of OLTP Engines for High-Contention Workloads 2018 VLDB 6.936402e-05
4,899 Micro-architectural Analysis of In-memory OLTP 2016 SIGMOD 6.3655167e-05
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