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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
11733
Venue
VLDB
Year
2018
Pagerank
0.00015940507
Overall Rank
853 | 94.07%
DOI
10.14778/3275366.3275370

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 57 citing papers.

Rank Citing Paper Year Venue Pagerank
1,326 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012576952
1,882 Tuplex: Data Science in Python at Native Code Speed 2021 SIGMOD 0.0001021625
2,237 Procedural Extensions of SQL: Understanding their usage in the wild 2021 VLDB 9.2212748e-05
2,443 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 8.8078476e-05
2,473 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 8.7237281e-05
2,651 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 8.3694317e-05
2,916 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 7.9068048e-05
3,254 Query Processing on Tensor Computation Runtimes 2022 VLDB 7.3161051e-05
3,277 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 7.2871625e-05
3,806 HedgeCut: Maintaining Randomised Trees for Low-Latency Machine Unlearning 2021 SIGMOD 6.7492837e-05
4,184 CoroBase: Coroutine-Oriented Main-Memory Database Engine 2021 VLDB 6.3779731e-05
4,281 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 6.2940039e-05
4,495 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 6.1410277e-05
4,507 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 6.131017e-05
4,518 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 6.117844e-05
4,701 Tensors: An abstraction for general data processing 2021 VLDB 5.9866564e-05
5,723 Evolution of a Compiling Query Engine 2021 VLDB 5.3522361e-05
5,731 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 5.3502065e-05
6,114 Database Processing-in-Memory: An Experimental Study 2020 VLDB 5.204248e-05
6,221 Charting the Design Space of Query Execution using VOILA 2021 VLDB 5.1512158e-05
6,305 Free Join: Unifying Worst-Case Optimal and Traditional Joins 2023 SIGMOD 5.1209718e-05
6,340 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 5.1051018e-05
6,378 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.0909804e-05
6,666 Mainlining Databases: Supporting Fast Transactional Workloads on Universal Columnar Data File Formats 2021 VLDB 4.9691571e-05
6,692 WeBridge: Synthesizing Stored Procedures for Large-Scale Real-World Web Applications 2024 SIGMOD 4.9599916e-05
6,701 YeSQL: “You extend SQL” with Rich and Highly Performant User-Defined Functions in Relational Databases 2022 VLDB 4.9561066e-05
6,863 Declarative Sub-Operators for Universal Data Processing 2023 VLDB 4.905092e-05
7,328 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 4.7610909e-05
7,335 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 4.7603723e-05
7,470 The Case for Deep Query Optimisation 2020 CIDR 4.7201897e-05
7,811 Hardware-Oblivious SIMD Parallelism for In-Memory Column-Stores 2020 CIDR 4.6445165e-05
8,031 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 4.6018906e-05
8,094 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 4.5867812e-05
8,096 Micro-architectural Analysis of OLAP: Limitations and Opportunities 2020 VLDB 4.5860565e-05
8,276 DuckPGQ: Efficient Property Graph Queries in an analytical RDBMS 2023 CIDR 4.5439811e-05
8,381 Interleaved Multi-Vectorizing 2020 VLDB 4.5310603e-05
8,479 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 4.5014929e-05
8,583 Efficient Execution of User-Defined Functions in SQL Queries 2023 VLDB 4.4919445e-05
8,626 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 4.4829152e-05
8,692 Boosting Efficiency of External Pipelines by Blurring Application Boundaries 2022 CIDR 4.4661967e-05
8,856 Composable Data Management: An Execution Overview 2024 VLDB 4.4346165e-05
9,124 Dynamic Speculative Optimizations for SQL Compilation in Apache Spark 2020 VLDB 4.391961e-05
9,763 The UDFBench Benchmark for General-purpose UDF Queries 2025 VLDB 4.2856106e-05
9,901 AnyBlox: A Framework for Self-Decoding Datasets 2025 VLDB 4.258022e-05
10,238 TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics 2026 VLDB 4.1945683e-05
10,271 OBELISK: Efficient Offline Query Planning with Bayesian Optimization-Informed Language Model Reasoning 2026 VLDB 4.1945683e-05
10,295 Global Hash Tables Strike Back! An Analysis of Parallel GROUP BY Aggregation 2026 VLDB 4.1945683e-05
10,372 Data Chunk Compaction in Vectorized Execution 2025 SIGMOD 4.1945683e-05
10,442 LingoDB-CT: Understanding LingoDB's Inner Workings 2025 SIGMOD 4.1945683e-05
10,706 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 4.1945683e-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
35 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00076197749
60 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00064439773
113 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00046764513
241 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00031420034
305 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00028248614
343 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00026768139
418 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023729211
1,223 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00013207641
1,263 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00012982857
1,750 Weld: A Common Runtime for High Performance Data Analytics 2017 CIDR 0.00010683647
1,804 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00010501185
1,864 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010280966
1,873 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.00010253002
2,014 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 9.7904029e-05
2,258 SQL Server Column Store Indexes 2011 SIGMOD 9.1678883e-05
2,383 How to Architect a Query Compiler 2016 SIGMOD 8.9294108e-05
2,772 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 8.1401661e-05
2,838 How to Architect a Query Compiler, Revisited 2018 SIGMOD 8.0408472e-05
3,882 Micro Adaptivity in Vectorwise 2013 SIGMOD 6.6690423e-05
4,262 Efficient Processing of Window Functions in Analytical SQL Queries 2015 VLDB 6.3117226e-05
4,454 Analyzing the Impact of System Architecture on the Scalability of OLTP Engines for High-Contention Workloads 2018 VLDB 6.1715229e-05
5,272 Micro-architectural Analysis of In-memory OLTP 2016 SIGMOD 5.5937875e-05
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