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Database Technology for the Masses: Sub-Operators as First-Class Entities

Summary: Advocates exposing sub-operators as first-class entities, decoupled from legacy relational operators, to better handle hardware trends and growing workloads. Provides an initial catalog of sub-operators and outlines an external interface to compile, optimize, and run them, enabling broader data types and functionality. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12611
Venue
VLDB
Year
2021
Pagerank
5.936052e-05
Overall Rank
6,263 | 57.04%
DOI
10.14778/3476249.3476296

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{bandle_vldb21,
        title = {{Database Technology for the Masses: Sub-Operators as First-Class Entities}},
        author = {Bandle, Maximilian and Giceva, Jana},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {11},
        pages = {2483--2490},
        doi = {10.14778/3476249.3476296},
        url = {https://doi.org/10.14778/3476249.3476296},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 38 of 38 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
38 Hekaton: SQL Server’s Memory-Optimized OLTP Engine 2013 SIGMOD 0.00047648573
209 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024932174
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
292 LINQ: Reconciling Objects, Relations and XML in the .NET Framework 2006 SIGMOD 0.00022259549
422 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00018732744
455 Differential dataflow 2013 CIDR 0.00018133241
534 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017046514
678 Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort 2010 SIGMOD 0.00015061068
761 Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS 2007 VLDB 0.00014254351
876 Orthogonal Security With Cipherbase 2013 CIDR 0.00013467554
1,022 A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses 2009 VLDB 0.00012602841
1,028 Generic Database Cost Models for Hierarchical Memory Systems 2002 VLDB 0.00012557617
1,076 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012270109
1,150 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00011943462
1,177 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011808761
1,229 Weld: A Common Runtime for High Performance Data Analytics 2017 CIDR 0.00011578425
1,369 How Soccer Players Would do Stream Joins 2011 SIGMOD 0.0001099892
1,379 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010970894
1,442 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.00010778486
1,469 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010678751
1,773 Ibex—An Intelligent Storage Engine with Support for Advanced SQL Off-loading 2014 VLDB 9.7895875e-05
1,871 Efficient Lineage Tracking For Scientific Workflows 2008 SIGMOD 9.5783449e-05
1,879 Predictable Performance for Unpredictable Workloads 2009 VLDB 9.5613416e-05
2,094 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 9.1819738e-05
2,293 Extending Relational Query Processing with ML Inference 2020 CIDR 8.7949378e-05
2,962 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9170451e-05
3,195 Micro Adaptivity in Vectorwise 2013 SIGMOD 7.6481177e-05
4,085 Deployment of Query Plans on Multicores 2015 VLDB 6.9149518e-05
4,223 Accelerating Queries with Group-By and Join by Groupjoin 2011 VLDB 6.8224393e-05
4,840 FPGA-based Data Partitioning 2017 SIGMOD 6.483442e-05
5,443 Generalized Hash Teams for Join and Group-by 1999 VLDB 6.2177595e-05
5,765 Charting the Design Space of Query Execution using VOILA 2021 VLDB 6.0953705e-05
5,812 MCJoin: A Memory-Constrained Join for Column-Store Main-Memory Databases. 2012 SIGMOD 6.0782357e-05
7,156 The Case for Deep Query Optimisation 2020 CIDR 5.686096e-05
7,774 Building Advanced SQL Analytics From Low-Level Plan Operators 2021 SIGMOD 5.5468469e-05
7,787 A Practical Approach to Groupjoin and Nested Aggregates 2021 VLDB 5.5449593e-05
8,420 Histograms as a Side Effect of Data Movement for Big Data 2014 SIGMOD 5.4279873e-05
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