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DBMSs On A Modern Processor: Where Does Time Go?

Summary: Hardware-level study of four commercial DBMSs on Xeon, using memory-resident queries to attribute execution time across caches, branches, and memory. Finds L2-oriented data placement, L1 instruction-cache optimization, and branch-prediction stalls—not raw processor speed—dominate gains. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
he027e6fffa18c38e
Venue
VLDB
Year
1999
Pagerank
0.00032621499
Overall Rank
111 | 99.26%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{ailamaki_vldb99,
        title = {{DBMSs On A Modern Processor: Where Does Time Go?}},
        author = {Ailamaki, Anastassia and DeWitt, David J. and Hill, Mark D. and Wood, David A.},
        journal = {PVLDB},
        series = {{VLDB} '99},
        pages = {266},
        year = {1999}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 65 citing papers.

Rank Citing Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00063972112
48 Weaving Relations for Cache Performance 2001 VLDB 0.00043770511
68 Making B+-Trees Cache Conscious in Main Memory 2000 SIGMOD 0.00037861537
157 OLTP Through the Looking Glass, and What We Found There 2008 SIGMOD 0.00028244257
167 On Supporting Containment Queries in Relational Database Management Systems 2001 SIGMOD 0.00027156235
289 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00021955394
304 GPUTeraSort: High Performance Graphics Co-processor Sorting for Large Database Management 2006 SIGMOD 0.00021569633
360 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00019959166
403 A Case for Fractured Mirrors 2002 VLDB 0.00019067656
431 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018411252
447 Staring into the Abyss: An Evaluation of Concurrency Control with One Thousand Cores 2015 VLDB 0.00018126139
548 Improving Index Performance through Prefetching 2001 SIGMOD 0.00016534019
635 Performance Tradeoffs in Read-Optimized Databases 2006 VLDB 0.00015334073
702 Database Architecture Evolution: Mammals Flourished long before Dinosaurs became Extinct 2009 VLDB 0.0001464107
766 Conjunctive Selection Conditions in Main Memory 2002 PODS 0.00014105436
943 Buffering Database Operations for Enhanced Instruction Cache Performance 2004 SIGMOD 0.0001293608
1,044 Generic Database Cost Models for Hierarchical Memory Systems 2002 VLDB 0.0001232071
1,106 Buffering Accesses to Memory-Resident Index Structures 2003 VLDB 0.00011960288
1,227 Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks 2019 VLDB 0.00011426039
1,383 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010826996
1,402 LLAMA: A Cache/Storage Subsystem for Modern Hardware 2013 VLDB 0.00010754882
1,440 Speedup Graph Processing by Graph Ordering 2016 SIGMOD 0.00010630613
1,454 Fast Computation of Database Operations using Graphics Processors 2004 SIGMOD 0.0001058211
1,588 Fractal Prefetching B+-Trees: Optimizing Both Cache and Disk Performance 2002 SIGMOD 0.00010115044
1,646 Data Morphing: An Adaptive, Cache-Conscious Storage Technique 2003 VLDB 9.9748468e-05
1,737 Improving the Performance of List Intersection 2009 VLDB 9.7383962e-05
1,942 Instant Loading for Main Memory Databases 2013 VLDB 9.3133693e-05
1,976 OLTP on Hardware Islands 2012 VLDB 9.2695591e-05
2,029 Optimizing Multidimensional Index Trees for Main Memory Access 2001 SIGMOD 9.1470713e-05
2,125 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.9903827e-05
2,447 A Case for Staged Database Systems 2003 CIDR 8.4378829e-05
2,681 Asynchronous Memory Access Chaining 2016 VLDB 8.1203826e-05
2,707 Database Servers on Chip Multiprocessors: Limitations and Opportunities 2007 CIDR 8.0920389e-05
2,808 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.962315e-05
2,814 Exploiting Coroutines to Attack the "Killer Nanoseconds" 2018 VLDB 7.9550699e-05
2,939 Interleaving with Coroutines: A Practical Approach for Robust Index Joins 2018 VLDB 7.82098e-05
3,441 Cache-Conscious Radix-Decluster Projections 2004 VLDB 7.2786711e-05
3,860 Deployment of Query Plans on Multicores 2015 VLDB 6.9512283e-05
4,042 Cache-conscious Frequent Pattern Mining on a Modern Processor 2005 VLDB 6.8217193e-05
4,087 Indexing on Modern Hardware: Hekaton and Beyond 2014 SIGMOD 6.7974724e-05
4,142 The bionic DBMS is coming, but what will it look like? 2013 CIDR 6.7684359e-05
4,164 GPU Database Systems Characterization and Optimization 2024 VLDB 6.7560016e-05
4,893 Improving Database Performance on Simultaneous Multithreading Processors 2005 VLDB 6.3500196e-05
4,918 Micro-architectural Analysis of In-memory OLTP 2016 SIGMOD 6.3447212e-05
5,897 MCJoin: A Memory-Constrained Join for Column-Store Main-Memory Databases. 2012 SIGMOD 5.9382329e-05
5,914 HydraList: A Scalable In-Memory Index Using Asynchronous Updates and Partial Replication 2020 VLDB 5.9324967e-05
6,008 Clotho: Decoupling Memory Page Layout from Storage Organization 2004 VLDB 5.8989032e-05
6,804 STEPS Towards Cache-Resident Transaction Processing 2004 VLDB 5.66191e-05
7,509 Non-Invasive Progressive Optimization for In-Memory Databases 2016 VLDB 5.4916369e-05
7,931 Cache-Oblivious Query Processing 2007 CIDR 5.4076475e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
77 Cache Conscious Algorithms for Relational Query Processing 1994 VLDB 0.00036821827
223 AlphaSort: A RISC Machine Sort 1994 SIGMOD 0.00024059196
847 High-Performance Sorting on Networks of Workstations 1997 SIGMOD 0.00013480441
1,824 Memory Management during Run Generation in External Sorting 1998 SIGMOD 9.545532e-05
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