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Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads
Summary: Evaluates byte-addressable persistent memory for OLAP on a multi-socket server; reads resemble DRAM, but writes need different handling. On SSB, PMEM handles read-heavy OLAP with ~1.66x DRAM slowdown; presents 7 best practices to maximize PMEM bandwidth.
(summarized by gpt-5-nano on Feb 09 2026)
Paper ID
he553b3191aa62c54
Venue
SIGMOD
Year
2021
Pagerank
7.1008953e-05
Overall Rank
3,663 | 75.45%
DOI
10.1145/3448016.3457292
Incoming Non-self Citations Over Time
BibTeX Citation
@inproceedings{daase_sigmod21,
title = {{Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads}},
author = {Daase, Björn and Bollmeier, Lars Jonas and Benson, Lawrence and Rabl, Tilmann},
series = {{SIGMOD} '21},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3448016.3457292},
url = {https://dl.acm.org/doi/10.1145/3448016.3457292},
year = {2021}
}
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Showing 14 of 14 citing papers.
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Year
Venue
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1,488
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Plush: A Write-Optimized Persistent Log-Structured Hash-Table 2022
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Halo: A Hybrid PMem-DRAM Persistent Hash Index with Fast Recovery 2022
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WiscSort: External Sorting For Byte-Addressable Storage 2023
VLDB
5.69428e-05
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NVM: Is it Not Very Meaningful for Databases? 2023
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8,107
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5.1745153e-05
9,726
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VLDB
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10,300
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Outgoing Citations (Sorted by Pagerank)
Showing 23 of 23 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Rank
Cited Paper
Year
Venue
Pagerank
12
C-Store: A Column-oriented DBMS 2005
VLDB
0.00068985264
250
Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014
VLDB
0.00023080446
332
Column-Stores vs. Row-Stores: How Different Are They Really? 2008
SIGMOD
0.00020739447
360
Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011
SIGMOD
0.00019959166
504
FPTree: A Hybrid SCM-DRAM Persistent and Concurrent B-Tree for Storage Class Memory 2016
SIGMOD
0.00017195543
606
Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018
VLDB
0.00015609823
859
Storage Management in the NVRAM Era 2014
VLDB
0.00013384817
865
Let’s Talk About Storage & Recovery Methods for Non-Volatile Memory Database Systems 2015
SIGMOD
0.00013346121
967
BzTree: A High-Performance Latch-free Range Index for Non-Volatile Memory 2018
VLDB
0.00012766144
1,188
Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016
SIGMOD
0.00011580449
1,288
Managing Non-Volatile Memory in Database Systems 2018
SIGMOD
0.00011172386
1,337
Column-oriented Database Systems 2009
VLDB
0.00010968302
1,366
Dash: Scalable Hashing on Persistent Memory 2020
VLDB
0.00010879316
1,431
Write-Behind Logging 2017
VLDB
0.00010667031
1,958
Quantifying TPC-H Choke Points and Their Optimizations 2020
VLDB
9.2894133e-05
2,755
Evaluating Persistent Memory Range Indexes 2020
VLDB
8.0383029e-05
2,823
Horizontal Data Partitioning In Database Design 1982
SIGMOD
7.9522816e-05
3,588
Understanding the Idiosyncrasies of Real Persistent Memory 2021
VLDB
7.1675043e-05
4,036
Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015
VLDB
6.8259759e-05
4,211
SAP HANA Adoption of Non-Volatile Memory 2017
VLDB
6.7203849e-05
4,707
Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores 2017
VLDB
6.4422808e-05
7,725
Query Centric Partitioning and Allocation for Partially Replicated Database Systems 2017
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5.4526728e-05
8,053
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5.3833661e-05
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