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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
7.1244858e-05
Overall Rank
3,657 | 75.42%
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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Citing Paper
Year
Venue
Pagerank
1,487
Photon: A Fast Query Engine for Lakehouse Systems 2022
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Viper: An Efficient Hybrid PMem-DRAM Key-Value Store 2021
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PLIN: A Persistent Learned Index for Non-Volatile Memory with High Performance and Instant Recovery 2023
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Plush: A Write-Optimized Persistent Log-Structured Hash-Table 2022
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6,072
Halo: A Hybrid PMem-DRAM Persistent Hash Index with Fast Recovery 2022
SIGMOD
5.8954394e-05
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WiscSort: External Sorting For Byte-Addressable Storage 2023
VLDB
5.7158771e-05
7,192
NVM: Is it Not Very Meaningful for Databases? 2023
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5.5902078e-05
8,075
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8,082
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5.3942942e-05
9,064
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VLDB
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9,324
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VLDB
5.1941411e-05
9,691
BonsaiKV: Towards Fast, Scalable, and Persistent Key-Value Stores with Tiered, Heterogeneous Memory System 2024
VLDB
5.1405104e-05
10,267
Darwin: Scale-In Stream Processing 2022
CIDR
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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
0.00068998927
251
Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014
VLDB
0.00023143736
331
Column-Stores vs. Row-Stores: How Different Are They Really? 2008
SIGMOD
0.0002077683
361
Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011
SIGMOD
0.00020006406
502
FPTree: A Hybrid SCM-DRAM Persistent and Concurrent B-Tree for Storage Class Memory 2016
SIGMOD
0.00017250534
605
Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018
VLDB
0.00015647561
857
Storage Management in the NVRAM Era 2014
VLDB
0.00013427334
864
Let’s Talk About Storage & Recovery Methods for Non-Volatile Memory Database Systems 2015
SIGMOD
0.00013391824
964
BzTree: A High-Performance Latch-free Range Index for Non-Volatile Memory 2018
VLDB
0.00012810196
1,200
Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016
SIGMOD
0.00011563303
1,282
Managing Non-Volatile Memory in Database Systems 2018
SIGMOD
0.00011210073
1,327
Column-oriented Database Systems 2009
VLDB
0.00011003776
1,359
Dash: Scalable Hashing on Persistent Memory 2020
VLDB
0.00010919021
1,437
Write-Behind Logging 2017
VLDB
0.0001065408
1,952
Quantifying TPC-H Choke Points and Their Optimizations 2020
VLDB
9.3189525e-05
2,742
Evaluating Persistent Memory Range Indexes 2020
VLDB
8.0681227e-05
2,811
Horizontal Data Partitioning In Database Design 1982
SIGMOD
7.9818853e-05
3,581
Understanding the Idiosyncrasies of Real Persistent Memory 2021
VLDB
7.1914474e-05
4,055
Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015
VLDB
6.8270333e-05
4,190
SAP HANA Adoption of Non-Volatile Memory 2017
VLDB
6.7456998e-05
4,702
Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores 2017
VLDB
6.4630351e-05
7,706
Query Centric Partitioning and Allocation for Partially Replicated Database Systems 2017
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5.4730676e-05
8,050
Micro-architectural Analysis of OLAP: Limitations and Opportunities 2020
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5.3993433e-05
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