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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
6245
Venue
SIGMOD
Year
2021
Pagerank
7.2271935e-05
Overall Rank
3,647 | 74.98%
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}
}
Incoming Citations (Sorted by Pagerank)
Showing 14 of 14 citing papers.
Rank
Citing Paper
Year
Venue
Pagerank
1,824
Photon: A Fast Query Engine for Lakehouse Systems 2022
SIGMOD
9.6734544e-05
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Viper: An Efficient Hybrid PMem-DRAM Key-Value Store 2021
VLDB
8.5329393e-05
4,578
PLIN: A Persistent Learned Index for Non-Volatile Memory with High Performance and Instant Recovery 2023
VLDB
6.6210545e-05
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Plush: A Write-Optimized Persistent Log-Structured Hash-Table 2022
VLDB
5.9817424e-05
6,397
Halo: A Hybrid PMem-DRAM Persistent Hash Index with Fast Recovery 2022
SIGMOD
5.8869998e-05
7,046
NVM: Is it Not Very Meaningful for Databases? 2023
VLDB
5.7185159e-05
7,191
WiscSort: External Sorting For Byte-Addressable Storage 2023
VLDB
5.6772818e-05
7,906
Buffered Persistence in B+ Trees 2024
SIGMOD
5.5181056e-05
7,915
Krypton: Real-time Serving and Analytical SQL Engine at ByteDance 2023
VLDB
5.5181056e-05
8,904
A Design Space Exploration and Evaluation for Main-Memory Hash Joins in Storage Class Memory 2023
VLDB
5.3483178e-05
9,150
PerMA-Bench: Benchmarking Persistent Memory Access 2022
VLDB
5.3133586e-05
9,507
BonsaiKV: Towards Fast, Scalable, and Persistent Key-Value Stores with Tiered, Heterogeneous Memory System 2024
VLDB
5.258497e-05
10,070
Darwin: Scale-In Stream Processing 2022
CIDR
5.1633991e-05
11,220
Sorting on Byte-Addressable Storage: The Resurgence of Tree Structure 2024
VLDB
5.093636e-05
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
0.00069513174
252
Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014
VLDB
0.00023242719
345
Column-Stores vs. Row-Stores: How Different Are They Really? 2008
SIGMOD
0.00020656723
360
Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011
SIGMOD
0.00020182846
491
FPTree: A Hybrid SCM-DRAM Persistent and Concurrent B-Tree for Storage Class Memory 2016
SIGMOD
0.00017575163
649
Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018
VLDB
0.00015320656
840
Storage Management in the NVRAM Era 2014
VLDB
0.00013683877
841
Let’s Talk About Storage & Recovery Methods for Non-Volatile Memory Database Systems 2015
SIGMOD
0.00013677356
948
BzTree: A High-Performance Latch-free Range Index for Non-Volatile Memory 2018
VLDB
0.0001303916
1,199
Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016
SIGMOD
0.00011703966
1,258
Managing Non-Volatile Memory in Database Systems 2018
SIGMOD
0.00011438197
1,368
Dash: Scalable Hashing on Persistent Memory 2020
VLDB
0.00011003184
1,395
Column-oriented Database Systems 2009
VLDB
0.00010928358
1,480
Write-Behind Logging 2017
VLDB
0.00010649376
2,202
Quantifying TPC-H Choke Points and Their Optimizations 2020
VLDB
8.9639459e-05
2,707
Evaluating Persistent Memory Range Indexes 2020
VLDB
8.2279594e-05
2,855
Horizontal Data Partitioning In Database Design 1982
SIGMOD
8.0323779e-05
3,526
Understanding the Idiosyncrasies of Real Persistent Memory 2021
VLDB
7.3429293e-05
4,001
Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015
VLDB
6.9663191e-05
4,133
SAP HANA Adoption of Non-Volatile Memory 2017
VLDB
6.8820232e-05
4,607
Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores 2017
VLDB
6.6088324e-05
7,585
Query Centric Partitioning and Allocation for Partially Replicated Database Systems 2017
SIGMOD
5.5912479e-05
7,991
Micro-architectural Analysis of OLAP: Limitations and Opportunities 2020
VLDB
5.5107319e-05
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