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Managing Non-Volatile Memory in Database Systems

Summary: Evaluates strategies for integrating non-volatile memory in DB storage: all-NVM, DRAM-front caching, and SSD-backed buffering. Proposes a lightweight storage manager using NVM as a byte-addressable cache layered with DRAM and flash. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5605
Venue
SIGMOD
Year
2018
Pagerank
0.00011438197
Overall Rank
1,258 | 91.38%
DOI
10.1145/3183713.3196897

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{renen_sigmod18,
        title = {{Managing Non-Volatile Memory in Database Systems}},
        author = {van Renen, Alexander and Leis, Viktor and Kemper, Alfons and Neumann, Thomas and Hashida, Takushi and Oe, Kazuichi and Doi, Yoshiyasu and Harada, Lilian and Sato, Mitsuru},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3196897},
        url = {https://dl.acm.org/doi/10.1145/3183713.3196897},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
1,368 Dash: Scalable Hashing on Persistent Memory 2020 VLDB 0.00011003184
2,246 DPTree: Differential Indexing for Persistent Memory 2020 VLDB 8.8734154e-05
2,343 Understanding the Effect of Data Center Resource Disaggregation on Production DBMSs 2020 VLDB 8.7213493e-05
2,471 Viper: An Efficient Hybrid PMem-DRAM Key-Value Store 2021 VLDB 8.5329393e-05
2,707 Evaluating Persistent Memory Range Indexes 2020 VLDB 8.2279594e-05
2,828 Exploiting Directly-Attached NVMe Arrays in DBMS 2020 CIDR 8.0803679e-05
3,175 Single Machine Graph Analytics on Massive Datasets Using Intel Optane DC Persistent Memory 2020 VLDB 7.6656917e-05
3,196 Farview: Disaggregated Memory with Operator Off-loading for Database Engines 2022 CIDR 7.6467469e-05
3,647 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 7.2271935e-05
3,761 ScaleStore: A Fast and Cost-Efficient Storage Engine using DRAM, NVMe, and RDMA 2022 SIGMOD 7.1450129e-05
4,018 Virtual-Memory Assisted Buffer Management 2023 SIGMOD 6.952278e-05
4,110 Spitfire: A Three-Tier Buffer Manager for Volatile and Non-Volatile Memory 2021 SIGMOD 6.8948348e-05
4,763 Rethinking Logging, Checkpoints, and Recovery for High-Performance Storage Engines 2020 SIGMOD 6.519206e-05
5,109 The Case for Distributed Shared-Memory Databases with RDMA-Enabled Memory Disaggregation 2023 VLDB 6.3615847e-05
5,368 Density-optimized Intersection-free Mapping and Matrix Multiplication for Join-Project Operations 2022 VLDB 6.2448114e-05
5,852 DEX: Scalable Range Indexing on Disaggregated Memory 2024 VLDB 6.0658952e-05
6,086 Plush: A Write-Optimized Persistent Log-Structured Hash-Table 2022 VLDB 5.9817424e-05
6,105 Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory 2021 VLDB 5.9743349e-05
6,733 Evaluating Persistent Memory Range Indexes: Part Two 2022 VLDB 5.7880281e-05
6,859 Zen: a High-Throughput Log-Free OLTP Engine for Non-Volatile Main Memory 2021 VLDB 5.7520461e-05
7,046 NVM: Is it Not Very Meaningful for Databases? 2023 VLDB 5.7185159e-05
7,135 SaS: SSD as SQL Database System 2021 VLDB 5.6940523e-05
8,167 DecLog: Decentralized Logging in Non-Volatile Memory for Time Series Database Systems 2024 VLDB 5.4745703e-05
8,357 Towards Buffer Management with Tiered Main Memory 2024 SIGMOD 5.4446759e-05
8,579 Cost Modelling for Optimal Data Placement in Heterogeneous Main Memory 2022 VLDB 5.4087323e-05
9,150 PerMA-Bench: Benchmarking Persistent Memory Access 2022 VLDB 5.3133586e-05
9,345 Practical DB-OS Co-Design with Privileged Kernel Bypass 2025 SIGMOD 5.284891e-05
9,409 NV-SQL: Boosting OLTP Performance with Non-Volatile DIMMs 2023 VLDB 5.2750967e-05
9,950 CloudJump: Optimizing Cloud Databases for Cloud Storages 2022 VLDB 5.1915905e-05
10,011 Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs 2020 VLDB 5.1772034e-05
10,127 Declarative Memory Services 2026 CIDR 5.093636e-05
10,659 Boosting OLTP Performance with Per-Page Logging on NVDIMM 2025 SIGMOD 5.093636e-05
10,666 HyperMR: Efficient Hypergraph-enhanced Matrix Storage on Compute-in-Memory Architecture 2025 SIGMOD 5.093636e-05
11,246 Blitzcrank: Fast Semantic Compression for In-memory Online Transaction Processing 2024 VLDB 5.093636e-05
11,763 Rethinking Message Brokers on RDMA and NVM 2020 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
105 Quickly Generating Billion-Record Synthetic Databases 1994 SIGMOD 0.00033877899
157 OLTP Through the Looking Glass, and What We Found There 2008 SIGMOD 0.0002863588
336 THE 5 MINUTE RULE FOR TRADING MEMORY FOR DISC ACCESSES and THE 10 BYTE RULE FOR TRADING MEMORY FOR CPU TIME 1987 SIGMOD 0.00020845451
491 FPTree: A Hybrid SCM-DRAM Persistent and Concurrent B-Tree for Storage Class Memory 2016 SIGMOD 0.00017575163
537 FOEDUS: OLTP Engine for a Thousand Cores and NVRAM 2015 SIGMOD 0.00016931517
603 Scalable Logging through Emerging Non-Volatile Memory 2014 VLDB 0.00015853456
621 Persistent B+-Trees in Non-Volatile Main Memory 2015 VLDB 0.00015695264
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
1,480 Write-Behind Logging 2017 VLDB 0.00010649376
1,490 SSD Bufferpool Extensions for Database Systems 2010 VLDB 0.00010595269
1,524 Trekking Through Siberia: Managing Cold Data in a Memory-Optimized Database 2014 VLDB 0.00010501517
1,996 Write-limited sorts and joins for persistent memory 2014 VLDB 9.3396464e-05
2,267 In-Memory Performance for Big Data 2015 VLDB 8.8388928e-05
2,338 NVRAM-aware Logging in Transaction Systems 2015 VLDB 8.7254375e-05
2,371 REWIND: Recovery Write-Ahead System for In-Memory Non-Volatile Data-Structures 2015 VLDB 8.6793374e-05
2,951 Instant Recovery for Main-Memory Databases 2015 CIDR 7.9260674e-05
3,095 Turbocharging DBMS Buffer Pool Using SSDs 2011 SIGMOD 7.7641876e-05
4,133 SAP HANA Adoption of Non-Volatile Memory 2017 VLDB 6.8820232e-05
4,647 Memory Management Techniques for Large-Scale Persistent-Main-Memory Systems 2017 VLDB 6.5879506e-05
5,080 Hybrid Storage Management for Database Systems 2013 VLDB 6.3711674e-05
7,303 hStorage-DB: Heterogeneity-aware Data Management to Exploit the Full Capability of Hybrid Storage Systems 2012 VLDB 5.6504901e-05
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