SSDs Striking Back: The Storage Jungle and Its Implications on Persistent Indexes
Summary: Empirical comparison of persistent indexes on PM and next‑gen SSDs, revealing overlapping performance and a complex “storage jungle”. Finds DRAM+SSD often more cost‑effective than PM and distills practical design implications for persistent-index structures. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kaisong Huang (Simon Fraser University)
- 2. Tianzheng Wang (Simon Fraser University)
- 3. Darien Imai (Simon Fraser University)
- 4. Dong Xie (Pennsylvania State University)
BibTeX Citation
@inproceedings{huang_cidr22,
address = {Amsterdam, Netherlands},
series = {{CIDR} '22},
title = {{SSDs Striking Back: The Storage Jungle and Its Implications on Persistent Indexes}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Huang, Kaisong and Wang, Tianzheng and Imai, Darien and Xie, Dong},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,001 | What Modern NVMe Storage Can Do, And How To Exploit It: High-Performance I/O for High-Performance Storage Engines | 2023 | VLDB | 7.8673493e-05 |
| 4,440 | The Art of Latency Hiding in Modern Database Engines | 2024 | VLDB | 6.7049797e-05 |
| 6,086 | Plush: A Write-Optimized Persistent Log-Structured Hash-Table | 2022 | VLDB | 5.9817424e-05 |
| 6,498 | LeanStore: A High-Performance Storage Engine for NVMe SSDs | 2024 | VLDB | 5.861854e-05 |
| 6,733 | Evaluating Persistent Memory Range Indexes: Part Two | 2022 | VLDB | 5.7880281e-05 |
| 9,150 | PerMA-Bench: Benchmarking Persistent Memory Access | 2022 | VLDB | 5.3133586e-05 |
| 9,409 | NV-SQL: Boosting OLTP Performance with Non-Volatile DIMMs | 2023 | VLDB | 5.2750967e-05 |
| 10,127 | Declarative Memory Services | 2026 | CIDR | 5.093636e-05 |
| 10,142 | Flexible I/O for Database Management Systems with xNVMe | 2026 | CIDR | 5.093636e-05 |
| 10,482 | Predictive Translation: High-Performance Buffer Management Without the Trade-Offs | 2026 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 422 | Umbra: A Disk-Based System with In-Memory Performance | 2020 | CIDR | 0.00018732744 |
| 491 | FPTree: A Hybrid SCM-DRAM Persistent and Concurrent B-Tree for Storage Class Memory | 2016 | SIGMOD | 0.00017575163 |
| 948 | BzTree: A High-Performance Latch-free Range Index for Non-Volatile Memory | 2018 | VLDB | 0.0001303916 |
| 1,368 | Dash: Scalable Hashing on Persistent Memory | 2020 | VLDB | 0.00011003184 |
| 1,823 | LB+-Trees: Optimizing Persistent Index Performance on 3DXPoint Memory | 2020 | VLDB | 9.6739945e-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 |
| 4,557 | Not your Grandpa's SSD: The Era of Co-Designed Storage Devices | 2021 | SIGMOD | 6.6333658e-05 |
| 5,379 | Open-Channel SSD (What is it Good For) | 2020 | CIDR | 6.2398494e-05 |
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|---|---|---|---|---|
| 1 | 3,808 | Making Updates Disk-I/O Friendly Using SSDs | 2013 | VLDB |
| 2 | 10,341 | Analysis and Evaluation of Using Microsecond-Latency Memory for In-Memory Indices and Caches in SSD-Based Key-Value Stores | 2026 | SIGMOD |
| 3 | 961 | Lazy-Adaptive Tree: An Optimized Index Structure for Flash Devices | 2009 | VLDB |
| 4 | 2,246 | DPTree: Differential Indexing for Persistent Memory | 2020 | VLDB |
| 5 | 5,954 | When Tree Meets Hash: Reducing Random Reads for Index Structures on Persistent Memories | 2023 | SIGMOD |
| 6 | 4,682 | Persistent Memory Hash Indexes: An Experimental Evaluation | 2021 | VLDB |
| 7 | 6,139 | Toward a Better Understanding and Evaluation of Tree Structures on Flash SSDs | 2021 | VLDB |
| 8 | 8,963 | The Past, Present and Future of Indexing on Persistent Memory | 2022 | VLDB |
| 9 | 2,707 | Evaluating Persistent Memory Range Indexes | 2020 | VLDB |
| 10 | 6,733 | Evaluating Persistent Memory Range Indexes: Part Two | 2022 | VLDB |