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What Modern NVMe Storage Can Do, And How To Exploit It: High-Performance I/O for High-Performance Storage Engines

Summary: Demonstrates modern NVMe flash arrays can deliver ~10M IOPS per server while existing out-of-memory DB/storage engines utilize only a fraction, pinpointing software I/O bottlenecks. Proposes an I/O-optimized storage engine that closes the gap and sustains >1M TPC‑C TPS with datasets 10× main memory. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hf51b1eb9042707f0
Venue
VLDB
Year
2023
Pagerank
7.8540089e-05
Overall Rank
2,920 | 80.37%
DOI
10.14778/3598581.3598584

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{haas_vldb23,
        title = {{What Modern NVMe Storage Can Do, And How To Exploit It: High-Performance I/O for High-Performance Storage Engines}},
        author = {Haas, Gabriel and Leis, Viktor},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {9},
        pages = {2090--2102},
        doi = {10.14778/3598581.3598584},
        url = {https://doi.org/10.14778/3598581.3598584},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
4,243 The Art of Latency Hiding in Modern Database Engines 2024 VLDB 6.7069789e-05
5,360 LeanStore: A High-Performance Storage Engine for NVMe SSDs 2024 VLDB 6.1614422e-05
6,484 Bf-Tree: A Modern Read-Write-Optimized Concurrent Larger-Than-Memory Range Index 2024 VLDB 5.7696173e-05
7,221 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 5.5828002e-05
7,959 Cloud-Native Database Systems and Unikernels: Reimagining OS Abstractions for Modern Hardware 2024 VLDB 5.4175386e-05
8,571 Practical DB-OS Co-Design with Privileged Kernel Bypass 2025 SIGMOD 5.3127636e-05
9,359 A Case for Ecological Efficiency in Database Server Lifecycles 2025 CIDR 5.1868213e-05
9,536 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.1631101e-05
9,684 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 5.1423628e-05
9,796 ACGraph: An Efficient Asynchronous Out-of-Core Graph Processing Framework 2026 SIGMOD 5.1257999e-05
9,906 High-Performance DBMSs with io_uring: When and How to Use It 2026 VLDB 5.1103839e-05
9,998 B-Trees Are Back: Engineering Fast and Pageable Node Layouts 2025 SIGMOD 5.0979044e-05
10,029 LavaStore: ByteDance's Purpose-built, High-performance, Cost-effective Local Storage Engine for Cloud Services 2024 VLDB 5.0925155e-05
10,163 GPS: Revisiting the Data Layout for Disk-based High-Dimensional Vector Search 2026 SIGMOD 5.0682654e-05
10,228 From FASTER to F2: Evolving Concurrent Key-Value Store Designs for Large Skewed Workloads 2025 VLDB 5.0571508e-05
10,347 Cloudspecs: Cloud Hardware Evolution Through the Looking Glass 2026 CIDR 4.9793485e-05
10,360 Flexible I/O for Database Management Systems with xNVMe 2026 CIDR 4.9793485e-05
10,443 Efficient Index Layout and Search Strategy for Large-scale High-dimensional Vector Similarity Search 2026 SIGMOD 4.9793485e-05
10,643 FlashANNS: GPU-Driven Asynchronous I/O Pipelining for Eliminating Storage-Compute Bottlenecks in Billion-Scale Similarity Search 2026 SIGMOD 4.9793485e-05
10,669 Predictive Translation: High-Performance Buffer Management Without the Trade-Offs 2026 SIGMOD 4.9793485e-05
10,725 How to Write to SSDs 2026 VLDB 4.9793485e-05
10,922 Virtualizing Recursion: Just-In-Time Graph Analytics in a Hyperscale Relational Warehouse 2026 VLDB 4.9793485e-05
11,102 Boosting OLTP Performance with Per-Page Logging on NVDIMM 2025 SIGMOD 4.9793485e-05
11,117 Rapid Data Ingestion through DB-OS Co-design 2025 SIGMOD 4.9793485e-05
11,190 Moving on From Group Commit: Autonomous Commit Enables High Throughput and Low Latency on NVMe SSDs 2025 SIGMOD 4.9793485e-05
11,298 STsCache: An Efficient Semantic Caching Scheme for Time-series Data Workloads Based on Hybrid Storage 2025 VLDB 4.9793485e-05
11,349 Environmental Footprints of Query Processing: A Vision for Sustainable Database Architectures 2025 VLDB 4.9793485e-05
11,360 SSD-iq: Uncovering the Hidden Side of SSD Performance 2025 VLDB 4.9793485e-05
11,542 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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