Cloudspecs: Cloud Hardware Evolution Through the Looking Glass
Summary: 2015–2025 longitudinal study of cloud instances (AWS-focused, cross-cloud/on‑prem comparisons) shows network bandwidth per dollar up ≈10×, modest CPU/DRAM gains, and NVMe throughput stalled since 2016. Smaller clouds are up to 5× cheaper, reshaping cost/perf bottlenecks; includes an interactive exploration tool. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Till Steinert (Technical University of Munich)
- 2. Maximilian Kuschewski (Technical University of Munich)
- 3. Viktor Leis (Technical University of Munich)
BibTeX Citation
@inproceedings{steinert_cidr26,
address = {Amsterdam, Netherlands},
series = {{CIDR} '26},
title = {{Cloudspecs: Cloud Hardware Evolution Through the Looking Glass}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Steinert, Till and Kuschewski, Maximilian and Leis, Viktor},
year = {2026}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,226 | Active Data Lakes: Regaining Physical Data Independence Without Losing Interoperability | 2026 | VLDB | 5.0571508e-05 |
| 10,833 | BtrLog: Low-Latency Logging for Cloud Database Systems | 2026 | VLDB | 4.9793485e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 20 of 20 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 2,966 | Choosing A Cloud DBMS: Architectures and Tradeoffs | 2019 | VLDB |
| 2 | 1,322 | An Evaluation of Alternative Architectures for Transaction Processing in the Cloud | 2010 | SIGMOD |
| 3 | 4,943 | CXL and the Return of Scale-Up Database Engines | 2024 | VLDB |
| 4 | 8,029 | Internet Scale Storage | 2011 | SIGMOD |
| 5 | 9,651 | How Can We Train Deep Learning Models Across Clouds and Continents? An Experimental Study | 2024 | VLDB |
| 6 | 1,019 | Serverless Computing: One Step Forward, Two Steps Back | 2019 | CIDR |
| 7 | 892 | Runtime Measurements in the Cloud: Observing, Analyzing, and Reducing Variance | 2010 | VLDB |
| 8 | 13,745 | White-Box OLAP Performance Modeling for the Cloud | 2021 | CIDR |
| 9 | 10,074 | Databases in the Era of Memory-Centric Computing | 2025 | CIDR |
| 10 | 2,213 | Towards Cost-Optimal Query Processing in the Cloud | 2021 | VLDB |