Using Cloud Functions as Accelerator for Elastic Data Analytics
Summary: Hybrid VM+cloud-function acceleration for burst analytics. CF-optimized operators and a cost-based optimizer enable planning, delivering 1–2 orders of magnitude higher perf/price than serverless engines on sustained workloads, while preserving elasticity. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Haoqiong Bian (EPFL)
- 2. Tiannan Sha (EPFL)
- 3. Anastasia Ailamaki (EPFL)
BibTeX Citation
@inproceedings{bian_sigmod23,
title = {{Using Cloud Functions as Accelerator for Elastic Data Analytics}},
author = {Bian, Haoqiong and Sha, Tiannan and Ailamaki, Anastasia},
series = {{SIGMOD} '23},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3589306},
url = {https://dl.acm.org/doi/10.1145/3589306},
year = {2023}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,290 | Vexless: A Serverless Vector Data Management System Using Cloud Functions | 2024 | SIGMOD | 7.4493472e-05 |
| 6,989 | Cackle: Analytical Workload Cost and Performance Stability With Elastic Pools | 2023 | SIGMOD | 5.6257777e-05 |
| 8,956 | Tao: Improving Resource Utilization while Guaranteeing SLO in Multi-tenant Relational Database-as-a-Service | 2024 | SIGMOD | 5.2504523e-05 |
| 10,104 | Adaptive data transformations for QaaS | 2025 | CIDR | 5.0765311e-05 |
| 10,320 | veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System | 2025 | VLDB | 5.0362412e-05 |
| 11,466 | Off-the-shelf Data Analytics on Serverless | 2024 | CIDR | 4.9769913e-05 |
| 11,598 | Agile-Ant: Self-managing Distributed Cache Management for Cost Optimization of Big Data Applications | 2024 | VLDB | 4.9769913e-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.
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 3,311 | Cloud Analytics Benchmark | 2023 | VLDB |
| 2 | 10,104 | Adaptive data transformations for QaaS | 2025 | CIDR |
| 3 | 9,053 | A Model for Query Execution Over Heterogeneous Instances | 2024 | CIDR |
| 4 | 12,075 | Serverless Query Processing on a Budget | 2020 | SIGMOD |
| 5 | 6,989 | Cackle: Analytical Workload Cost and Performance Stability With Elastic Pools | 2023 | SIGMOD |
| 6 | 11,466 | Off-the-shelf Data Analytics on Serverless | 2024 | CIDR |
| 7 | 2,213 | Towards Cost-Optimal Query Processing in the Cloud | 2021 | VLDB |
| 8 | 3,290 | Vexless: A Serverless Vector Data Management System Using Cloud Functions | 2024 | SIGMOD |
| 9 | 932 | Starling: A Scalable Query Engine on Cloud Functions | 2020 | SIGMOD |
| 10 | 9,846 | Cost-efficiency and Performance Robustness in Serverless Data Exchange | 2022 | SIGMOD |