Cloud Analytics Benchmark
Summary: Analyzes Snowflake traces to expose gaps in TPC-H/TPC-DS for cloud workloads. Introduces CAB, a benchmark modeling workload fluctuations and multi-tenancy, with user-centric cost and performance metrics across analytics architectures. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Alexander van Renen (Friedrich-Alexander-Universität Erlangen-Nürnberg)
- 2. Viktor Leis (Technical University of Munich)
BibTeX Citation
@article{renen_vldb23,
title = {{Cloud Analytics Benchmark}},
author = {van Renen, Alexander and Leis, Viktor},
journal = {PVLDB},
series = {{VLDB} '23},
volume = {16},
number = {6},
pages = {1413--1425},
doi = {10.14778/3583140.3583156},
url = {https://doi.org/10.14778/3583140.3583156},
year = {2023}
}Incoming Citations (Sorted by Pagerank)
Showing 20 of 20 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 66 | The Snowflake Elastic Data Warehouse | 2016 | SIGMOD | 0.00038561587 |
| 227 | Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing | 1998 | VLDB | 0.00023958508 |
| 939 | Starling: A Scalable Query Engine on Cloud Functions | 2020 | SIGMOD | 0.00013083524 |
| 1,784 | Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure | 2020 | SIGMOD | 9.7726335e-05 |
| 2,202 | Quantifying TPC-H Choke Points and Their Optimizations | 2020 | VLDB | 8.9639459e-05 |
| 2,344 | Towards Cost-Optimal Query Processing in the Cloud | 2021 | VLDB | 8.7199754e-05 |
| 3,071 | Choosing A Cloud DBMS: Architectures and Tradeoffs | 2019 | VLDB | 7.7885156e-05 |
| 4,782 | Cuckoo Index: A Lightweight Secondary Index Structure | 2020 | VLDB | 6.5115802e-05 |
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|---|---|---|---|---|
| 1 | 7,589 | Cost-Intelligent Data Analytics in the Cloud | 2024 | CIDR |
| 2 | 2,344 | Towards Cost-Optimal Query Processing in the Cloud | 2021 | VLDB |
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| 5 | 11,016 | AnalyticDB-PG: A Cloud-native High-performance Data Warehouse in Alibaba Cloud | 2025 | VLDB |
| 6 | 10,121 | End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure | 2026 | CIDR |
| 7 | 8,846 | Workload Insights From The Snowflake Data Cloud: What Do Production Analytic Queries Really Look Like? | 2025 | VLDB |
| 8 | 9,777 | PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking | 2025 | VLDB |
| 9 | 3,071 | Choosing A Cloud DBMS: Architectures and Tradeoffs | 2019 | VLDB |
| 10 | 2,408 | Why TPC Is Not Enough: An Analysis of the Amazon Redshift Fleet | 2024 | VLDB |