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Redbench: Workload Synthesis From Cloud Traces

Summary: Redbench synthesizes reproducible cloud-warehouse query streams from provider traces, transforming existing benchmarks to capture repetition, string-heavy queries, and other intrinsic workload signals. It exposes optimization effects across four commercial platforms more realistically than TPC-H/DS. (summarized by gpt-5.6-luna on Aug 17 2026)

Paper ID
h14da73cfe4e52372
Venue
VLDB
Year
2026
Pagerank
5.0334833e-05
Overall Rank
10,278 | 31.11%
DOI
10.14778/3819518.3819538
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{wehrstein_vldb26,
        title = {{Redbench: Workload Synthesis From Cloud Traces}},
        author = {Wehrstein, Johannes and Heinrich, Roman and Stoian, Mihail and Krid, Skander and Stemmer, Martin and Kipf, Andreas and Binnig, Carsten and El-Hindi, Muhammad},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {9},
        pages = {2113--2125},
        doi = {10.14778/3819518.3819538},
        url = {https://doi.org/10.14778/3819518.3819538},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
7,844 Bespoke OLAP: Synthesizing Workload-Specific One-size-fits-one Database Engines 2026 VLDB 5.4255843e-05
10,822 Toward Drift-Aware Database Benchmarking 2026 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
15 How Good Are Query Optimizers, Really? 2016 VLDB 0.00061463175
1,513 DSB: A Decision Support Benchmark for Workload-Driven and Traditional Database Systems 2021 VLDB 0.00010394557
1,740 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 9.7289523e-05
1,791 Why TPC Is Not Enough: An Analysis of the Amazon Redshift Fleet 2024 VLDB 9.6212919e-05
2,481 Learning a Partitioning Advisor for Cloud Databases 2020 SIGMOD 8.3862675e-05
3,303 Cloud Analytics Benchmark 2023 VLDB 7.4212268e-05
3,909 SQLStorm: Taking Database Benchmarking into the LLM Era 2025 VLDB 6.9127576e-05
5,546 Database Benchmarking for Supporting Real-Time Interactive Querying of Large Data 2020 SIGMOD 6.071729e-05
5,936 Scalable Query Result Caching for Web Applications 2008 VLDB 5.9248452e-05
6,658 Workload Insights From The Snowflake Data Cloud: What Do Production Analytic Queries Really Look Like? 2025 VLDB 5.7025639e-05
7,837 CDSBen: Benchmarking the Performance of Storage Services in Cloud-native Database System at ByteDance 2023 VLDB 5.4276977e-05
8,061 Demonstrating SQLBarber: Leveraging Large Language Models to Generate Customized and Realistic SQL Workloads 2025 SIGMOD 5.3820955e-05
8,662 PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking 2025 VLDB 5.2781431e-05
8,830 BenchPress: Dynamic Workload Control in the OLTP-Bench Testbed 2015 SIGMOD 5.2533405e-05
9,494 SQLBarber: A System Leveraging Large Language Models to Generate Customized and Realistic SQL Workloads 2026 SIGMOD 5.1541298e-05
10,258 DBMS Fitting: Why should we learn what we already know? 2020 CIDR 5.0391159e-05
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