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Adaptive data transformations for QaaS

Summary: Apply query-driven lightweight transformations (transcoding, chunking, sorting) via serverless functions to reshape semi-structured data for QaaS, offsetting lack of indexes to reduce latency and cost. Propose a cloud middleware that adaptively selects transformations per data/query under user-specified latency/cost budgets and empirically evaluates the trade-offs. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hafe218ec1bcfc2a0
Venue
CIDR
Year
2025
Pagerank
5.0765311e-05
Overall Rank
10,104 | 32.09%
DOI
-
PDF
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Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{koutsoukos_cidr25,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '25},
        title = {{Adaptive data transformations for QaaS}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Koutsoukos, Dimitrios and Marroquín, Renato and Müller, Ingo and Klimovic, Ana},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
52 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00041210636
252 Database Cracking 2007 CIDR 0.00023101361
932 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00013002837
950 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012889569
1,128 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011901941
1,764 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 9.6959345e-05
2,735 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 8.0731466e-05
2,765 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 8.0401855e-05
3,445 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.2911896e-05
4,294 NoDB in Action: Adaptive Query Processing on Raw Data 2012 VLDB 6.6788179e-05
4,405 Boxer: Data Analytics on Network-enabled Serverless Platforms 2021 CIDR 6.6107543e-05
4,834 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.3865472e-05
5,008 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.3147226e-05
5,842 Pando: Enhanced Data Skipping with Logical Data Partitioning 2023 VLDB 5.971167e-05
5,929 Self-Organizing Data Containers 2022 CIDR 5.9411211e-05
6,278 Shared Foundations: Modernizing Meta's Data Lakehouse 2023 CIDR 5.8243198e-05
8,861 Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization 2022 CIDR 5.2619979e-05
9,028 Optimizing the cloud? Don't train models. Build oracles! 2024 CIDR 5.2330697e-05
9,357 Evaluating Query Languages and Systems for High-Energy Physics Data 2022 VLDB 5.1874657e-05
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