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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
5.0789354e-05
Overall Rank
10,100 | 32.10%
DOI
-

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 0.00041219077
253 Database Cracking 2007 CIDR 0.00023042111
932 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00013008551
950 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012895553
1,132 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011898257
1,763 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 9.7003359e-05
2,735 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 8.0761736e-05
2,765 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 8.0439015e-05
3,445 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.2943981e-05
4,294 NoDB in Action: Adaptive Query Processing on Raw Data 2012 VLDB 6.6819514e-05
4,403 Boxer: Data Analytics on Network-enabled Serverless Platforms 2021 CIDR 6.6138772e-05
4,832 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.3895407e-05
5,005 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.3177105e-05
5,854 Pando: Enhanced Data Skipping with Logical Data Partitioning 2023 VLDB 5.9708829e-05
5,929 Self-Organizing Data Containers 2022 CIDR 5.9439349e-05
6,275 Shared Foundations: Modernizing Meta's Data Lakehouse 2023 CIDR 5.8270783e-05
8,851 Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization 2022 CIDR 5.2644901e-05
9,020 Optimizing the cloud? Don't train models. Build oracles! 2024 CIDR 5.2355482e-05
9,348 Evaluating Query Languages and Systems for High-Energy Physics Data 2022 VLDB 5.1899225e-05
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