DBScholar

Back to papers

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
546
Venue
CIDR
Year
2025
Pagerank
5.1955087e-05
Overall Rank
9,913 | 31.99%
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)

Showing 1 of 1 citing papers.

Previous Page 1 / 1 Next

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
66 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038561587
259 Database Cracking 2007 CIDR 0.00023119313
939 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00013083524
1,135 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00012032847
1,138 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012023643
1,784 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 9.7726335e-05
3,035 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 7.8297746e-05
3,074 Speculative Distributed CSV Data Parsing for Big Data Analytics 2019 SIGMOD 7.7844208e-05
3,413 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.4326381e-05
4,206 NoDB in Action: Adaptive Query Processing on Raw Data 2012 VLDB 6.8334568e-05
4,333 Boxer: Data Analytics on Network-enabled Serverless Platforms 2021 CIDR 6.7558205e-05
4,764 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.51896e-05
4,908 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.4488784e-05
6,042 Pando: Enhanced Data Skipping with Logical Data Partitioning 2023 VLDB 5.9970052e-05
6,076 Self-Organizing Data Containers 2022 CIDR 5.9852895e-05
6,407 Shared Foundations: Modernizing Meta's Data Lakehouse 2023 CIDR 5.8850639e-05
8,684 Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization 2022 CIDR 5.3849937e-05
8,861 Optimizing the cloud? Don't train models. Build oracles! 2024 CIDR 5.355716e-05
9,837 Evaluating Query Languages and Systems for High-Energy Physics Data 2022 VLDB 5.2110542e-05
Previous Page 1 / 1 Next

Semantically Similar Papers