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: 547
Venue: CIDR
Year: 2025
Pagerank: 4.2815042e-05
Overall Rank: 9,762 | 32.16%
DOI: -

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,730	UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow	2025	VLDB	4.1905499e-05

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
167	The Snowflake Elastic Data Warehouse	2016	SIGMOD	0.00039408116
407	Database Cracking	2007	CIDR	0.00023941779
1,324	Starling: A Scalable Query Engine on Cloud Functions	2020	SIGMOD	0.00012585081
1,356	Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics	2021	CIDR	0.00012409986
1,608	Qd-tree: Learning Data Layouts for Big Data Analytics	2020	SIGMOD	0.00011169837
2,420	Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure	2020	SIGMOD	8.8474951e-05
3,432	Speculative Distributed CSV Data Parsing for Big Data Analytics	2019	SIGMOD	7.0974248e-05
3,777	Instance-Optimized Data Layouts for Cloud Analytics Workloads	2021	SIGMOD	6.7713324e-05
3,893	Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing	2017	VLDB	6.653922e-05
3,941	NoDB in Action: Adaptive Query Processing on Raw Data	2012	VLDB	6.6090509e-05
4,803	Boxer: Data Analytics on Network-enabled Serverless Platforms	2021	CIDR	5.906363e-05
5,304	ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data	2018	VLDB	5.5738777e-05
5,446	Using Cloud Functions as Accelerator for Elastic Data Analytics	2023	SIGMOD	5.4986799e-05
6,237	Self-Organizing Data Containers	2022	CIDR	5.1371094e-05
6,461	Pando: Enhanced Data Skipping with Logical Data Partitioning	2023	VLDB	5.0479786e-05
6,716	Shared Foundations: Modernizing Meta's Data Lakehouse	2023	CIDR	4.9462431e-05
8,698	Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization	2022	CIDR	4.4604438e-05
8,854	Optimizing the cloud? Don't train models. Build oracles!	2024	CIDR	4.4306537e-05
9,701	Evaluating Query Languages and Systems for High-Energy Physics Data	2022	VLDB	4.2967256e-05

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