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: 4.2856106e-05
Overall Rank: 9,760 | 32.11%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,723	UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow	2025	VLDB	4.1945683e-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	0.00039180521
408	Database Cracking	2007	CIDR	0.00023953844
1,326	Starling: A Scalable Query Engine on Cloud Functions	2020	SIGMOD	0.00012576952
1,377	Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics	2021	CIDR	0.00012296941
1,611	Qd-tree: Learning Data Layouts for Big Data Analytics	2020	SIGMOD	0.00011147324
2,424	Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure	2020	SIGMOD	8.8380822e-05
3,437	Speculative Distributed CSV Data Parsing for Big Data Analytics	2019	SIGMOD	7.0942161e-05
3,779	Instance-Optimized Data Layouts for Cloud Analytics Workloads	2021	SIGMOD	6.7747205e-05
3,891	Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing	2017	VLDB	6.659442e-05
3,940	NoDB in Action: Adaptive Query Processing on Raw Data	2012	VLDB	6.6153423e-05
4,800	Boxer: Data Analytics on Network-enabled Serverless Platforms	2021	CIDR	5.9117077e-05
5,301	ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data	2018	VLDB	5.5790928e-05
5,441	Using Cloud Functions as Accelerator for Elastic Data Analytics	2023	SIGMOD	5.5028093e-05
6,279	Self-Organizing Data Containers	2022	CIDR	5.1295282e-05
6,466	Pando: Enhanced Data Skipping with Logical Data Partitioning	2023	VLDB	5.0528281e-05
6,715	Shared Foundations: Modernizing Meta's Data Lakehouse	2023	CIDR	4.9509939e-05
8,703	Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization	2022	CIDR	4.4647237e-05
8,854	Optimizing the cloud? Don't train models. Build oracles!	2024	CIDR	4.4349047e-05
9,702	Evaluating Query Languages and Systems for High-Energy Physics Data	2022	VLDB	4.3008468e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
8,407	Serverless State Management Systems	2024	CIDR	4.5211284e-05
5,297	Continuous Cloud-Scale Query Optimization and Processing	2013	VLDB	5.5801669e-05
8,792	Database Optimization for the Cloud: Where Costs, Partial Results, and Consumer Choice Meet	2015	CIDR	4.4506724e-05
5,441	Using Cloud Functions as Accelerator for Elastic Data Analytics	2023	SIGMOD	5.5028093e-05
2,568	Towards Cost-Optimal Query Processing in the Cloud	2021	VLDB	8.5239227e-05
12,045	COCCUS: Self-Configured Cost-Based Query Services in the Cloud	2013	SIGMOD	4.1945683e-05
10,058	Building Stateless Serverless Vector DBs via Block-based Data Partitioning	2026	SIGMOD	4.1945683e-05
13,359	Robust Data Transformations	2015	CIDR	-
11,571	Serverless Query Processing on a Budget	2020	SIGMOD	4.1945683e-05
9,525	Cost-efficiency and Performance Robustness in Serverless Data Exchange	2022	SIGMOD	4.3310169e-05