Scalable Progressive Analytics on Big Data in the Cloud

Summary: Prism defines a progress-centric model for progressive samples, enabling deterministic queries, repeatable semantics, and provenance on cloud-scale data. Now! on Azure uses progress-aware reducers, reinterprets temporal fields as progress, and delivers scalable progressive SQL over streaming engines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10661
Venue: VLDB
Year: 2013
Pagerank: 5.2064148e-05
Overall Rank: 6,100 | 57.61%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,097	Trill: A High-Performance Incremental Query Processor for Diverse Analytics	2015	VLDB	0.00014083973
1,574	Approximate Query Processing: No Silver Bullet	2017	SIGMOD	0.00011289028
6,631	iOLAP: Managing Uncertainty for Efficient Incremental OLAP	2016	SIGMOD	4.9805704e-05
7,302	Tempura: A General Cost-Based Optimizer Framework for Incremental Data Processing	2021	VLDB	4.763304e-05
7,600	Quill: Efficient, Transferable, and Rich Analytics at Scale	2016	VLDB	4.697054e-05
7,845	Progressive Join Algorithms Considering User Preference	2021	CIDR	4.6327267e-05
9,301	Controlled Intentional Degradation in Analytical Video Systems	2022	SIGMOD	4.3558097e-05
11,109	QPJVis Demo: Quality-boost Progressive Join Query Processing System	2024	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
14	Online Aggregation	1997	SIGMOD	0.0010813443
18	On Random Sampling over Joins	1999	SIGMOD	0.00092569117
43	Models and Issues in Data Stream Systems	2002	PODS	0.00072660894
109	Dremel: Interactive Analysis of Web-Scale Datasets	2010	VLDB	0.00048217028
191	The Design of the Borealis Stream Processing Engine	2005	CIDR	0.00035714897
216	Ripple Joins for Online Aggregation	1999	SIGMOD	0.00033560137
1,141	Consistent Streaming Through Time: A Vision for Event Stream Processing	2007	CIDR	0.00013703749
1,339	SkewTune: Mitigating Skew in MapReduce Applications	2012	SIGMOD	0.00012492978
1,425	Scalable Approximate Query Processing With The DBO Engine	2007	SIGMOD	0.00012044433
1,451	Online Aggregation for Large MapReduce Jobs	2011	VLDB	0.00011925842
1,470	Processing a Trillion Cells per Mouse Click	2012	VLDB	0.00011827274
1,531	Online Dynamic Reordering for Interactive Data Processing	1999	VLDB	0.00011467334
1,790	Effective Use of Block-Level Sampling in Statistics Estimation	2004	SIGMOD	0.00010529479
2,476	A Platform for Scalable One-Pass Analytics using MapReduce	2011	SIGMOD	8.6907971e-05
2,578	A Latency and Fault-Tolerance Optimizer for Online Parallel Query Plans	2011	SIGMOD	8.5060604e-05
2,884	Microsoft CEP Server and Online Behavioral Targeting	2009	VLDB	7.9658952e-05
3,247	Early Accurate Results for Advanced Analytics on MapReduce	2012	VLDB	7.3237519e-05

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8,496	Customizable Parallel Execution of Scientific Stream Queries	2005	VLDB	4.4938165e-05
4,673	Continuous Analytics: Rethinking Query Processing in a Network-Effect World	2009	CIDR	6.0000861e-05
9,972	End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure	2026	CIDR	4.1905499e-05
2,204	Continuous Analytics Over Discontinuous Streams	2010	SIGMOD	9.2986554e-05
4,128	Advanced Join Strategies for Large-Scale Distributed Computation	2014	VLDB	6.4214449e-05
9,505	Supporting Scalable Analytics with Latency Constraints	2015	VLDB	4.3300131e-05
7,386	Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale	2018	VLDB	4.7398757e-05
5,309	Continuous Cloud-Scale Query Optimization and Processing	2013	VLDB	5.5714729e-05