ReStore: Reusing Results of MapReduce Jobs

Summary: ReStore enables storage and reuse of intermediate MapReduce results to accelerate future workflows. It reuses whole-job outputs and materializes operator-level results inside jobs; implemented as a Pig extension on Hadoop with measurable PigMix speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10504
Venue: VLDB
Year: 2012
Pagerank: 9.2823037e-05
Overall Rank: 2,211 | 84.64%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Iman Elghandour
2. Ashraf Aboulnaga

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,666	HELIX: Holistic Optimization for Accelerating Iterative Machine Learning	2019	VLDB	0.00010955907
1,921	Selecting Subexpressions to Materialize at Datacenter Scale	2018	VLDB	0.00010085899
2,577	S4: Top-k Spreadsheet-Style Search for Query Discovery	2015	SIGMOD	8.5066436e-05
2,714	Minimal MapReduce Algorithms	2013	SIGMOD	8.2426646e-05
3,565	MISO: Souping Up Big Data Query Processing with a Multistore System	2014	SIGMOD	6.9627613e-05
3,610	EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views	2022	SIGMOD	6.919859e-05
3,709	Multi-Query Optimization in MapReduce Framework	2014	VLDB	6.8211506e-05
4,171	Computation Reuse in Analytics Job Service at Microsoft	2018	SIGMOD	6.3800823e-05
6,061	Optimizing Machine Learning Workloads in Collaborative Environments	2020	SIGMOD	5.2270653e-05
6,079	Opportunistic Physical Design for Big Data Analytics	2014	SIGMOD	5.2194019e-05
6,177	Exploiting Soft and Hard Correlations in Big Data Query Optimization	2016	VLDB	5.1646971e-05
6,464	Materialization and Reuse Optimizations for Production Data Science Pipelines	2022	SIGMOD	5.0471003e-05
7,690	ROBUS: Fair Cache Allocation for Data-parallel Workloads	2017	SIGMOD	4.6723821e-05
9,349	Hippo: Sharing Computations in Hyper-Parameter Optimization	2022	VLDB	4.3497707e-05
9,780	D2WORM: A Management Infrastructure for Distributed Data-centric Workflows	2015	SIGMOD	4.2815042e-05
10,512	Self-Enhancing Video Data Management System for Compositional Events with Large Language Models	2025	SIGMOD	4.1905499e-05
11,843	An Efficient MapReduce Cube Algorithm for Varied Data Distributions	2016	SIGMOD	4.1905499e-05
11,966	Shared Execution of Recurring Workloads in MapReduce	2015	VLDB	4.1905499e-05
11,984	Anti-Combining for MapReduce	2014	SIGMOD	4.1905499e-05
12,133	ReStore: Reusing Results of MapReduce Jobs in Pig	2012	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
3	Pig Latin: A Not-So-Foreign Language for Data Processing	2008	SIGMOD	0.0024217964
70	Hive - A Warehousing Solution Over a Map-Reduce Framework	2009	VLDB	0.00059744625
662	Database Tuning Advisor for Microsoft SQL Server 2005	2004	VLDB	0.00018478597
776	Building a High-Level Dataflow System on top of Map-Reduce: The Pig Experience	2009	VLDB	0.00016765694
947	MRShare: Sharing Across Multiple Queries in MapReduce	2010	VLDB	0.00015112344
1,265	Jaql: A Scripting Language for Large Scale Semistructured Data Analysis	2011	VLDB	0.00012933537
2,658	Data Warehousing and Analytics Infrastructure at Facebook	2010	SIGMOD	8.3634079e-05
3,508	Scheduling Shared Scans of Large Data Files	2008	VLDB	7.0293743e-05
6,326	Peta-Scale Data Warehousing at Yahoo!	2009	SIGMOD	5.1041587e-05
12,133	ReStore: Reusing Results of MapReduce Jobs in Pig	2012	SIGMOD	4.1905499e-05

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Overall Rank	Paper	Year	Venue	Pagerank
6,777	Revisiting Reuse in Main Memory Database Systems	2017	SIGMOD	4.9242249e-05
9,270	Redoop Infrastructure for Recurring Big Data Queries	2014	VLDB	4.362604e-05
947	MRShare: Sharing Across Multiple Queries in MapReduce	2010	VLDB	0.00015112344
866	Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs	2011	VLDB	0.00015771189
15	Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters	2007	SIGMOD	0.0010668335
3,709	Multi-Query Optimization in MapReduce Framework	2014	VLDB	6.8211506e-05
2,476	A Platform for Scalable One-Pass Analytics using MapReduce	2011	SIGMOD	8.6907971e-05
3,193	Column-Oriented Storage Techniques for MapReduce	2011	VLDB	7.4073719e-05
776	Building a High-Level Dataflow System on top of Map-Reduce: The Pig Experience	2009	VLDB	0.00016765694
12,133	ReStore: Reusing Results of MapReduce Jobs in Pig	2012	SIGMOD	4.1905499e-05