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Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads

Summary: Cross-industry traces show interactive, small-scale MapReduce workloads coexisting with large batch jobs. They reveal nonuniform data access and diverse, query-like patterns, motivating RDBMS-inspired techniques and a first step toward a MapReduce benchmark. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10418
Venue
VLDB
Year
2012
Pagerank
0.00014866268
Overall Rank
981 | 93.19%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
1,875 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.00010243959
2,421 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 8.8471956e-05
2,548 An Evaluation of Distributed Concurrency Control 2017 VLDB 8.5594603e-05
3,550 Parallel Analytics as a Service 2013 SIGMOD 6.9785983e-05
3,893 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 6.653922e-05
6,079 Opportunistic Physical Design for Big Data Analytics 2014 SIGMOD 5.2194019e-05
6,108 Automating Distributed Tiered Storage Management in Cluster Computing 2020 VLDB 5.2030492e-05
6,817 Hadoop's Adolescence: An analysis of Hadoop usage in scientific workloads 2013 VLDB 4.9110239e-05
7,079 JetScope: Reliable and Interactive Analytics at Cloud Scale 2015 VLDB 4.8353804e-05
7,459 Lachesis: Automatic Partitioning for UDF-Centric Analytics 2021 VLDB 4.7199075e-05
8,005 Pangea: Monolithic Distributed Storage for Data Analytics 2019 VLDB 4.6044087e-05
8,927 QMapper for Smart Grid: Migrating SQL-based Application to Hive 2015 SIGMOD 4.4229886e-05
9,064 Tempo: Robust and Self-Tuning Resource Management in Multi-tenant Parallel Databases 2016 VLDB 4.3994049e-05
9,547 Trident: Task Scheduling over Tiered Storage Systems in Big Data Platforms 2021 VLDB 4.3219254e-05
9,548 Optimistic Recovery for Iterative Dataflows in Action 2015 SIGMOD 4.3219254e-05
9,612 Workload-Aware CPU Performance Scaling for Transactional Database Systems 2018 SIGMOD 4.3136057e-05
11,199 QaaD (Query-as-a-Data): Scalable Execution of Massive Number of Small Queries in Spark 2023 SIGMOD 4.1905499e-05
11,893 The Case for Small Data Management 2015 CIDR 4.1905499e-05
11,915 Thrifty: Offering Parallel Database as a Service using the Shared-Process Approach 2015 SIGMOD 4.1905499e-05
12,009 Thoth: Towards Managing a Multi-System Cluster 2014 VLDB 4.1905499e-05
12,067 Workload Management for Big Data Analytics 2013 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
42 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00073570328
70 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00059744625
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048217028
145 Quickly Generating Billion-Record Synthetic Databases 1994 SIGMOD 0.00041403894
408 HaLoop: Efficient Iterative Data Processing on Large Clusters 2010 VLDB 0.00023939456
776 Building a High-Level Dataflow System on top of Map-Reduce: The Pig Experience 2009 VLDB 0.00016765694
789 Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing) 2010 VLDB 0.00016602215
866 Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs 2011 VLDB 0.00015771189
1,281 Automatic Optimization for MapReduce Programs 2011 VLDB 0.00012837411
1,497 Apache Hadoop Goes Realtime at Facebook 2011 SIGMOD 0.00011668393
1,768 ParaTimer: A Progress Indicator for MapReduce DAGs 2010 SIGMOD 0.00010608933
3,128 Dynamic Workload Management for Very Large Data Warehouses – Juggling Feathers and Bowling Balls 2007 VLDB 7.5192383e-05
3,186 Energy Management for MapReduce Clusters 2010 VLDB 7.4218249e-05
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