Hyper Dimension Shuffle: Efficient Data Repartition at Petabyte Scale in SCOPE

Summary: Hyper Dimension Shuffle introduces a recursive, divide-and-conquer shuffle for petabyte-scale data in SCOPE. Recursive partitioning with intermediate aggregations yields quasilinear shuffling complexity and tight fan-out/fan-in guarantees, avoiding prior quadratic blowups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11810
Venue: VLDB
Year: 2019
Pagerank: 6.3247927e-05
Overall Rank: 4,248 | 70.45%
DOI: 10.14778/3339490.3339495

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,062	Dremel: A Decade of Interactive SQL Analysis at Web Scale	2020	VLDB	9.6481955e-05
5,888	Magnet: Push-based Shuffle Service for Large-scale Data Processing	2020	VLDB	5.2873617e-05
6,261	The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward	2021	VLDB	5.1350714e-05
6,673	Incorporating Super-Operators in Big-Data Query Optimizers	2020	VLDB	4.966799e-05
6,757	KEA: Tuning an Exabyte-Scale Data Infrastructure	2021	SIGMOD	4.9372134e-05
7,778	Runtime Variation in Big Data Analytics	2023	SIGMOD	4.653651e-05
8,506	New Query Optimization Techniques in the Spark Engine of Azure Synapse	2022	VLDB	4.4957661e-05
8,758	Hyperspace: The Indexing Subsystem of Azure Synapse	2021	VLDB	4.456315e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
22	SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets	2008	VLDB	0.0008456613
157	HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads	2009	VLDB	0.00040397359
794	Hadoop++: Making a Yellow Elephant Run Like a Cheetah (Without It Even Noticing)	2010	VLDB	0.00016605103
1,152	Blink and It's Done: Interactive Queries on Very Large Data	2012	VLDB	0.00013645792
1,543	NUMA-aware algorithms: the case of data shuffling	2013	CIDR	0.0001145318
2,488	Shark: Fast Data Analysis Using Coarse-grained Distributed Memory	2012	SIGMOD	8.6683713e-05
3,535	Scaling Spark in the Real World: Performance and Usability	2015	VLDB	6.9992495e-05
4,174	Computation Reuse in Analytics Job Service at Microsoft	2018	SIGMOD	6.3856219e-05
7,599	Quill: Efficient, Transferable, and Rich Analytics at Scale	2016	VLDB	4.7003593e-05

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