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Track Join: Distributed Joins with Minimal Network Traffic

Summary: Track Join is a join algorithm that minimizes network traffic by generating an optimal transfer schedule per join key. It tunes CPU-network trade-offs, adapts to locality, and, on real workloads, outperforms hash join on the most expensive queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4954
Venue
SIGMOD
Year
2014
Pagerank
9.3658402e-05
Overall Rank
1,974 | 86.46%
DOI
10.1145/2558555.2610521

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{polychroniou_sigmod14,
        title = {{Track Join: Distributed Joins with Minimal Network Traffic}},
        author = {Polychroniou, Orestis and Sen, Rajkumar and Ross, Kenneth A.},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2558555.2610521},
        url = {https://dl.acm.org/doi/10.1145/2558555.2610521},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
892 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013376761
976 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012864533
1,076 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012270109
1,320 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00011166426
2,926 Distributed Join Algorithms on Thousands of Cores 2017 VLDB 7.9549783e-05
3,227 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 7.6217889e-05
5,534 Skew-Aware Join Optimization for Array Databases 2015 SIGMOD 6.1831004e-05
6,157 Similarity Join over Array Data 2016 SIGMOD 5.9554363e-05
6,596 Near-Optimal Distributed Band-Joins through Recursive Partitioning 2020 SIGMOD 5.828647e-05
6,762 SquirrelJoin: Network-Aware Distributed Join Processing with Lazy Partitioning 2017 VLDB 5.7814194e-05
6,957 Design and Analysis of a Processing-in-DIMM Join Algorithm: A Case Study with UPMEM DIMMs 2023 SIGMOD 5.7303405e-05
7,111 Submodularity of Distributed Join Computation 2018 SIGMOD 5.69924e-05
7,998 P4DB - The Case for In-Network OLTP 2022 SIGMOD 5.5093728e-05
8,721 Accelerate Distributed Joins with Predicate Transfer 2025 SIGMOD 5.3772617e-05
9,100 Chasing Similarity: Distribution-aware Aggregation Scheduling 2019 VLDB 5.3250075e-05
9,333 Efficiently Joining Large Relations on Multi-GPU Systems 2025 VLDB 5.2887551e-05
9,628 INEv: In-Network Evaluation for Event Stream Processing 2023 SIGMOD 5.2434488e-05
9,675 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 5.2380072e-05
9,840 Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees 2021 VLDB 5.2103367e-05
11,556 Scaling Equi-Joins 2022 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
7 Implementation Techniques For Main Memory Database Systems 1984 SIGMOD 0.00083340894
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.00069513174
29 Database Architecture Optimized for the New Bottleneck: Memory Access 1999 VLDB 0.00052093615
44 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.00046055057
68 The End of an Architectural Era (It’s Time for a Complete Rewrite) 2007 VLDB 0.00038446206
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
209 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00024932174
216 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024498128
252 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023242719
342 R* Optimizer Validation and Performance Evaluation for Distributed Queries 1986 VLDB 0.00020673706
386 Distributed Query Processing In A Relational Data Base System 1978 SIGMOD 0.00019451022
423 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB 0.00018725853
428 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018633493
678 Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort 2010 SIGMOD 0.00015061068
843 Processing Theta-Joins using MapReduce* 2011 SIGMOD 0.00013666161
1,177 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011808761
1,893 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 9.5269935e-05
3,368 CloudRAMSort: Fast and Efficient Large-Scale Distributed RAM Sort on Shared-Nothing Cluster 2012 SIGMOD 7.4713287e-05
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# Overall Rank Paper Year Venue
1 6,596 Near-Optimal Distributed Band-Joins through Recursive Partitioning 2020 SIGMOD
2 6,157 Similarity Join over Array Data 2016 SIGMOD
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4 5,587 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD
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6 892 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD
7 12,090 Let's Rethink Join Optimization in Distributed Systems 2015 CIDR
8 2,926 Distributed Join Algorithms on Thousands of Cores 2017 VLDB
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