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Fangorn: Adaptive Execution Framework for Heterogeneous Workloads on Shared Clusters
Summary: Fangorn is an adaptive execution framework on shared clusters, built on an enriched graph model to orchestrate heterogeneous workloads with both long-running and on-demand resources. Runtime statistics and pluggable components enable cross-engine adaptation (relational to DL) on Alibaba production clusters, handling tens of millions of jobs daily, from one to half-million.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 12506
- Venue
- VLDB
- Year
- 2021
- Pagerank
- 4.1905499e-05
- Overall Rank
- 11,535 | 19.84%
- DOI
-
10.14778/3476311.3476376
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| Rank |
Citing Paper |
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Pagerank |
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 |
| 22 |
SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets |
2008 |
VLDB |
0.00084679526 |
| 66 |
Spark SQL: Relational Data Processing in Spark |
2015 |
SIGMOD |
0.00061707583 |
| 71 |
How Good Are Query Optimizers, Really? |
2016 |
VLDB |
0.00059446482 |
| 271 |
AliGraph: A Comprehensive Graph Neural Network Platform |
2019 |
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0.00029565193 |
| 476 |
Impala: A Modern, Open-Source SQL Engine for Hadoop |
2015 |
CIDR |
0.00022216002 |
| 1,339 |
SkewTune: Mitigating Skew in MapReduce Applications |
2012 |
SIGMOD |
0.00012492978 |
| 1,678 |
Fuxi: a Fault-Tolerant Resource Management and Job Scheduling System at Internet Scale |
2014 |
VLDB |
0.00010928011 |
| 1,919 |
Handling Data Skew in Parallel Joins in Shared-Nothing Systems |
2008 |
SIGMOD |
0.00010097452 |
| 2,998 |
Major Technical Advancements in Apache Hive |
2014 |
SIGMOD |
7.7477264e-05 |
| 3,236 |
TPC-DS, Taking Decision Support Benchmarking to the Next Level |
2002 |
SIGMOD |
7.3294564e-05 |
| 4,128 |
Advanced Join Strategies for Large-Scale Distributed Computation |
2014 |
VLDB |
6.4214449e-05 |
| 4,186 |
Apache Tez: A Unifying Framework for Modeling and Building Data Processing Applications |
2015 |
SIGMOD |
6.3701959e-05 |
| 5,187 |
Yugong: Geo-Distributed Data and Job Placement at Scale |
2019 |
VLDB |
5.6351231e-05 |
| 5,309 |
Continuous Cloud-Scale Query Optimization and Processing |
2013 |
VLDB |
5.5714729e-05 |
| 5,576 |
Efficient outer join data skew handling in parallel DBMS |
2009 |
VLDB |
5.4251727e-05 |
| 6,212 |
Skew Handling Techniques in Sort-Merge Join |
2002 |
SIGMOD |
5.1499439e-05 |
| 7,079 |
JetScope: Reliable and Interactive Analytics at Cloud Scale |
2015 |
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4.8353804e-05 |
| 7,386 |
Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale |
2018 |
VLDB |
4.7398757e-05 |
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