The "Big Data" Ecosystem at LinkedIn
Summary: LinkedIn's Hadoop-based analytics stack abstracts distributed systems for data scientists, enabling end-to-end analytics on massive data. Novelty: seamless last-mile integration—ingress/egress to online systems and production workflows—via a 1-line Pig command, with use cases in recommendations and feeds. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Roshan Sumbaly (LinkedIn)
- 2. Jay Kreps (LinkedIn)
- 3. Sam Shah (LinkedIn)
BibTeX Citation
@inproceedings{sumbaly_sigmod13,
title = {{The "Big Data" Ecosystem at LinkedIn}},
author = {Sumbaly, Roshan and Kreps, Jay and Shah, Sam},
series = {{SIGMOD} '13},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2463676.2463707},
url = {https://dl.acm.org/doi/10.1145/2463676.2463707},
year = {2013}
}Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,567 | HELIX: Holistic Optimization for Accelerating Iterative Machine Learning | 2019 | VLDB | 0.00010179013 |
| 6,260 | The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward | 2021 | VLDB | 5.815273e-05 |
| 8,200 | Data Management for Social Networking | 2016 | PODS | 5.3626246e-05 |
| 8,387 | Meta-Dataflows: Efficient Exploratory Dataflow Jobs | 2018 | SIGMOD | 5.325795e-05 |
| 9,582 | Redoop Infrastructure for Recurring Big Data Queries | 2014 | VLDB | 5.1411627e-05 |
| 12,496 | Shared Execution of Recurring Workloads in MapReduce | 2015 | VLDB | 4.9605343e-05 |
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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 |
|---|---|---|---|---|
| 6 | Pig Latin: A Not-So-Foreign Language for Data Processing | 2008 | SIGMOD | 0.0010494385 |
| 13 | Mining Association Rules between Sets of Items in Large Databases | 1993 | SIGMOD | 0.0006440069 |
| 1,308 | Apache Hadoop Goes Realtime at Facebook | 2011 | SIGMOD | 0.0001107127 |
| 2,243 | Data Warehousing and Analytics Infrastructure at Facebook | 2010 | SIGMOD | 8.767428e-05 |
| 3,647 | Efficient Bulk Insertion into a Distributed Ordered Table | 2008 | SIGMOD | 7.1176467e-05 |
| 3,799 | Large-Scale Machine Learning at Twitter | 2012 | SIGMOD | 6.9933489e-05 |
| 4,156 | Efficient Type-Ahead Search on Relational Data: a TASTIER Approach | 2009 | SIGMOD | 6.7602028e-05 |
| 4,266 | The Unified Logging Infrastructure for Data Analytics at Twitter | 2012 | VLDB | 6.6787601e-05 |
| 7,617 | Avatara: OLAP for Web-scale Analytics Products | 2012 | VLDB | 5.4669652e-05 |
| 8,828 | A Batch of PNUTS: Experiences Connecting Cloud Batch and Serving Systems | 2011 | SIGMOD | 5.2534605e-05 |
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