Inspector Gadget: A Framework for Custom Monitoring and Debugging of Distributed Dataflows
Summary: Proposes Inspector Gadget (IG), a framework for custom monitoring and debugging of distributed dataflow query processing in Pig/Hadoop. Attaches to unmodified dataflows, enabling lightweight instrumentation via a few hundred Java lines and a dozen tools; Penny, a Pig-based IG, to ship with Pig v0.9. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,312 | Upper and Lower Bounds on the Cost of a Map-Reduce Computation | 2013 | VLDB | 0.00012650678 |
| 2,030 | Titian: Data Provenance Support in Spark | 2016 | VLDB | 9.734332e-05 |
| 5,212 | Explaining Outputs in Modern Data Analytics | 2016 | VLDB | 5.6239563e-05 |
| 12,117 | Declarative Error Management for Robust Data-Intensive Applications | 2012 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 113 | Encapsulation of Parallelism in the Volcano Query Processing System | 1990 | SIGMOD | 0.0004673401 |
| 776 | Building a High-Level Dataflow System on top of Map-Reduce: The Pig Experience | 2009 | VLDB | 0.00016765694 |
| 951 | Tioga: Providing Data Management Support for Scientific Visualization Applications | 1993 | VLDB | 0.00015099037 |
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