Capturing and Querying Structural Provenance in Spark with Pebble
Summary: Pebble captures and queries structural provenance for nested data in Spark, tracking access and modification of both top-level and nested items. Tree-pattern provenance queries and a Jupyter GUI enable debugging pipelines in a standalone Spark library. (summarized by gpt-5-nano on Feb 09 2026)
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,440 | Provenance for Generalized Map and Reduce Workflows | 2011 | CIDR | 0.00011961469 |
| 2,028 | Putting Lipstick on Pig: Enabling Database-style Workflow Provenance | 2012 | VLDB | 9.7433981e-05 |
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