To UDFs and Beyond: Demonstration of a Fully Decomposed Data Processor for General Data Wrangling Tasks
Summary: Fully decomposed, modular processor for semi-structured data enabling extensions into engine internals (indexes, I/O, aggregations) via plain Python—not just UDFs. Demo shows rapid prototyping to embed ML libraries/pretrained models into query pipelines (e.g., tweet sentiment) for customizable data‑wrangling. (summarized by gpt-5-mini on Feb 09 2026)
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 139 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00042320525 |
| 1,361 | SQL/MapReduce: A practical approach to self-describing, polymorphic, and parallelizable user-defined functions | 2009 | VLDB | 0.00012393719 |
| 1,875 | An Architecture for Compiling UDF-centric Workflows | 2015 | VLDB | 0.00010243959 |
| 1,884 | Tuplex: Data Science in Python at Native Code Speed | 2021 | SIGMOD | 0.00010206514 |
| 2,122 | SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle | 2020 | CIDR | 9.4905306e-05 |
| 2,242 | Procedural Extensions of SQL: Understanding their usage in the wild | 2021 | VLDB | 9.2124242e-05 |
| 3,085 | Compiling PL/SQL Away | 2020 | CIDR | 7.5960713e-05 |
| 3,649 | One WITH RECURSIVE is Worth Many GOTOs | 2021 | SIGMOD | 6.8764882e-05 |
| 4,930 | User-Defined Operators: Efficiently Integrating Custom Algorithms into Modern Databases | 2022 | VLDB | 5.8171482e-05 |
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