Tuplex: Robust, Efficient Analytics When Python Rules
Summary: Tuplex is a Python-native data-preparation engine that treats exceptions as first-class values, making pipelines robust to messy raw data without Spark’s impedance mismatch. It compiles applicable Python code to achieve near bare-metal performance. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Leonhard F. Spiegelberg (Brown University)
- 2. Tim Kraska (Massachusetts Institute of Technology)
BibTeX Citation
@article{spiegelberg_vldb19,
title = {{Tuplex: Robust, Efficient Analytics When Python Rules}},
author = {Spiegelberg, Leonhard F. and Kraska, Tim},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {12},
pages = {1958--1961},
doi = {10.14778/3352063.3352109},
url = {https://doi.org/10.14778/3352063.3352109},
year = {2019}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,588 | The Key to Effective UDF Optimization: Before Inlining, First Perform Outlining | 2025 | VLDB | 5.156809e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 21 | Efficiently Compiling Efficient Query Plans for Modern Hardware | 2011 | VLDB | 0.00056855599 |
| 23 | Spark SQL: Relational Data Processing in Spark | 2015 | SIGMOD | 0.00055406774 |
| 1,444 | An Architecture for Compiling UDF-centric Workflows | 2015 | VLDB | 0.0001063181 |
| 2,436 | Mison: A Fast JSON Parser for Data Analytics | 2017 | VLDB | 8.4708399e-05 |
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Semantically Similar Papers
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|---|---|---|---|---|
| 1 | 9,321 | Dynamic Speculative Optimizations for SQL Compilation in Apache Spark | 2020 | VLDB |
| 2 | 5,719 | Accelerating Python UDFs in Vectorized Query Execution | 2022 | CIDR |
| 3 | 415 | SystemML: Declarative Machine Learning on Spark | 2016 | VLDB |
| 4 | 4,925 | TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems | 2023 | VLDB |
| 5 | 1,193 | Weld: A Common Runtime for High Performance Data Analytics | 2017 | CIDR |
| 6 | 2,207 | Magpie: Python at Speed and Scale using Cloud Backends | 2021 | CIDR |
| 7 | 11,797 | To UDFs and Beyond: Demonstration of a Fully Decomposed Data Processor for General Data Wrangling Tasks | 2023 | VLDB |
| 8 | 1,444 | An Architecture for Compiling UDF-centric Workflows | 2015 | VLDB |
| 9 | 2,123 | Tupleware: "Big" Data, Big Analytics, Small Clusters | 2015 | CIDR |
| 10 | 1,803 | Tuplex: Data Science in Python at Native Code Speed | 2021 | SIGMOD |