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Towards Designing Future-Proof Data Processing Systems

Summary: Argues that reactive, incremental adaptations have produced unsustainable bloat in data-processing systems as workloads, formats, and execution environments evolve. Extracts principles from prior work and sketches modular, composable, environment- and workload-agnostic architectures for future-proof efficiency. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14205
Venue
VLDB
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,957 | 24.83%
DOI
10.14778/3749646.3749669

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{jungmair_vldb25,
        title = {{Towards Designing Future-Proof Data Processing Systems}},
        author = {Jungmair, Michael and Giceva, Jana},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {11},
        pages = {3988--3995},
        doi = {10.14778/3749646.3749669},
        url = {https://doi.org/10.14778/3749646.3749669},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 32 of 32 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
24 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00054865648
34 The Design Of Postgres 1986 SIGMOD 0.00049302774
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
520 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017136828
894 Froid: Optimization of Imperative Programs in a Relational Database 2018 VLDB 0.00013367658
912 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013269804
1,469 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010678751
1,574 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010321274
1,757 Velox: Meta's Unified Execution Engine 2022 VLDB 9.8166984e-05
1,784 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 9.7726335e-05
1,797 How to Architect a Query Compiler 2016 SIGMOD 9.7368925e-05
1,824 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 9.6734544e-05
1,925 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 9.4764398e-05
1,977 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.3641101e-05
2,293 Extending Relational Query Processing with ML Inference 2020 CIDR 8.7949378e-05
2,316 Evaluating End-to-End Optimization for Data Analytics Applications in Weld 2018 VLDB 8.7596739e-05
2,823 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.0893814e-05
3,060 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.8062155e-05
3,257 One WITH RECURSIVE is Worth Many GOTOs 2021 SIGMOD 7.590651e-05
3,582 The Composable Data Management System Manifesto 2023 VLDB 7.2869486e-05
3,592 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 7.2774889e-05
4,215 Designing an Open Framework for Query Optimization and Compilation 2022 VLDB 6.8275676e-05
4,376 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB 6.7364442e-05
5,469 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 6.2073056e-05
5,953 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 6.0309873e-05
6,253 Declarative Sub-Operators for Universal Data Processing 2023 VLDB 5.940599e-05
7,058 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 5.7154673e-05
7,666 Hardware-Oblivious SIMD Parallelism for In-Memory Column-Stores 2020 CIDR 5.57179e-05
8,053 Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems 2025 SIGMOD 5.4990605e-05
8,368 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 5.4419148e-05
9,154 On-Demand State Separation for Cloud Data Warehousing 2022 VLDB 5.3123022e-05
11,200 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 5.093636e-05
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