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: 14017
Venue: VLDB
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,714 | 25.47%
DOI: 10.14778/3749646.3749669

Incoming Non-self Citations Over Time

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Authors

1. Michael Jungmair
2. Jana Giceva

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

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
44	The Design Of Postgres	1986	SIGMOD	0.00071838587
66	Spark SQL: Relational Data Processing in Spark	2015	SIGMOD	0.00061639801
418	Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age	2014	SIGMOD	0.00023729211
746	Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores	2020	VLDB	0.00017326979
1,108	Froid: Optimization of Imperative Programs in a Relational Database	2018	VLDB	0.00013984276
1,287	Hardware-Oblivious Parallelism for In-Memory Column-Stores	2013	VLDB	0.00012820443
2,014	Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware	2016	VLDB	9.7904029e-05
2,287	Pipelined Query Processing in Coprocessor Environments	2018	SIGMOD	9.0972606e-05
2,383	How to Architect a Query Compiler	2016	SIGMOD	8.9294108e-05
2,424	Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure	2020	SIGMOD	8.8380822e-05
2,473	Photon: A Fast Query Engine for Lakehouse Systems	2022	SIGMOD	8.7237281e-05
2,528	Velox: Meta’s Unified Execution Engine	2022	VLDB	8.59454e-05
2,545	POLARIS: The Distributed SQL Engine in Azure Synapse	2020	VLDB	8.5725413e-05
2,651	HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines	2019	VLDB	8.3694317e-05
2,804	Extending Relational Query Processing with ML Inference	2020	CIDR	8.0935487e-05
2,896	Evaluating End-to-End Optimization for Data Analytics Applications in Weld	2018	VLDB	7.9452051e-05
3,254	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3161051e-05
3,648	One WITH RECURSIVE is Worth Many GOTOs	2021	SIGMOD	6.8831123e-05
3,762	SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures	2016	SIGMOD	6.7804471e-05
4,239	The Composable Data Management System Manifesto	2023	VLDB	6.3318452e-05
4,518	The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code	2023	VLDB	6.117844e-05
4,948	Designing an Open Framework for Query Optimization and Compilation	2022	VLDB	5.8116879e-05
4,999	Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources	2017	VLDB	5.7752801e-05
6,327	The Tensor Data Platform: Towards an AI-centric Database System	2023	CIDR	5.1083405e-05
6,340	Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine	2024	SIGMOD	5.1051018e-05
6,863	Declarative Sub-Operators for Universal Data Processing	2023	VLDB	4.905092e-05
7,328	BOSS - An Architecture for Database Kernel Composition	2024	VLDB	4.7610909e-05
7,811	Hardware-Oblivious SIMD Parallelism for In-Memory Column-Stores	2020	CIDR	4.6445165e-05
8,118	Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems	2025	SIGMOD	4.5814829e-05
8,479	Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA	2023	VLDB	4.5014929e-05
9,125	On-Demand State Separation for Cloud Data Warehousing	2022	VLDB	4.3917246e-05
10,989	High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance	2024	SIGMOD	4.1945683e-05

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