Active Data Lakes: Regaining Physical Data Independence Without Losing Interoperability
Summary: Proposes Active Data Lakes to restore physical data independence in data lakes without sacrificing cross-engine interoperability. Key idea: decouple engines from Parquet-centric storage via an architecture that supports novel file formats, access paths, and media, validated by three prototype optimizations. (summarized by gpt-5.4-mini on Apr 12 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Pascal Ginter (Technical University of Munich)
- 2. Viktor Leis (Technical University of Munich)
BibTeX Citation
@article{ginter_vldb26,
title = {{Active Data Lakes: Regaining Physical Data Independence Without Losing Interoperability}},
author = {Ginter, Pascal and Leis, Viktor},
journal = {PVLDB},
series = {{VLDB} '26},
volume = {19},
number = {6},
pages = {1372--1385},
doi = {10.14778/3797919.3797941},
url = {https://doi.org/10.14778/3797919.3797941},
year = {2026}
}Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 22 of 22 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,457 | Analyzing and Comparing Lakehouse Storage Systems | 2023 | CIDR |
| 2 | 4,649 | BigLake: BigQuery’s Evolution toward a Multi-Cloud Lakehouse | 2024 | SIGMOD |
| 3 | 10,997 | The HANA Native Query Engine for Lakehouse Systems | 2025 | VLDB |
| 4 | 13,479 | The Challenge of Building Effective Data Lakes | 2020 | SIGMOD |
| 5 | 9,378 | AutoComp: Automated Data Compaction for Log-Structured Tables in Data Lakes | 2025 | SIGMOD |
| 6 | 9,836 | Towards Functional Decomposition of Storage Formats | 2025 | CIDR |
| 7 | 5,037 | A Deep Dive into Common Open Formats for Analytical DBMSs | 2023 | VLDB |
| 8 | 1,138 | Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics | 2021 | CIDR |
| 9 | 5,983 | Adaptive and Robust Query Execution for Lakehouses at Scale | 2024 | VLDB |
| 10 | 7,780 | Petabyte-Scale Row-Level Operations in Data Lakehouses | 2024 | VLDB |