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A Deep Dive into Common Open Formats for Analytical DBMSs

Summary: Systematic evaluation of Arrow, Parquet, and ORC against OLAP DBMS requirements, showing how layout, vectorization, compression, metadata, and mmap trade-offs affect query efficiency and integration. Identifies co‑design opportunities for unified in‑memory/on‑disk representation and practical guidance for implementers. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h4ea66079af6bde8c
Venue
VLDB
Year
2023
Pagerank
6.6191786e-05
Overall Rank
4,373 | 70.69%
DOI
10.14778/3611479.3611507
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{liu_vldb23,
        title = {{A Deep Dive into Common Open Formats for Analytical DBMSs}},
        author = {Liu, Chunwei and Pavlenko, Anna and Interlandi, Matteo and Haynes, Brandon},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {11},
        pages = {3044--3056},
        doi = {10.14778/3611479.3611507},
        url = {https://doi.org/10.14778/3611479.3611507},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 26 of 26 cited papers.

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

Rank Cited Paper Year Venue Pagerank
49 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00043085722
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00039323387
226 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.0002389883
332 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.00020739447
473 The Making of TPC-DS 2006 VLDB 0.00017656775
871 BitWeaving: Fast Scans for Main Memory Data Processing 2013 SIGMOD 0.00013313281
955 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012856295
1,132 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011873466
1,415 Velox: Meta's Unified Execution Engine 2022 VLDB 0.00010707308
1,773 SQL Server Column Store Indexes 2011 SIGMOD 9.6751471e-05
1,889 SQL-on-Hadoop: Full Circle Back to Shared-Nothing Database Architectures 2014 VLDB 9.4145058e-05
1,981 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2505963e-05
2,452 Azure Data Lake Store: A Hyperscale Distributed File Service for Big Data Analytics 2017 SIGMOD 8.4280184e-05
2,965 Column Sketches: A Scan Accelerator for Rapid and Robust Predicate Evaluation 2018 SIGMOD 7.7894987e-05
3,404 FlexPushdownDB: Hybrid Pushdown and Caching in a Cloud DBMS 2021 VLDB 7.3212594e-05
3,809 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.9890843e-05
4,346 Analyzing and Comparing Lakehouse Storage Systems 2023 CIDR 6.6386388e-05
4,891 Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning 2019 VLDB 6.3508222e-05
5,489 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 6.0972774e-05
5,935 Self-Organizing Data Containers 2022 CIDR 5.9251217e-05
6,101 Column Partition and Permutation for Run Length Encoding in Columnar Databases 2020 SIGMOD 5.8695901e-05
6,202 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.8347611e-05
6,295 Mainlining Databases: Supporting Fast Transactional Workloads on Universal Columnar Data File Formats 2021 VLDB 5.8042139e-05
6,737 CompressDB: Enabling Efficient Compressed Data Direct Processing for Various Databases 2022 SIGMOD 5.6777728e-05
6,977 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 5.6135617e-05
8,175 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.3689261e-05
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