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FlatStor: An Efficient Embedded-Index Based Columnar Data Layout for Multimodal Data Workloads

Summary: FlatStor: a FlatBuffers-based columnar layout with embedded indexes and modality-aware vertical partitioning that stores each modality as a byte stream to enable fast point access for multimodal, multi-purpose workloads. Uses FSST compression; reports ~99.6% latency and ~91.3% storage reduction vs Parquet and 41.3% lower latency vs LanceV2. (summarized by gpt-5-mini on Mar 13 2026)

Paper ID
14255
Venue
VLDB
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,220 | 28.98%
DOI
10.14778/3772181.3772182

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Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
80 Weaving Relations for Cache Performance 2001 VLDB 0.00055735291
123 A Decomposition Storage Model 1985 SIGMOD 0.00045235743
132 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00043697853
156 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00040580118
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039408116
424 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.00023604384
496 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.00021705611
1,273 Amazon Redshift Re-invented 2022 SIGMOD 0.00012870386
1,590 Column-oriented Database Systems 2009 VLDB 0.00011230525
1,801 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010485628
1,939 Procella: Unifying serving and analytical data at YouTube 2019 VLDB 0.00010019433
2,060 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6585115e-05
2,175 tf.data: A Machine Learning Data Processing Framework 2021 VLDB 9.3745231e-05
3,642 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 6.8876984e-05
3,838 The evolution of Amazon Redshift (extended abstract) 2021 VLDB 6.7113252e-05
4,516 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.1146215e-05
4,665 Napa: Powering Scalable Data Warehousing with Robust Query Performance at Google 2021 VLDB 6.0057914e-05
5,571 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 5.4279553e-05
6,335 Column Stores For Wide and Sparse Data 2007 CIDR 5.1010058e-05
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