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Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems

Summary: Jasper breaks the HTAP isolation-freshness trade-off via joint adaptive storage optimization: workload-aware horizontal/vertical partitioning plus selective column-store materialization for update-sparse, query-heavy partitions. Fine-grained, dynamic layouts in TiDB cut sync overhead and improve both isolation and freshness vs static dual/single-store designs. (summarized by gpt-5.4-mini on Apr 12 2026)

Paper ID
14454
Venue
VLDB
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,518 | 27.84%
DOI
10.14778/3797919.3797924

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{ding_vldb26,
        title = {{Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems}},
        author = {Ding, Zhenghao and Zhang, Xinyi and Zhang, Chao and Sun, Yishen and Xu, Kai and Lu, Wei and Du, Xiaoyong},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {6},
        pages = {1142--1155},
        doi = {10.14778/3797919.3797924},
        url = {https://doi.org/10.14778/3797919.3797924},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 39 of 39 cited papers.

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

Rank Cited Paper Year Venue Pagerank
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
199 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00025612088
226 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00024027277
246 Automating Physical Database Design in a Parallel Database 2002 SIGMOD 0.00023457421
259 Database Cracking 2007 CIDR 0.00023119313
271 TiDB: A Raft-based HTAP Database 2020 VLDB 0.00022703024
387 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00019442332
428 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018633493
575 Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth 2012 SIGMOD 0.00016257033
1,135 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00012032847
1,199 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011703966
1,238 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.00011543368
1,367 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00011014419
1,692 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9979924e-05
1,852 Automated Partitioning Design in Parallel Database Systems 2011 SIGMOD 9.6134443e-05
1,997 Efficient Use of the Query Optimizer for Automated Physical Design 2007 VLDB 9.3378162e-05
2,363 Clay: Fine-Grained Adaptive Partitioning for General Database Schemas 2017 VLDB 8.6873235e-05
2,419 Towards a Non-2PC Transaction Management in Distributed Database Systems 2016 SIGMOD 8.6054486e-05
2,499 Learning a Partitioning Advisor for Cloud Databases 2020 SIGMOD 8.4993549e-05
2,866 Optimal Column Layout for Hybrid Workloads 2019 VLDB 8.0175489e-05
2,972 F1 Lightning: HTAP as a Service 2020 VLDB 7.9114157e-05
3,003 Configuration-Parametric Query Optimization for Physical Design Tuning 2008 SIGMOD 7.8620915e-05
3,035 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 7.8297746e-05
3,106 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 7.7515666e-05
3,762 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.1449267e-05
4,456 AdaptDB: Adaptive Partitioning for Distributed Joins 2017 VLDB 6.692321e-05
4,552 MorphoSys: Automatic Physical Design Metamorphosis for Distributed Database Systems 2020 VLDB 6.6348814e-05
5,091 Budget-aware Index Tuning with Reinforcement Learning 2022 SIGMOD 6.3669569e-05
5,155 ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency 2022 VLDB 6.3420293e-05
5,431 HyBench: A New Benchmark for HTAP Databases 2024 VLDB 6.2211765e-05
5,477 PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba 2023 SIGMOD 6.2051869e-05
6,279 Fast and Effective Distribution-Key Recommendation for Amazon Redshift 2020 VLDB 5.9286872e-05
6,480 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 5.8669819e-05
6,921 Rethinking Learned Cost Models: Why Start from Scratch? 2023 SIGMOD 5.7388557e-05
7,072 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 5.7107965e-05
8,042 Grep: A Graph Learning Based Database Partitioning System 2023 SIGMOD 5.5015896e-05
8,783 Tiresias: Enabling Predictive Autonomous Storage and Indexing 2022 VLDB 5.3740362e-05
10,079 VIDEX: A Disaggregated and Extensible Virtual Index for the Cloud and AI Era 2025 VLDB 5.158939e-05
10,081 Rethink Query Optimization in HTAP Databases 2023 SIGMOD 5.158939e-05
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