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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
14266
Venue
VLDB
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,230 | 28.84%
DOI
10.14778/3797919.3797924

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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
241 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00031420034
285 Automating Physical Database Design in a Parallel Database 2002 SIGMOD 0.0002899128
286 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00028990057
340 OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases 2014 VLDB 0.00026841628
408 Database Cracking 2007 CIDR 0.00023953844
488 TiDB: A Raft-based HTAP Database 2020 VLDB 0.000220409
516 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00021196031
596 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00019481482
858 Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth 2012 SIGMOD 0.000158756
1,507 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.00011617967
1,611 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011147324
1,700 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00010858865
1,807 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010487796
2,312 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.0530853e-05
2,413 Automated Partitioning Design in Parallel Database Systems 2011 SIGMOD 8.8672223e-05
2,484 Efficient Use of the Query Optimizer for Automated Physical Design 2007 VLDB 8.6864279e-05
3,005 Clay: Fine-Grained Adaptive Partitioning for General Database Schemas 2017 VLDB 7.7303579e-05
3,057 Towards a Non-2PC Transaction Management in Distributed Database Systems 2016 SIGMOD 7.6417208e-05
3,076 Learning a Partitioning Advisor for Cloud Databases 2020 SIGMOD 7.6107677e-05
3,284 Configuration-Parametric Query Optimization for Physical Design Tuning 2008 SIGMOD 7.2790444e-05
3,488 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.0479329e-05
3,737 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 6.8033227e-05
3,768 F1 Lightning: HTAP as a Service 2020 VLDB 6.7782774e-05
3,779 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 6.7747205e-05
4,284 HTAP Databases: What is New and What is Next 2022 SIGMOD 6.2914924e-05
4,453 MorphoSys: Automatic Physical Design Metamorphosis for Distributed Database Systems 2020 VLDB 6.1723632e-05
5,118 AdaptDB: Adaptive Partitioning for Distributed Joins 2017 VLDB 5.6820984e-05
5,686 Budget-aware Index Tuning with Reinforcement Learning 2022 SIGMOD 5.3712312e-05
5,865 ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency 2022 VLDB 5.296893e-05
5,923 HyBench: A New Benchmark for HTAP Databases 2024 VLDB 5.2721765e-05
6,170 PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba 2023 SIGMOD 5.171601e-05
6,659 Fast and Effective Distribution-Key Recommendation for Amazon Redshift 2020 VLDB 4.9710856e-05
6,803 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 4.9224958e-05
7,753 Rethinking Learned Cost Models: Why Start from Scratch? 2023 SIGMOD 4.660151e-05
7,876 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 4.6298182e-05
8,103 Grep: A Graph Learning Based Database Partitioning System 2023 SIGMOD 4.5852201e-05
8,774 Tiresias: Enabling Predictive Autonomous Storage and Indexing 2022 VLDB 4.4559995e-05
9,936 VIDEX: A Disaggregated and Extensible Virtual Index for the Cloud and AI Era 2025 VLDB 4.2482599e-05
9,937 Rethink Query Optimization in HTAP Databases 2023 SIGMOD 4.2482599e-05
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