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Optimal Column Layout for Hybrid Workloads

Summary: Optimization-based columnar layout for hybrid workloads; tunes partitions, ranges, and buffer space to fit workload mix. Casper, an in-memory engine, delivers up to 2.32x update throughput and 2.14x hybrid throughput over state-of-the-art layouts. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11961
Venue
VLDB
Year
2019
Pagerank
8.0765364e-05
Overall Rank
2,875 | 80.03%
DOI
10.14778/3358701.3358707

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
516 The PGM-index: a fully-dynamic compressed learned index with provable worst-case bounds 2020 VLDB 0.00017281242
1,154 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00012006358
1,768 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 9.8752116e-05
3,114 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 7.79794e-05
3,868 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.1152098e-05
5,713 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.1790178e-05
5,976 Pando: Enhanced Data Skipping with Logical Data Partitioning 2023 VLDB 6.083338e-05
6,188 Robust Performance of Main Memory Data Structures by Configuration 2020 SIGMOD 6.0203616e-05
6,577 Replicated Layout for In-Memory Database Systems 2022 VLDB 5.8907959e-05
6,675 Everything is a Transaction: Unifying Logical Concurrency Control and Physical Data Structure Maintenance in Database Management Systems 2021 CIDR 5.8654286e-05
6,739 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 5.8440852e-05
8,220 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 5.5306226e-05
8,297 Mammoths Are Slow: The Overlooked Transactions of Graph Data 2024 VLDB 5.5131222e-05
8,678 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 5.4536402e-05
9,189 ZIP: Lazy Imputation during Query Processing 2024 VLDB 5.3711796e-05
10,230 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 5.1725247e-05
10,769 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 5.1725247e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 50 of 51 cited papers.

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

Rank Cited Paper Year Venue Pagerank
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.00070779065
18 A Critique of ANSI SQL Isolation Levels 1995 SIGMOD 0.00059344857
45 The Case for Learned Index Structures 2018 SIGMOD 0.0004530684
49 Weaving Relations for Cache Performance 2001 VLDB 0.00044258563
60 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00039561617
68 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038508193
89 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00035598024
126 Schism: a Workload-Driven Approach to Database Replication and Partitioning 2010 VLDB 0.00031179787
154 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028960058
185 DB2 Design Advisor: Integrated Automatic Physical Database Design 2004 VLDB 0.00026602904
189 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.00026390332
198 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00025889827
238 Self-Driving Database Management Systems 2017 CIDR 0.00024001206
239 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00023999126
245 Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems 2015 SIGMOD 0.00023700027
257 Database Cracking 2007 CIDR 0.00023290946
388 A Case for Fractured Mirrors 2002 VLDB 0.00019521186
461 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00018144613
463 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00018128959
470 Skew-Aware Automatic Database Partitioning in Shared-Nothing, Parallel OLTP Systems 2012 SIGMOD 0.00018014668
492 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.00017612998
622 Faster: A Concurrent Key-Value Store with In-Place Updates 2018 SIGMOD 0.00015771148
941 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.0001311213
942 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013110288
946 A Common Database Approach for OLTP and OLAP Using an In-Memory Column Database 2009 SIGMOD 0.00013078432
1,041 Fine-grained Partitioning for Aggressive Data Skipping 2014 SIGMOD 0.00012565893
1,198 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011799513
1,223 Database Partitioning In A Cluster Of Processors 1983 VLDB 0.00011690465
1,261 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.00011521748
1,342 PLP: Page Latch-free Shared-everything OLTP 2011 VLDB 0.0001119454
1,353 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00011166774
1,354 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011165852
1,612 Positional Update Handling in Column Stores 2010 SIGMOD 0.00010296764
1,629 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 0.0001024133
1,738 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9436989e-05
2,327 Clay: Fine-Grained Adaptive Partitioning for General Database Schemas 2017 VLDB 8.8247107e-05
2,337 To Tune or not to Tune? A Lightweight Physical Design Alerter 2006 VLDB 8.8114776e-05
2,714 Utilization of B-trees with Inserts, Deletes and Modifies 1989 PODS 8.2738666e-05
2,951 An Adaptive Packed-Memory Array 2006 PODS 7.9796299e-05
3,079 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 7.847438e-05
3,368 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 7.5432386e-05
3,505 Updating a Cracked Database 2007 SIGMOD 7.4302033e-05
3,795 SAP HANA: The Evolution from a Modern Main-Memory Data Platform to an Enterprise Application Platform 2013 VLDB 7.1738211e-05
4,021 Fast Scans on Key-Value Stores 2017 VLDB 7.02242e-05
4,062 The Case For Heterogeneous HTAP 2017 CIDR 6.9948073e-05
4,428 COLT: Continuous On-Line Database Tuning 2006 SIGMOD 6.7672661e-05
4,787 Design Tradeoffs of Data Access Methods 2016 SIGMOD 6.574662e-05
4,964 UpBit: Scalable In-Memory Updatable Bitmap Indexing 2016 SIGMOD 6.4925287e-05
5,165 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 6.40219e-05
5,499 MaSM: Efficient Online Updates in Data Warehouses 2011 SIGMOD 6.2640526e-05
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1,307 Fast Updates on Read-Optimized Databases Using Multi-Core CPUs 2012 VLDB 0.00011303708
942 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013110288
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