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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
7.0514808e-05
Overall Rank
3,482 | 75.81%
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
844 The PGM-index: a fully-dynamic compressed learned index with provable worst-case bounds 2020 VLDB 0.00015964123
1,608 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011169837
2,321 High-Throughput Vector Similarity Search in Knowledge Graphs 2023 SIGMOD 9.0359336e-05
3,777 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 6.7713324e-05
4,382 HTAP Databases: What is New and What is Next 2022 SIGMOD 6.2318984e-05
6,394 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0770427e-05
6,461 Pando: Enhanced Data Skipping with Logical Data Partitioning 2023 VLDB 5.0479786e-05
6,566 Robust Performance of Main Memory Data Structures by Configuration 2020 SIGMOD 5.0030559e-05
6,962 Replicated Layout for In-Memory Database Systems 2022 VLDB 4.8771234e-05
7,127 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 4.8184276e-05
7,140 Everything is a Transaction: Unifying Logical Concurrency Control and Physical Data Structure Maintenance in Database Management Systems 2021 CIDR 4.8153926e-05
8,410 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 4.5154358e-05
8,480 Mammoths Are Slow: The Overlooked Transactions of Graph Data 2024 VLDB 4.4967501e-05
8,782 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 4.4478585e-05
9,247 ZIP: Lazy Imputation during Query Processing 2024 VLDB 4.3648789e-05
10,230 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 4.1905499e-05
10,769 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 4.1905499e-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
20 C-Store: A Column-oriented DBMS 2005 VLDB 0.00086163998
23 A Critique of ANSI SQL Isolation Levels 1995 SIGMOD 0.00083899338
80 Weaving Relations for Cache Performance 2001 VLDB 0.00055735291
101 The Case for Learned Index Structures 2018 SIGMOD 0.00049778866
132 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00043697853
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039408116
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
208 Schism: a Workload-Driven Approach to Database Replication and Partitioning 2010 VLDB 0.00034478612
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031727601
258 DB2 Design Advisor: Integrated Automatic Physical Database Design 2004 VLDB 0.00030196528
283 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00029024583
310 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.0002815547
367 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00025518228
371 Self-Driving Database Management Systems 2017 CIDR 0.00025382677
407 Database Cracking 2007 CIDR 0.00023941779
419 Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems 2015 SIGMOD 0.00023720294
466 A Case for Fractured Mirrors 2002 VLDB 0.00022455567
608 Monkey: Optimal Navigable Key-Value Store 2017 SIGMOD 0.00019233548
662 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.00018478597
679 Skew-Aware Automatic Database Partitioning in Shared-Nothing, Parallel OLTP Systems 2012 SIGMOD 0.00018211621
704 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017785557
892 Faster: A Concurrent Key-Value Store with In-Place Updates 2018 SIGMOD 0.00015522869
930 Database Partitioning In A Cluster Of Processors 1983 VLDB 0.00015230276
1,050 A Common Database Approach for OLTP and OLAP Using an In-Memory Column Database 2009 SIGMOD 0.00014425459
1,223 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00013192321
1,260 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00012990853
1,473 Fine-grained Partitioning for Aggressive Data Skipping 2014 SIGMOD 0.00011786148
1,503 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.0001161148
1,594 PLP: Page Latch-free Shared-everything OLTP 2011 VLDB 0.00011212541
1,697 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00010859294
1,786 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00010543881
1,801 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010485628
1,949 Positional Update Handling in Column Stores 2010 SIGMOD 9.9934641e-05
2,153 The Data Calculator*: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models 2018 SIGMOD 9.418541e-05
2,419 Real-Time Analytical Processing with SQL Server 2015 VLDB 8.8485055e-05
2,788 To Tune or not to Tune? A Lightweight Physical Design Alerter 2006 VLDB 8.121027e-05
2,847 Utilization of B-trees with Inserts, Deletes and Modifies 1989 PODS 8.0287397e-05
3,006 Clay: Fine-Grained Adaptive Partitioning for General Database Schemas 2017 VLDB 7.7285127e-05
3,187 SAP HANA: The Evolution from a Modern Main-Memory Data Platform to an Enterprise Application Platform 2013 VLDB 7.4194933e-05
3,365 An Adaptive Packed-Memory Array 2006 PODS 7.1675736e-05
3,731 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 6.8074069e-05
3,893 Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing 2017 VLDB 6.653922e-05
3,897 Updating a Cracked Database 2007 SIGMOD 6.6526754e-05
4,639 Fast Scans on Key-Value Stores 2017 VLDB 6.0229334e-05
4,774 The Case For Heterogeneous HTAP 2017 CIDR 5.9279395e-05
4,863 COLT: Continuous On-Line Database Tuning 2006 SIGMOD 5.8646122e-05
5,118 Design Tradeoffs of Data Access Methods 2016 SIGMOD 5.6781464e-05
5,341 UpBit: Scalable In-Memory Updatable Bitmap Indexing 2016 SIGMOD 5.5592799e-05
5,578 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 5.4231783e-05
5,612 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB 5.4104818e-05
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Overall Rank Paper Year Venue Pagerank
1,726 Fast Updates on Read-Optimized Databases Using Multi-Core CPUs 2012 VLDB 0.00010734339
1,260 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00012990853
5,612 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB 5.4104818e-05
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7,110 Wide Table Layout Optimization based on Column Ordering and Duplication 2017 SIGMOD 4.8228761e-05
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1,697 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00010859294