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Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth

Summary: Unified in-memory architecture enabling OLTP/OLAP on a single data representation, SAP HANA challenges the column-store-only myth for transactions. It employs record life-cycle management to move entries between write- and read-optimized formats, optimizing both workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4656
Venue
SIGMOD
Year
2012
Pagerank
0.00016257033
Overall Rank
575 | 96.06%
DOI
10.1145/2213836.2213946

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{sikka_sigmod12,
        title = {{Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth}},
        author = {Sikka, Vishal and Färber, Franz and Lehner, Wolfgang and Cha, Sang Kyun and Peh, Thomas and Bornhövd, Christof},
        series = {{SIGMOD} '12},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2213836.2213946},
        url = {https://dl.acm.org/doi/10.1145/2213836.2213946},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 54 citing papers.

Rank Citing Paper Year Venue Pagerank
233 Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems 2015 SIGMOD 0.00023815642
655 ERMIA: Fast Memory-Optimized Database System for Heterogeneous Workloads 2016 SIGMOD 0.00015263509
903 An Empirical Evaluation of In-Memory Multi-Version Concurrency Control 2017 VLDB 0.0001332486
964 Reducing the Storage Overhead of Main-Memory OLTP Databases with Hybrid Indexes 2016 SIGMOD 0.00012934147
1,199 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011703966
1,352 Scuba: Diving into Data at Facebook 2013 VLDB 0.00011064595
1,580 Compaction management in distributed key-value datastores 2015 VLDB 0.00010299919
2,023 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2950046e-05
3,434 Hybrid Garbage Collection for Multi-Version Concurrency Control in SAP HANA 2016 SIGMOD 7.4172842e-05
3,762 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.1449267e-05
3,873 SAP HANA: The Evolution from a Modern Main-Memory Data Platform to an Enterprise Application Platform 2013 VLDB 7.0566747e-05
3,902 The Impact of Columnar In-Memory Databases on Enterprise Systems: Implications of Eliminating Transaction-Maintained Aggregates 2014 VLDB 7.0313122e-05
4,110 Spitfire: A Three-Tier Buffer Manager for Volatile and Non-Volatile Memory 2021 SIGMOD 6.8948348e-05
4,603 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.6105578e-05
4,763 Rethinking Logging, Checkpoints, and Recovery for High-Performance Storage Engines 2020 SIGMOD 6.519206e-05
5,019 Fast Database Restarts at Facebook 2014 SIGMOD 6.3987706e-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
5,602 How Good is My HTAP System? 2022 SIGMOD 6.1538237e-05
5,715 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB 6.1105343e-05
5,917 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB 6.043185e-05
5,921 Page As You Go: Piecewise Columnar Access In SAP HANA 2016 SIGMOD 6.0417538e-05
6,031 Sia: Optimizing Queries using Learned Predicates 2021 SIGMOD 6.0007422e-05
6,099 Transaction Repair for Multi-Version Concurrency Control 2017 SIGMOD 5.9776969e-05
6,264 Mainlining Databases: Supporting Fast Transactional Workloads on Universal Columnar Data File Formats 2021 VLDB 5.9357781e-05
6,291 Adaptive Optimistic Concurrency Control for Heterogeneous Workloads 2019 VLDB 5.9252026e-05
6,774 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 5.7778738e-05
6,782 Everything is a Transaction: Unifying Logical Concurrency Control and Physical Data Structure Maintenance in Database Management Systems 2021 CIDR 5.7762362e-05
7,072 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 5.7107965e-05
7,184 Memory-Optimized Multi-Version Concurrency Control for Disk-Based Database Systems 2022 VLDB 5.6785094e-05
7,235 An Examination of CXL Memory Use Cases for In-Memory Database Management Systems using SAP HANA 2024 VLDB 5.6655351e-05
7,742 Modern Main-Memory Database Systems 2016 VLDB 5.5547354e-05
7,755 Blueprinting the Cloud: Unifying and Automatically Optimizing Cloud Data Infrastructures with BRAD 2024 VLDB 5.5519655e-05
8,072 Operational Analytics Data Management Systems 2016 VLDB 5.4933919e-05
8,203 SAP HANA goes private – From Privacy Research to Privacy Aware Enterprise Analytics 2019 VLDB 5.4670416e-05
8,436 Adaptive Compression for Fast Scans on String Columns 2021 SIGMOD 5.4253644e-05
9,125 Data Stream Warehousing 2013 SIGMOD 5.3191726e-05
9,258 Data Stream Warehousing in Tidalrace 2015 CIDR 5.29708e-05
9,378 AutoComp: Automated Data Compaction for Log-Structured Tables in Data Lakes 2025 SIGMOD 5.2755515e-05
9,708 Deploying Computational Storage for HTAP DBMSs Takes More Than Just Computation Offloading 2023 VLDB 5.2345314e-05
9,774 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.2209769e-05
9,775 Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems 2025 VLDB 5.2209769e-05
9,990 BTrim - Hybrid In-Memory Database Architecture for Extreme Transaction Processing in VLDBs 2018 VLDB 5.1823627e-05
10,066 Check Out the Big Brain on BRAD: Simplifying Cloud Data Processing with Learned Automated Data Meshes 2023 VLDB 5.1643809e-05
10,355 Counting Is All You Need for Instant Tuple Discovery: Enabling Real-Time HTAP in Standalone DBMSs 2026 SIGMOD 5.093636e-05
10,518 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 5.093636e-05
10,676 Rapid Data Ingestion through DB-OS Co-design 2025 SIGMOD 5.093636e-05
11,001 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 5.093636e-05
11,012 ScaleCache: Scalable and Production-grade Buffer Management for Disk-based Database Systems 2025 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

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