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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
h075ba1e352caba07
Venue
SIGMOD
Year
2012
Pagerank
0.00016132182
Overall Rank
575 | 96.14%
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 55 citing papers.

Rank Citing Paper Year Venue Pagerank
228 Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems 2015 SIGMOD 0.00023920439
636 ERMIA: Fast Memory-Optimized Database System for Heterogeneous Workloads 2016 SIGMOD 0.00015360975
872 An Empirical Evaluation of In-Memory Multi-Version Concurrency Control 2017 VLDB 0.00013342029
971 Reducing the Storage Overhead of Main-Memory OLTP Databases with Hybrid Indexes 2016 SIGMOD 0.00012766019
1,200 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011563303
1,381 Scuba: Diving into Data at Facebook 2013 VLDB 0.00010860462
1,569 Compaction management in distributed key-value datastores 2015 VLDB 0.00010211433
1,973 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2834606e-05
2,632 Hybrid Garbage Collection for Multi-Version Concurrency Control in SAP HANA 2016 SIGMOD 8.1995358e-05
3,777 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.0268163e-05
3,954 SAP HANA: The Evolution from a Modern Main-Memory Data Platform to an Enterprise Application Platform 2013 VLDB 6.9026723e-05
3,970 The Impact of Columnar In-Memory Databases on Enterprise Systems: Implications of Eliminating Transaction-Maintained Aggregates 2014 VLDB 6.8895992e-05
4,137 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.7861661e-05
4,167 Spitfire: A Three-Tier Buffer Manager for Volatile and Non-Volatile Memory 2021 SIGMOD 6.7656035e-05
4,848 Rethinking Logging, Checkpoints, and Recovery for High-Performance Storage Engines 2020 SIGMOD 6.3818116e-05
5,127 Fast Database Restarts at Facebook 2014 SIGMOD 6.2608485e-05
5,253 ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency 2022 VLDB 6.2080572e-05
5,288 PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba 2023 SIGMOD 6.1944376e-05
5,515 HyBench: A New Benchmark for HTAP Databases 2024 VLDB 6.0977681e-05
5,711 How Good is My HTAP System? 2022 SIGMOD 6.0221783e-05
5,827 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB 5.979772e-05
6,025 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB 5.9119514e-05
6,041 Page As You Go: Piecewise Columnar Access In SAP HANA 2016 SIGMOD 5.9063503e-05
6,147 Sia: Optimizing Queries using Learned Predicates 2021 SIGMOD 5.8710365e-05
6,207 Transaction Repair for Multi-Version Concurrency Control 2017 SIGMOD 5.8503594e-05
6,297 Mainlining Databases: Supporting Fast Transactional Workloads on Universal Columnar Data File Formats 2021 VLDB 5.81916e-05
6,412 Adaptive Optimistic Concurrency Control for Heterogeneous Workloads 2019 VLDB 5.7933224e-05
6,414 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 5.7927521e-05
6,622 Everything is a Transaction: Unifying Logical Concurrency Control and Physical Data Structure Maintenance in Database Management Systems 2021 CIDR 5.7307819e-05
6,959 Memory-Optimized Multi-Version Concurrency Control for Disk-Based Database Systems 2022 VLDB 5.633832e-05
7,221 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 5.5828002e-05
7,321 An Examination of CXL Memory Use Cases for In-Memory Database Management Systems using SAP HANA 2024 VLDB 5.5534395e-05
7,828 Modern Main-Memory Database Systems 2016 VLDB 5.4439336e-05
7,864 Blueprinting the Cloud: Unifying and Automatically Optimizing Cloud Data Infrastructures with BRAD 2024 VLDB 5.4367919e-05
8,228 Operational Analytics Data Management Systems 2016 VLDB 5.3736562e-05
8,373 SAP HANA goes private – From Privacy Research to Privacy Aware Enterprise Analytics 2019 VLDB 5.3443759e-05
8,608 Adaptive Compression for Fast Scans on String Columns 2021 SIGMOD 5.3036338e-05
8,805 Deploying Computational Storage for HTAP DBMSs Takes More Than Just Computation Offloading 2023 VLDB 5.2732683e-05
9,021 AutoComp: Automated Data Compaction for Log-Structured Tables in Data Lakes 2025 SIGMOD 5.2349846e-05
9,115 Check Out the Big Brain on BRAD: Simplifying Cloud Data Processing with Learned Automated Data Meshes 2023 VLDB 5.2271833e-05
9,180 Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems 2025 VLDB 5.2120789e-05
9,292 Data Stream Warehousing 2013 SIGMOD 5.2002645e-05
9,432 Data Stream Warehousing in Tidalrace 2015 CIDR 5.1782278e-05
9,803 ScaleCache: Scalable and Production-grade Buffer Management for Disk-based Database Systems 2025 VLDB 5.1257999e-05
9,953 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.1038322e-05
10,177 BTrim - Hybrid In-Memory Database Architecture for Extreme Transaction Processing in VLDBs 2018 VLDB 5.0673771e-05
10,310 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 5.0386264e-05
10,556 Counting Is All You Need for Instant Tuple Discovery: Enabling Real-Time HTAP in Standalone DBMSs 2026 SIGMOD 4.9793485e-05
10,703 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 4.9793485e-05
10,886 Accelerating String-Heavy Queries with LLM Token Tables 2026 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

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