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The Case For Heterogeneous HTAP

Summary: Proposes H2TAP: an HTAP engine for emerging non-cache-coherent, heterogeneous servers that keeps data in shared memory, pairs workloads to ideal processor types (CPUs/GPUs), and uses message-passing with explicit cache management. Caldera prototype shows practical feasibility and competitive OLTP/OLAP throughput. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
294
Venue
CIDR
Year
2017
Pagerank
7.0416054e-05
Overall Rank
3,895 | 73.28%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{appuswamy_cidr17,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '17},
        title = {{The Case For Heterogeneous HTAP}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Appuswamy, Raja and Karpathiotakis, Manos and Porobic, Danica and Ailamaki, Anastasia},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
1,312 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011193166
1,977 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.3641101e-05
2,566 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.4116562e-05
2,755 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 8.163097e-05
2,866 Optimal Column Layout for Hybrid Workloads 2019 VLDB 8.0175489e-05
3,762 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.1449267e-05
3,791 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.1235328e-05
3,860 Analyzing the Impact of System Architecture on the Scalability of OLTP Engines for High-Contention Workloads 2018 VLDB 7.0670192e-05
4,335 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 6.7556868e-05
4,603 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.6105578e-05
5,602 How Good is My HTAP System? 2022 SIGMOD 6.1538237e-05
5,917 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB 6.043185e-05
6,105 Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory 2021 VLDB 5.9743349e-05
6,835 GPU-accelerated data management under the test of time 2020 CIDR 5.7584924e-05
7,988 Scalable and Robust Snapshot Isolation for High-Performance Storage Engines 2023 VLDB 5.5113542e-05
9,774 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.2209769e-05
9,873 Workload Placement on Heterogeneous CPU-GPU Systems 2024 VLDB 5.2043672e-05
10,058 TiQuE: Improving the Transactional Performance of Analytical Systems for True Hybrid Workloads 2023 VLDB 5.1664022e-05
10,302 Translytical Processing via DB-OS Co-designed Buffer: Cross-Engine Isolation and Tunable Update Visibility for HTAP 2026 SIGMOD 5.093636e-05
11,981 The Next 700 Transaction Processing Engines 2017 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
49 Weaving Relations for Cache Performance 2001 VLDB 0.00043781096
115 A Decomposition Storage Model 1985 SIGMOD 0.00032338948
428 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018633493
534 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017046514
823 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00013792901
912 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013269804
922 Data Processing on FPGAs 2009 VLDB 0.00013207382
941 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013078348
1,199 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011703966
1,367 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00011014419
1,797 How to Architect a Query Compiler 2016 SIGMOD 9.7368925e-05
1,964 OLTP on Hardware Islands 2012 VLDB 9.3880822e-05
2,713 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 8.2122726e-05
2,848 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 8.0538815e-05
3,062 Adaptive Query Processing on RAW Data 2014 VLDB 7.8037446e-05
3,344 RUMA has it: Rewired User-space Memory Access is Possible! 2016 VLDB 7.4980897e-05
3,435 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.4172582e-05
3,638 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2338361e-05
6,181 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.9494838e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 4,376 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB
2 1,977 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB
3 10,081 Rethink Query Optimization in HTAP Databases 2023 SIGMOD
4 4,335 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD
5 2,713 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD
6 1,964 OLTP on Hardware Islands 2012 VLDB
7 3,762 HTAP Databases: What is New and What is Next 2022 SIGMOD
8 6,825 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD
9 3,791 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR
10 5,917 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB