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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
hc7c3d456a35392c6
Venue
CIDR
Year
2017
Pagerank
6.9145781e-05
Overall Rank
3,934 | 73.56%
DOI
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PDF
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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
1,321 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011038031
1,748 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7289385e-05
2,287 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.691301e-05
2,788 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 8.0114055e-05
2,880 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.9118308e-05
3,775 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.0261504e-05
3,779 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.0234898e-05
3,898 Analyzing the Impact of System Architecture on the Scalability of OLTP Engines for High-Contention Workloads 2018 VLDB 6.9331677e-05
4,138 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.782996e-05
4,401 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 6.6121514e-05
5,712 How Good is My HTAP System? 2022 SIGMOD 6.0193298e-05
6,026 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB 5.9091528e-05
6,239 Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory 2021 VLDB 5.8381685e-05
6,518 GPU-accelerated data management under the test of time 2020 CIDR 5.7561332e-05
7,446 Scalable and Robust Snapshot Isolation for High-Performance Storage Engines 2023 VLDB 5.5227651e-05
7,528 Workload Placement on Heterogeneous CPU-GPU Systems 2024 VLDB 5.499936e-05
9,797 TiQuE: Improving the Transactional Performance of Analytical Systems for True Hybrid Workloads 2023 VLDB 5.1235001e-05
9,961 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.1014161e-05
10,525 Translytical Processing via DB-OS Co-designed Buffer: Cross-Engine Isolation and Tunable Update Visibility for HTAP 2026 SIGMOD 4.9769913e-05
12,285 The Next 700 Transaction Processing Engines 2017 SIGMOD 4.9769913e-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
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056835296
48 Weaving Relations for Cache Performance 2001 VLDB 0.00043795812
114 A Decomposition Storage Model 1985 SIGMOD 0.00031916625
431 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018400856
495 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017363171
775 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.0001407924
857 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013422539
907 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013157412
941 Data Processing on FPGAs 2009 VLDB 0.00012951355
1,200 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011559584
1,380 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010858313
1,744 How to Architect a Query Compiler 2016 SIGMOD 9.7332903e-05
1,973 OLTP on Hardware Islands 2012 VLDB 9.2817268e-05
2,601 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 8.2325291e-05
2,816 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.9740083e-05
3,071 Adaptive Query Processing on RAW Data 2014 VLDB 7.6789108e-05
3,358 RUMA has it: Rewired User-space Memory Access is Possible! 2016 VLDB 7.377868e-05
3,458 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.2815031e-05
3,505 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2474175e-05
6,281 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.8236382e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 4,200 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB
2 1,748 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB
3 9,310 Rethink Query Optimization in HTAP Databases 2023 SIGMOD
4 4,401 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD
5 2,601 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD
6 1,973 OLTP on Hardware Islands 2012 VLDB
7 3,779 HTAP Databases: What is New and What is Next 2022 SIGMOD
8 6,937 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD
9 3,775 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR
10 6,026 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB