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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
6.9166006e-05
Overall Rank
3,935 | 73.55%
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
1,321 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011040617
1,747 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7335416e-05
2,284 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.6954168e-05
2,788 Lethe: A Tunable Delete-Aware LSM Engine 2020 SIGMOD 8.0133966e-05
2,882 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.9116043e-05
3,773 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.0294475e-05
3,777 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.0268163e-05
3,898 Analyzing the Impact of System Architecture on the Scalability of OLTP Engines for High-Contention Workloads 2018 VLDB 6.936402e-05
4,137 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.7861661e-05
4,399 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 6.6152806e-05
5,711 How Good is My HTAP System? 2022 SIGMOD 6.0221783e-05
6,025 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB 5.9119514e-05
6,236 Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory 2021 VLDB 5.8409336e-05
6,516 GPU-accelerated data management under the test of time 2020 CIDR 5.7588588e-05
7,523 Workload Placement on Heterogeneous CPU-GPU Systems 2024 VLDB 5.5025409e-05
7,735 Scalable and Robust Snapshot Isolation for High-Performance Storage Engines 2023 VLDB 5.4631389e-05
9,791 TiQuE: Improving the Transactional Performance of Analytical Systems for True Hybrid Workloads 2023 VLDB 5.1259267e-05
9,953 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.1038322e-05
10,514 Translytical Processing via DB-OS Co-designed Buffer: Cross-Engine Isolation and Tunable Update Visibility for HTAP 2026 SIGMOD 4.9793485e-05
12,279 The Next 700 Transaction Processing Engines 2017 SIGMOD 4.9793485e-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 0.00056855599
48 Weaving Relations for Cache Performance 2001 VLDB 0.00043805923
114 A Decomposition Storage Model 1985 SIGMOD 0.00031928929
431 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018403783
495 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017370758
771 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00014085862
856 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013428547
906 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013160654
941 Data Processing on FPGAs 2009 VLDB 0.00012957405
1,200 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011563303
1,380 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010862758
1,742 How to Architect a Query Compiler 2016 SIGMOD 9.7378418e-05
1,972 OLTP on Hardware Islands 2012 VLDB 9.2858692e-05
2,600 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 8.2363864e-05
2,815 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.9777435e-05
3,069 Adaptive Query Processing on RAW Data 2014 VLDB 7.6822697e-05
3,358 RUMA has it: Rewired User-space Memory Access is Possible! 2016 VLDB 7.3812131e-05
3,459 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.2848113e-05
3,505 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 7.2508161e-05
6,278 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.8263939e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 4,199 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB
2 1,747 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB
3 9,301 Rethink Query Optimization in HTAP Databases 2023 SIGMOD
4 4,399 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD
5 2,600 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD
6 1,972 OLTP on Hardware Islands 2012 VLDB
7 3,777 HTAP Databases: What is New and What is Next 2022 SIGMOD
8 6,935 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD
9 3,773 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR
10 6,025 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB