How Good is My HTAP System?

Summary: Introduces throughput frontier to visualize joint HTAP OLTP/OLAP throughput and interference, plus a freshness metric for real-time analytics. Presents HATtrick, a practical benchmark combining these metrics, and evaluates three HTAP systems across configurations. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: hf70ed9f094cfc0a4
Venue: SIGMOD
Year: 2022
Pagerank: 6.0511725e-05
Overall Rank: 5,605 | 62.43%
DOI: 10.1145/3514221.3526148

Incoming Non-self Citations Over Time

Authors

1. Elena Milkai (University of Wisconsin)
2. Yannis Chronis (University of Wisconsin)
3. Kevin P. Gaffney (University of Wisconsin)
4. Zhihan Guo (University of Wisconsin)
5. Jignesh M. Patel (University of Wisconsin)
6. Xiangyao Yu (University of Wisconsin)

BibTeX Citation

@inproceedings{milkai_sigmod22,
        title = {{How Good is My HTAP System?}},
        author = {Milkai, Elena and Chronis, Yannis and Gaffney, Kevin P. and Guo, Zhihan and Patel, Jignesh M. and Yu, Xiangyao},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3526148},
        url = {https://dl.acm.org/doi/10.1145/3514221.3526148},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,533	HyBench: A New Benchmark for HTAP Databases	2024	VLDB	6.0777541e-05
6,994	Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP	2024	VLDB	5.6094434e-05
7,363	Blueprinting the Cloud: Unifying and Automatically Optimizing Cloud Data Infrastructures with BRAD	2024	VLDB	5.5279826e-05
8,107	Krypton: Real-time Serving and Analytical SQL Engine at ByteDance	2023	VLDB	5.3739121e-05
8,900	Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems	2025	VLDB	5.2400828e-05
9,335	Rethink Query Optimization in HTAP Databases	2023	SIGMOD	5.1791475e-05
9,650	Hermes: Off-the-Shelf Real-Time Transactional Analytics	2025	VLDB	5.1322451e-05
10,109	veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System	2025	VLDB	5.0672857e-05
10,113	VeriTxn: Verifiable Transactions for Cloud-Native Databases with Storage Disaggregation	2023	SIGMOD	5.0664623e-05
10,400	HeraDB: Towards Real-time Analysis of Transaction-Centric HTAP with CPU-GPU Hybrid Query Execution	2027	SIGMOD	4.9605343e-05
10,591	Translytical Processing via DB-OS Co-designed Buffer: Cross-Engine Isolation and Tunable Update Visibility for HTAP	2026	SIGMOD	4.9605343e-05
10,631	Counting Is All You Need for Instant Tuple Discovery: Enabling Real-Time HTAP in Standalone DBMSs	2026	SIGMOD	4.9605343e-05
11,085	Vodka: Rethink Benchmarking Philosophy in HTAP Systems	2026	VLDB	4.9605343e-05

Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
34	The Design Of Postgres	1986	SIGMOD	0.00049063803
35	Hekaton: SQL Server’s Memory-Optimized OLTP Engine	2013	SIGMOD	0.00047937476
101	The Design of the POSTGRES Storage System	1987	VLDB	0.00033939695
161	DB2 with BLU Acceleration: So Much More than Just a Column Store	2013	VLDB	0.00027629724
228	Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems	2015	SIGMOD	0.00023872855
232	TiDB: A Raft-based HTAP Database	2020	VLDB	0.00023776373
403	A Case for Fractured Mirrors	2002	VLDB	0.00019067656
574	Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth	2012	SIGMOD	0.00016142754
863	An Empirical Evaluation of In-Memory Multi-Version Concurrency Control	2017	VLDB	0.00013368866
1,188	Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads	2016	SIGMOD	0.00011580449
1,232	BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications	2017	SIGMOD	0.00011406847
1,327	Hybrid Transactional/Analytical Processing: A Survey	2017	SIGMOD	0.00011014905
1,659	Real-Time Analytical Processing with SQL Server	2015	VLDB	9.9440956e-05
1,783	Greenplum: A Hybrid Database for Transactional and Analytical Workloads	2021	SIGMOD	9.6536753e-05
2,189	Leveraging Lock Contention to Improve OLTP Application Performance	2016	VLDB	8.8866479e-05
2,221	Design Principles for Scaling Multi-core OLTP Under High Contention	2016	SIGMOD	8.807697e-05
2,505	Towards Scalable Real-time Analytics: An Architecture for Scale-out of OLxP Workloads	2015	VLDB	8.3555487e-05
2,871	SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics	2017	CIDR	7.9024682e-05
2,959	F1 Lightning: HTAP as a Service	2020	VLDB	7.7990674e-05
3,045	Handling Highly Contended OLTP Workloads Using Fast Dynamic Partitioning	2020	SIGMOD	7.7044181e-05
3,625	Db2 Event Store: A Purpose-Built IoT Database Engine	2020	VLDB	7.1334017e-05
3,788	Evolving Databases for New-Gen Big Data Applications	2017	CIDR	6.9993946e-05
3,869	The Case For Heterogeneous HTAP	2017	CIDR	6.9434054e-05
4,339	Adaptive HTAP through Elastic Resource Scheduling	2020	SIGMOD	6.641183e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	3,869	The Case For Heterogeneous HTAP	2017	CIDR
2	10,400	HeraDB: Towards Real-time Analysis of Transaction-Centric HTAP with CPU-GPU Hybrid Query Execution	2027	SIGMOD
3	6,031	Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads	2022	VLDB
4	5,157	ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency	2022	VLDB
5	1,327	Hybrid Transactional/Analytical Processing: A Survey	2017	SIGMOD
6	9,335	Rethink Query Optimization in HTAP Databases	2023	SIGMOD
7	11,979	Workload Interference Analysis for HTAP*	2021	CIDR
8	5,533	HyBench: A New Benchmark for HTAP Databases	2024	VLDB
9	3,783	HTAP Databases: What is New and What is Next	2022	SIGMOD
10	4,339	Adaptive HTAP through Elastic Resource Scheduling	2020	SIGMOD