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The HANA Native Query Engine for Lakehouse Systems

Summary: Introduces SQL-on-Files (SoF), adapting the HANA Cloud engine to directly process Parquet in Iceberg/Delta lakehouses for scalable analytics over remote data lakes. Compares pushdown vs direct-access and shows direct access plus engine/optimizer/caching co-design outperforms. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14088
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,767 | 25.10%
DOI
10.14778/3750601.3750608

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Outgoing Citations (Sorted by Pagerank)

Showing 36 of 36 cited papers.

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

Rank Cited Paper Year Venue Pagerank
45 Sagas 1987 SIGMOD 0.00071800944
60 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00064439773
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039180521
213 THE 5 MINUTE RULE FOR TRADING MEMORY FOR DISC ACCESSES and THE 10 BYTE RULE FOR TRADING MEMORY FOR CPU TIME 1987 SIGMOD 0.00033660051
418 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023729211
735 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00017452467
746 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017326979
1,284 Amazon Redshift Re-invented 2022 SIGMOD 0.00012837822
1,377 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012296941
1,409 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012132768
1,731 Fast Updates on Read-Optimized Databases Using Multi-Core CPUs 2012 VLDB 0.0001073454
2,062 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6481955e-05
2,473 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 8.7237281e-05
3,008 FoundationDB: A Distributed Unbundled Transactional Key Value Store 2021 SIGMOD 7.7239608e-05
3,178 Why TPC Is Not Enough: An Analysis of the Amazon Redshift Fleet 2024 VLDB 7.4325992e-05
3,644 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 6.8854928e-05
3,736 What Modern NVMe Storage Can Do, And How To Exploit It: High-Performance I/O for High-Performance Storage Engines 2023 VLDB 6.8057888e-05
3,905 Native Store Extension for SAP HANA 2019 VLDB 6.6408563e-05
4,514 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.1204636e-05
4,530 Big Metadata: When Metadata is Big Data 2021 VLDB 6.1075429e-05
4,670 Napa: Powering Scalable Data Warehousing with Robust Query Performance at Google 2021 VLDB 6.0104466e-05
4,870 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 5.8613885e-05
5,318 Analyzing and Comparing Lakehouse Storage Systems 2023 CIDR 5.5715872e-05
6,149 Crystal: A Unified Cache Storage System for Analytical Databases 2021 VLDB 5.1847534e-05
6,261 The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward 2021 VLDB 5.1350714e-05
6,340 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 5.1051018e-05
6,402 BigLake: BigQuery’s Evolution toward a Multi-Cloud Lakehouse 2024 SIGMOD 5.079818e-05
6,972 Predicate Caching: Query-Driven Secondary Indexing for Cloud Data Warehouses 2024 SIGMOD 4.8785237e-05
7,059 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 4.8477825e-05
7,205 Unified Query Optimization in the Fabric Data Warehouse 2024 SIGMOD 4.8014977e-05
7,814 Deep Lake: a Lakehouse for Deep Learning 2023 CIDR 4.6439001e-05
8,039 Epoxy: ACID Transactions Across Diverse Data Stores 2023 VLDB 4.6000795e-05
8,945 The Five-Minute Rule for the Cloud: Caching in Analytics Systems 2025 CIDR 4.4254423e-05
9,186 Enterprise Application-Database Co-Innovation for Hybrid Transactional/Analytical Processing: A Virtual Data Model and Its Query Optimization Needs 2025 SIGMOD 4.3791424e-05
9,699 The Story of AWS Glue 2023 VLDB 4.3018844e-05
10,415 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 4.1945683e-05
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