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Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics

Summary: Proposes the Lakehouse: an open-format (Parquet) platform unifying data warehousing and first-class ML/data‑science to address staleness, lock‑in, reliability and TCO. Presents a Parquet-based prototype that matches cloud data warehouses on TPC-DS and discusses research implications. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h6ccc51336ff9cd28
Venue
CIDR
Year
2021
Pagerank
0.00012856295
Overall Rank
955 | 93.61%
DOI
-
PDF
Download (CC BY 3.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{armbrust_cidr21,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '21},
        title = {{Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Armbrust, Michael and Ghodsi, Ali and Xin, Reynold and Zaharia, Matei},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 56 citing papers.

Rank Citing Paper Year Venue Pagerank
1,488 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 0.00010487094
2,239 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.7753778e-05
3,809 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.9890843e-05
4,117 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.784003e-05
4,346 Analyzing and Comparing Lakehouse Storage Systems 2023 CIDR 6.6386388e-05
4,373 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.6191786e-05
4,683 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 6.4545989e-05
4,930 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD 6.3383989e-05
5,367 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.1462017e-05
6,132 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8593078e-05
6,260 The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward 2021 VLDB 5.815273e-05
6,290 Shared Foundations: Modernizing Meta's Data Lakehouse 2023 CIDR 5.8051881e-05
6,400 Selection Pushdown in Column Stores using Bit Manipulation Instructions 2023 SIGMOD 5.7811299e-05
6,592 Deep Lake: a Lakehouse for Deep Learning 2023 CIDR 5.722881e-05
6,942 Petabyte-Scale Row-Level Operations in Data Lakehouses 2024 VLDB 5.622856e-05
7,369 Bullion: A Column Store for Machine Learning 2025 CIDR 5.5261972e-05
7,456 Cracking Vector Search Indexes 2025 VLDB 5.5083275e-05
7,605 Unity Catalog: Open and Universal Governance for the Lakehouse and Beyond 2025 SIGMOD 5.4703362e-05
7,771 The FastLanes File Format 2025 VLDB 5.4390723e-05
8,018 Databricks Lakeguard: Supporting Fine-grained Access Control and Multi-user Capabilities for Apache Spark Workloads 2025 SIGMOD 5.3904037e-05
8,232 LST-Bench: Benchmarking Log-Structured Tables in the Cloud 2024 SIGMOD 5.357241e-05
8,439 Workload-Aware Incremental Reclustering in Cloud Data Warehouses 2026 SIGMOD 5.3148581e-05
8,665 Magnus: A Holistic Approach to Data Management for Large-Scale Machine Learning Workloads 2025 VLDB 5.2778748e-05
9,143 Check Out the Big Brain on BRAD: Simplifying Cloud Data Processing with Learned Automated Data Meshes 2023 VLDB 5.2074327e-05
9,228 Disaggregation: A New Architecture for Cloud Databases 2025 VLDB 5.1901886e-05
9,314 Making Data Engineering Declarative 2023 CIDR 5.1837526e-05
9,363 Meta's Next-generation Realtime Monitoring and Analytics Platform 2022 VLDB 5.1727202e-05
9,570 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.1436016e-05
9,571 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1430298e-05
9,650 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.1322451e-05
9,719 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 5.1229327e-05
10,065 Towards Functional Decomposition of Storage Formats 2025 CIDR 5.0749178e-05
10,119 LiquidCache: Efficient Pushdown Caching for Cloud-Native Data Analytics 2025 VLDB 5.0638787e-05
10,139 Adaptive data transformations for QaaS 2025 CIDR 5.0597449e-05
10,166 End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure 2026 CIDR 5.0559291e-05
10,194 Photon: A High-Performance Query Engine for the Lakehouse 2022 CIDR 5.0519277e-05
10,262 Active Data Lakes: Regaining Physical Data Independence Without Losing Interoperability 2026 VLDB 5.0380426e-05
10,287 AnyBlox: A Framework for Self-Decoding Datasets 2025 VLDB 5.0328754e-05
10,369 Zed: Leveraging Data Types to Process Eclectic Data 2023 CIDR 5.0064651e-05
10,744 PTO: A Workload-driven Predictive Table Optimizer for Lakehouse Systems 2026 SIGMOD 4.9605343e-05
10,818 LakeHelm: Zero-Shot Lakehouse Advisor for Joint Engine-Format Selection and Configuration 2026 VLDB 4.9605343e-05
10,893 Decisionhouse: Prescriptive Analytics in the Data Stack 2026 VLDB 4.9605343e-05
10,927 Interoperable ACID Transactions for Open Table Formats 2026 VLDB 4.9605343e-05
10,971 Overlay Bitmap Encoding for Efficient Consumption of Apache Parquet Files 2026 VLDB 4.9605343e-05
10,985 Reaching the Pinnacle of TPC-DS: Co-design of Architecture, Executor, and Storage in TDSQL 2026 VLDB 4.9605343e-05
10,986 AutoLiquid: Autonomic Data Layout Optimization for the Databricks Lakehouse 2026 VLDB 4.9605343e-05
10,991 OceanBase Bacchus: A High-Performance and Scalable Cloud-Native Shared Storage Architecture for Multi-Cloud 2026 VLDB 4.9605343e-05
11,005 OmniTable: A Unified Wide-Table System for Petabyte-Scale LLM Data Curation and Exploration 2026 VLDB 4.9605343e-05
11,011 Ultron: History-Based Query Optimization at Databricks 2026 VLDB 4.9605343e-05
11,013 Lakebase: Serverless Postgres over Open Lake Storage 2026 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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