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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
0.00012895553
Overall Rank
950 | 93.62%
DOI
-

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
1,487 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 0.00010521722
2,314 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.6533171e-05
3,808 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0097354e-05
4,095 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.8095767e-05
4,332 Analyzing and Comparing Lakehouse Storage Systems 2023 CIDR 6.6587744e-05
4,635 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.4932705e-05
4,683 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 6.4716143e-05
4,905 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD 6.3624391e-05
5,348 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.1690434e-05
6,116 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8815309e-05
6,245 The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward 2021 VLDB 5.837329e-05
6,275 Shared Foundations: Modernizing Meta's Data Lakehouse 2023 CIDR 5.8270783e-05
6,392 Selection Pushdown in Column Stores using Bit Manipulation Instructions 2023 SIGMOD 5.800848e-05
6,580 Deep Lake: a Lakehouse for Deep Learning 2023 CIDR 5.7445866e-05
6,920 Petabyte-Scale Row-Level Operations in Data Lakehouses 2024 VLDB 5.6441822e-05
7,350 Bullion: A Column Store for Machine Learning 2025 CIDR 5.5451228e-05
7,432 Cracking Vector Search Indexes 2025 VLDB 5.5292193e-05
7,582 Unity Catalog: Open and Universal Governance for the Lakehouse and Beyond 2025 SIGMOD 5.4910839e-05
7,996 Databricks Lakeguard: Supporting Fine-grained Access Control and Multi-user Capabilities for Apache Spark Workloads 2025 SIGMOD 5.4108483e-05
8,208 LST-Bench: Benchmarking Log-Structured Tables in the Cloud 2024 SIGMOD 5.3775598e-05
8,414 Workload-Aware Incremental Reclustering in Cloud Data Warehouses 2026 SIGMOD 5.3350162e-05
8,569 The FastLanes File Format 2025 VLDB 5.3132501e-05
8,637 Magnus: A Holistic Approach to Data Management for Large-Scale Machine Learning Workloads 2025 VLDB 5.2978926e-05
9,115 Check Out the Big Brain on BRAD: Simplifying Cloud Data Processing with Learned Automated Data Meshes 2023 VLDB 5.2271833e-05
9,196 Disaggregation: A New Architecture for Cloud Databases 2025 VLDB 5.2098738e-05
9,282 Making Data Engineering Declarative 2023 CIDR 5.2034134e-05
9,328 Meta's Next-generation Realtime Monitoring and Analytics Platform 2022 VLDB 5.1923392e-05
9,536 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.1631101e-05
9,549 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1599622e-05
9,684 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 5.1423628e-05
9,953 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.1038322e-05
10,022 Towards Functional Decomposition of Storage Formats 2025 CIDR 5.0941658e-05
10,080 LiquidCache: Efficient Pushdown Caching for Cloud-Native Data Analytics 2025 VLDB 5.0830849e-05
10,100 Adaptive data transformations for QaaS 2025 CIDR 5.0789354e-05
10,125 End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure 2026 CIDR 5.0751052e-05
10,155 Photon: A High-Performance Query Engine for the Lakehouse 2022 CIDR 5.0710314e-05
10,226 Active Data Lakes: Regaining Physical Data Independence Without Losing Interoperability 2026 VLDB 5.0571508e-05
10,250 AnyBlox: A Framework for Self-Decoding Datasets 2025 VLDB 5.051964e-05
10,335 Zed: Leveraging Data Types to Process Eclectic Data 2023 CIDR 5.0254535e-05
10,672 PTO: A Workload-driven Predictive Table Optimizer for Lakehouse Systems 2026 SIGMOD 4.9793485e-05
10,747 LakeHelm: Zero-Shot Lakehouse Advisor for Joint Engine-Format Selection and Configuration 2026 VLDB 4.9793485e-05
10,822 Decisionhouse: Prescriptive Analytics in the Data Stack 2026 VLDB 4.9793485e-05
10,857 Interoperable ACID Transactions for Open Table Formats 2026 VLDB 4.9793485e-05
10,901 Overlay Bitmap Encoding for Efficient Consumption of Apache Parquet Files 2026 VLDB 4.9793485e-05
10,915 Reaching the Pinnacle of TPC-DS: Co-design of Architecture, Executor, and Storage in TDSQL 2026 VLDB 4.9793485e-05
10,916 AutoLiquid: Autonomic Data Layout Optimization for the Databricks Lakehouse 2026 VLDB 4.9793485e-05
10,921 OceanBase Bacchus: A High-Performance and Scalable Cloud-Native Shared Storage Architecture for Multi-Cloud 2026 VLDB 4.9793485e-05
10,935 OmniTable: A Unified Wide-Table System for Petabyte-Scale LLM Data Curation and Exploration 2026 VLDB 4.9793485e-05
10,941 Ultron: History-Based Query Optimization at Databricks 2026 VLDB 4.9793485e-05
10,943 Lakebase: Serverless Postgres over Open Lake Storage 2026 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

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