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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
0.00012889569
Overall Rank
950 | 93.62%
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
1,487 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 0.00010516813
2,317 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.6492924e-05
3,810 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0064171e-05
4,097 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.8064316e-05
4,332 Analyzing and Comparing Lakehouse Storage Systems 2023 CIDR 6.6556222e-05
4,638 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.4901967e-05
4,677 AutoSteer: Learned Query Optimization for Any SQL Database 2023 VLDB 6.4721041e-05
4,906 Data-Sharing Markets: Model, Protocol, and Algorithms to Incentivize the Formation of Data-Sharing Consortia 2023 SIGMOD 6.3594272e-05
5,354 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.1661231e-05
6,117 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8787466e-05
6,248 The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward 2021 VLDB 5.8345657e-05
6,278 Shared Foundations: Modernizing Meta's Data Lakehouse 2023 CIDR 5.8243198e-05
6,395 Selection Pushdown in Column Stores using Bit Manipulation Instructions 2023 SIGMOD 5.7981019e-05
6,583 Deep Lake: a Lakehouse for Deep Learning 2023 CIDR 5.7418672e-05
6,922 Petabyte-Scale Row-Level Operations in Data Lakehouses 2024 VLDB 5.6415103e-05
7,353 Bullion: A Column Store for Machine Learning 2025 CIDR 5.5424978e-05
7,435 Cracking Vector Search Indexes 2025 VLDB 5.5266018e-05
7,588 Unity Catalog: Open and Universal Governance for the Lakehouse and Beyond 2025 SIGMOD 5.4884845e-05
8,001 Databricks Lakeguard: Supporting Fine-grained Access Control and Multi-user Capabilities for Apache Spark Workloads 2025 SIGMOD 5.4082868e-05
8,215 LST-Bench: Benchmarking Log-Structured Tables in the Cloud 2024 SIGMOD 5.3750141e-05
8,423 Workload-Aware Incremental Reclustering in Cloud Data Warehouses 2026 SIGMOD 5.3324907e-05
8,577 The FastLanes File Format 2025 VLDB 5.3107348e-05
8,646 Magnus: A Holistic Approach to Data Management for Large-Scale Machine Learning Workloads 2025 VLDB 5.2953847e-05
9,124 Check Out the Big Brain on BRAD: Simplifying Cloud Data Processing with Learned Automated Data Meshes 2023 VLDB 5.2247088e-05
9,205 Disaggregation: A New Architecture for Cloud Databases 2025 VLDB 5.2074076e-05
9,291 Making Data Engineering Declarative 2023 CIDR 5.2009502e-05
9,337 Meta's Next-generation Realtime Monitoring and Analytics Platform 2022 VLDB 5.1898812e-05
9,544 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.160666e-05
9,545 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1600923e-05
9,690 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 5.1399285e-05
9,961 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.1014161e-05
10,027 Towards Functional Decomposition of Storage Formats 2025 CIDR 5.0917543e-05
10,085 LiquidCache: Efficient Pushdown Caching for Cloud-Native Data Analytics 2025 VLDB 5.0806786e-05
10,104 Adaptive data transformations for QaaS 2025 CIDR 5.0765311e-05
10,129 End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure 2026 CIDR 5.0727027e-05
10,159 Photon: A High-Performance Query Engine for the Lakehouse 2022 CIDR 5.0686309e-05
10,232 Active Data Lakes: Regaining Physical Data Independence Without Losing Interoperability 2026 VLDB 5.0547568e-05
10,256 AnyBlox: A Framework for Self-Decoding Datasets 2025 VLDB 5.0495724e-05
10,342 Zed: Leveraging Data Types to Process Eclectic Data 2023 CIDR 5.0230745e-05
10,683 PTO: A Workload-driven Predictive Table Optimizer for Lakehouse Systems 2026 SIGMOD 4.9769913e-05
10,757 LakeHelm: Zero-Shot Lakehouse Advisor for Joint Engine-Format Selection and Configuration 2026 VLDB 4.9769913e-05
10,832 Decisionhouse: Prescriptive Analytics in the Data Stack 2026 VLDB 4.9769913e-05
10,866 Interoperable ACID Transactions for Open Table Formats 2026 VLDB 4.9769913e-05
10,910 Overlay Bitmap Encoding for Efficient Consumption of Apache Parquet Files 2026 VLDB 4.9769913e-05
10,924 Reaching the Pinnacle of TPC-DS: Co-design of Architecture, Executor, and Storage in TDSQL 2026 VLDB 4.9769913e-05
10,925 AutoLiquid: Autonomic Data Layout Optimization for the Databricks Lakehouse 2026 VLDB 4.9769913e-05
10,930 OceanBase Bacchus: A High-Performance and Scalable Cloud-Native Shared Storage Architecture for Multi-Cloud 2026 VLDB 4.9769913e-05
10,944 OmniTable: A Unified Wide-Table System for Petabyte-Scale LLM Data Curation and Exploration 2026 VLDB 4.9769913e-05
10,950 Ultron: History-Based Query Optimization at Databricks 2026 VLDB 4.9769913e-05
10,952 Lakebase: Serverless Postgres over Open Lake Storage 2026 VLDB 4.9769913e-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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