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Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure

Summary: Lambada enables interactive analytics on cold data through a serverless distributed framework. Extensive experiments show when serverless is economically and performance-wise viable for analytics, highlighting domains where it outperforms traditional clouds. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h3860b8e595d0fcee
Venue
SIGMOD
Year
2020
Pagerank
9.7003359e-05
Overall Rank
1,763 | 88.15%
DOI
10.1145/3318464.3389758

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{muller_sigmod20,
        title = {{Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure}},
        author = {Müller, Ingo and Marroquín, Renato and Alonso, Gustavo},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3389758},
        url = {https://dl.acm.org/doi/10.1145/3318464.3389758},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
2,213 Towards Cost-Optimal Query Processing in the Cloud 2021 VLDB 8.8206114e-05
3,240 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD 7.5002772e-05
3,290 Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024 SIGMOD 7.4528093e-05
3,316 Cloud Analytics Benchmark 2023 VLDB 7.4373161e-05
4,034 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 6.8393244e-05
4,403 Boxer: Data Analytics on Network-enabled Serverless Platforms 2021 CIDR 6.6138772e-05
5,005 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.3177105e-05
5,293 Optimizing Data-intensive Systems in Disaggregated Data Centers with TELEPORT 2022 SIGMOD 6.1917112e-05
6,604 GaussDB: A Cloud-Native Multi-Primary Database with Compute-Memory-Storage Disaggregation 2024 VLDB 5.7392648e-05
6,792 CompuCache: Remote Computable Caching using Spot VMs 2022 CIDR 5.6810904e-05
6,986 Cackle: Analytical Workload Cost and Performance Stability With Elastic Pools 2023 SIGMOD 5.6284421e-05
7,160 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5962258e-05
7,244 Serverless Data Science - Are We There Yet? A Case Study of Model Serving 2022 SIGMOD 5.5762915e-05
7,451 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 5.5236802e-05
9,162 Optimizing Inference Serving on Serverless Platforms 2022 VLDB 5.2153488e-05
9,839 Cost-efficiency and Performance Robustness in Serverless Data Exchange 2022 SIGMOD 5.1234085e-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
10,309 Intra-Query Runtime Elasticity for Cloud-Native Data Analysis 2025 SIGMOD 5.0386264e-05
10,451 FaaSBoard: Efficient Graph Processing with a Disaggregated Architecture on Serverless Services 2026 SIGMOD 4.9793485e-05
10,857 Interoperable ACID Transactions for Open Table Formats 2026 VLDB 4.9793485e-05
11,079 Efficient Approximate Query Processing with Block Sampling 2025 CIDR 4.9793485e-05
11,306 ArrayMorph: Optimizing Hyperslab Queries on the Cloud for Machine Learning Pipelines 2025 VLDB 4.9793485e-05
11,344 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 4.9793485e-05
11,433 CloudGlide: Deconstructing the Landscape of Cloud-Based Analytics 2025 VLDB 4.9793485e-05
11,460 Off-the-shelf Data Analytics on Serverless 2024 CIDR 4.9793485e-05
11,676 Templating Shuffles 2023 CIDR 4.9793485e-05
11,895 CDI-E: An Elastic Cloud Service for Data Engineering 2022 VLDB 4.9793485e-05
11,992 Toto - Benchmarking the Efficiency of a Cloud Service 2021 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank Cited Paper Year Venue Pagerank
93 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.00034622929
728 Anti-Caching: A New Approach to Database Management System Architecture 2013 VLDB 0.00014414001
1,019 Serverless Computing: One Step Forward, Two Steps Back 2019 CIDR 0.00012460326
1,028 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012422084
1,117 Adaptive Range Filters for Cold Data: Avoiding Trips to Siberia 2013 VLDB 0.00011953704
1,206 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.00011541214
1,524 Trekking Through Siberia: Managing Cold Data in a Memory-Optimized Database 2014 VLDB 0.00010356318
6,772 Cheap Data Analytics using Cold Storage Devices 2016 VLDB 5.6861277e-05
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# Overall Rank Paper Year Venue
1 3,290 Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024 SIGMOD
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3 12,069 Serverless Query Processing on a Budget 2020 SIGMOD
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