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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
9.7923765e-05
Overall Rank
1,716 | 88.50%
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 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
2,162 Towards Cost-Optimal Query Processing in the Cloud 2021 VLDB 8.9192007e-05
3,193 Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024 SIGMOD 7.5325527e-05
3,256 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD 7.4732677e-05
3,303 Cloud Analytics Benchmark 2023 VLDB 7.4212268e-05
4,058 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 6.8134824e-05
4,424 Boxer: Data Analytics on Network-enabled Serverless Platforms 2021 CIDR 6.5896312e-05
4,999 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.3086259e-05
5,312 Optimizing Data-intensive Systems in Disaggregated Data Centers with TELEPORT 2022 SIGMOD 6.1696365e-05
6,612 GaussDB: A Cloud-Native Multi-Primary Database with Compute-Memory-Storage Disaggregation 2024 VLDB 5.7175793e-05
6,618 Cackle: Analytical Workload Cost and Performance Stability With Elastic Pools 2023 SIGMOD 5.715013e-05
6,805 CompuCache: Remote Computable Caching using Spot VMs 2022 CIDR 5.6612739e-05
7,169 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5789764e-05
7,248 Serverless Data Science - Are We There Yet? A Case Study of Model Serving 2022 SIGMOD 5.5597893e-05
7,470 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 5.5032592e-05
9,196 Optimizing Inference Serving on Serverless Platforms 2022 VLDB 5.1956429e-05
9,243 CloudGlide: Deconstructing the Landscape of Cloud-Based Analytics 2025 VLDB 5.1864799e-05
9,871 Cost-efficiency and Performance Robustness in Serverless Data Exchange 2022 SIGMOD 5.1053749e-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
10,347 Intra-Query Runtime Elasticity for Cloud-Native Data Analysis 2025 SIGMOD 5.0195882e-05
10,393 EASE: Resource-aware Query Scheduling across Heterogeneous Cloud Compute Services 2027 SIGMOD 4.9605343e-05
10,528 FaaSBoard: Efficient Graph Processing with a Disaggregated Architecture on Serverless Services 2026 SIGMOD 4.9605343e-05
10,927 Interoperable ACID Transactions for Open Table Formats 2026 VLDB 4.9605343e-05
11,149 Efficient Approximate Query Processing with Block Sampling 2025 CIDR 4.9605343e-05
11,368 ArrayMorph: Optimizing Hyperslab Queries on the Cloud for Machine Learning Pipelines 2025 VLDB 4.9605343e-05
11,404 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 4.9605343e-05
11,518 Off-the-shelf Data Analytics on Serverless 2024 CIDR 4.9605343e-05
11,728 Templating Shuffles 2023 CIDR 4.9605343e-05
11,945 CDI-E: An Elastic Cloud Service for Data Engineering 2022 VLDB 4.9605343e-05
12,042 Toto - Benchmarking the Efficiency of a Cloud Service 2021 SIGMOD 4.9605343e-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 0.00034518001
729 Anti-Caching: A New Approach to Database Management System Architecture 2013 VLDB 0.00014393711
1,019 Serverless Computing: One Step Forward, Two Steps Back 2019 CIDR 0.0001243645
1,025 High-Speed Query Processing over High-Speed Networks 2016 VLDB 0.00012396134
1,117 Adaptive Range Filters for Cold Data: Avoiding Trips to Siberia 2013 VLDB 0.00011928965
1,205 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.00011512846
1,523 Trekking Through Siberia: Managing Cold Data in a Memory-Optimized Database 2014 VLDB 0.00010338554
6,759 Cheap Data Analytics using Cold Storage Devices 2016 VLDB 5.6710776e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 3,193 Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024 SIGMOD
2 10,528 FaaSBoard: Efficient Graph Processing with a Disaggregated Architecture on Serverless Services 2026 SIGMOD
3 12,119 Serverless Query Processing on a Budget 2020 SIGMOD
4 10,139 Adaptive data transformations for QaaS 2025 CIDR
5 4,999 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD
6 1,019 Serverless Computing: One Step Forward, Two Steps Back 2019 CIDR
7 7,248 Serverless Data Science - Are We There Yet? A Case Study of Model Serving 2022 SIGMOD
8 9,871 Cost-efficiency and Performance Robustness in Serverless Data Exchange 2022 SIGMOD
9 3,256 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD
10 11,518 Off-the-shelf Data Analytics on Serverless 2024 CIDR