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Serverless Computing: One Step Forward, Two Steps Back

Summary: Shows first‑gen serverless mismatches data‑centric, distributed and custom‑hardware workloads—limited state, I/O, network, extensibility. Argues these gaps stifle data‑systems innovation and lists challenges to make serverless a scalable, extensible exascale platform. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h2581164a23cb7134
Venue
CIDR
Year
2019
Pagerank
0.00012460326
Overall Rank
1,019 | 93.16%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{hellerstein_cidr19,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '19},
        title = {{Serverless Computing: One Step Forward, Two Steps Back}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Hellerstein, Joseph M. and Faleiro, Jose and Gonzalez, Joseph E. and Schleier-Smith, Johann and Sreekanti, Vikram and Tumanov, Alexey and Wu, Chenggang},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
932 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00013008551
1,441 Cloudburst: Stateful Functions-as-a-Service 2020 VLDB 0.00010641542
1,763 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 9.7003359e-05
3,240 Towards Demystifying Serverless Machine Learning Training 2021 SIGMOD 7.5002772e-05
3,463 DBOS: A DBMS-oriented Operating System 2022 VLDB 7.2821994e-05
4,034 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 6.8393244e-05
4,395 Transactional Causal Consistency for Serverless Computing 2020 SIGMOD 6.6164558e-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
5,090 Stateful Functions as a Service in Action 2019 VLDB 6.2797546e-05
5,380 New Directions in Cloud Programming 2021 CIDR 6.1551126e-05
6,753 Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities 2022 SIGMOD 5.6904085e-05
6,814 CrocodileDB: Efficient Database Execution through Intelligent Deferment 2020 CIDR 5.6735614e-05
6,951 Netherite: Efficient Execution of Serverless Workflows 2022 VLDB 5.6363458e-05
7,244 Serverless Data Science - Are We There Yet? A Case Study of Model Serving 2022 SIGMOD 5.5762915e-05
8,542 Serverless State Management Systems 2024 CIDR 5.3189983e-05
8,822 Boosting Efficiency of External Pipelines by Blurring Application Boundaries 2022 CIDR 5.2690274e-05
9,451 CockroachDB Serverless: Sub-second Scaling from Zero with Multi-region Cluster Virtualization 2025 SIGMOD 5.1749657e-05
9,839 Cost-efficiency and Performance Robustness in Serverless Data Exchange 2022 SIGMOD 5.1234085e-05
10,125 End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure 2026 CIDR 5.0751052e-05
11,460 Off-the-shelf Data Analytics on Serverless 2024 CIDR 4.9793485e-05
11,653 CausalMesh: A Causal Cache for Stateful Serverless Computing 2024 VLDB 4.9793485e-05
12,063 Le Taureau : Deconstructing the Serverless Landscape & A Look Forward 2020 SIGMOD 4.9793485e-05
12,069 Serverless Query Processing on a Budget 2020 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1,000 Declarative Networking: Language, Execution and Optimization 2006 SIGMOD 0.00012607089
1,245 Consistency Analysis in Bloom: a CALM and Collected Approach 2011 CIDR 0.00011353116
1,478 Building on Quicksand 2009 CIDR 0.00010548037
1,630 Relational Transducers for Declarative Networking 2011 PODS 0.00010033547
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