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Real-time data processing applications with low latency requirements have led to the increasing popularity of stream processing systems. While such systems offer convenient APIs that can be used to achieve data parallelism automatically,…

Programming Languages · Computer Science 2022-01-04 Konstantinos Kallas , Filip Niksic , Caleb Stanford , Rajeev Alur

Serverless computing that runs functions with auto-scaling is a popular task execution pattern in the cloud-native era. By connecting serverless functions into workflows, tenants can achieve complex functionality. Prior researches adopt the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-01 Zijun Li , Chuhao Xu , Quan Chen , Jieru Zhao , Chen Chen , Minyi Guo

Function as a Service (FaaS) paradigm is becoming widespread and is envisioned as the next generation of cloud systems that mitigate the burden for programmers and cloud solution architects. However, the FaaS abstraction only makes the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-07 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

The massive growth of mobile and IoT devices demands geographically distributed computing systems for optimal performance, privacy, and scalability. However, existing edge-to-cloud serverless platforms lack location awareness, resulting in…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-26 Mohammadreza Malekabbasi , Tobias Pfandzelter , Trever Schirmer , David Bermbach

In this position paper we argue for standardizing how we share and process data in scientific workflows at the network-level to maximize step re-use and workflow portability across platforms and networks in pursuit of a foundational…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-19 Taylor Paul , William Regli

Serverless clouds promise efficient scaling, reduced toil and monetary costs. Yet, serverless-ing a complex, legacy application might require major refactoring and thus is risky. As a case study, we use Airflow, an industry-standard…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-04 Filip Mikina , Pawel Zuk , Krzysztof Rzadca

Function as a Service (FaaS) permits cloud customers to deploy to cloud individual functions, in contrast to complete virtual machines or Linux containers. All major cloud providers offer FaaS products (Amazon Lambda, Google Cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-12 Pawel Zuk , Krzysztof Rzadca

As particle accelerator control systems evolve in complexity and scale, the need for responsive, scalable, and cost-effective computational infrastructure becomes increasingly critical. Function-as-a-Service (FaaS) offers an alternative to…

Accelerator Physics · Physics 2025-12-11 A. Jaikar , J. Diamond , A. Tiradani , B. Harrison

High performance is needed in many computing systems, from batch-managed supercomputers to general-purpose cloud platforms. However, scientific clusters lack elastic parallelism, while clouds cannot offer competitive costs for…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-16 Marcin Copik , Konstantin Taranov , Alexandru Calotoiu , Torsten Hoefler

Function-as-a-Service (FaaS) is at the core of serverless computing, enabling developers to easily deploy applications without managing computing resources. With an Infrastructure-as-Code (IaC) approach, frameworks like the Serverless…

Software Engineering · Computer Science 2025-08-05 Angel C. Chavez-Moreno , Cristina L. Abad

Lakehouses are now the default substrate for analytics and AI, but they remain fragile under concurrent, untrusted change: schema mismatches often surface only at runtime, development and production easily diverge, and multi-table pipelines…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-18 Weiming Sheng , Jinlang Wang , Manuel Barros , Aldrin Montana , Jacopo Tagliabue , Luca Bigon

Increasing popularity of the serverless computing approach has led to the emergence of new cloud infrastructures working in Container-as-a-Service (CaaS) model like AWS Fargate, Google Cloud Run, or Azure Container Instances. They introduce…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-23 Krzysztof Burkat , Maciej Pawlik , Bartosz Balis , Maciej Malawski , Karan Vahi , Mats Rynge , Rafael Ferreira da Silva , Ewa Deelman

DAG (directed acyclic graph) tasks are widely used to model parallel real-time workload. The real-time performance of a DAG task not only depends on its total workload, but also its graph structure. Intuitively, with the same total…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-26 Qingqiang He , Nan Guan , Mingsong Lv

Serverless functions provide high levels of parallelism, short startup times, and "pay-as-you-go" billing. These attributes make them a natural substrate for data analytics workflows. However, the impossibility of direct communication…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-26 Germán T. Eizaguirre , Marc Sánchez-Artigas , Pedro García-López

Cloud-based services with resources to be provisioned for consumers are increasingly the norm, especially with respect to Big data, spatiotemporal data mining and application services that impose a user's agreed Quality of Service (QoS)…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-07 John Olorunfemi Abe , Burak Berk Ustundaug

Developer Productivity Dashboards are essential for visualizing DevOps performance metrics such as Deployment Frequency and Change Failure Rate (DORA). However, the utility of these dashboards is frequently undermined by data reliability…

Software Engineering · Computer Science 2026-02-26 Yuvraj Agrawal , Pallav Jain

"Application-platform co-design" refers to the phenomenon of new platforms being created in response to changing application needs, followed by application design and development changing due to the emergence (and the specifics,…

Software Engineering · Computer Science 2021-11-02 Sebastian Werner , Stefan Tai

Cloud infrastructure supports the efficient operation of data pipelines regarding requirements like cost, speed, and resource utilization. We present an integrated view of optimization opportunities for cloud-based data pipelines by…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-03 Johannes Jablonski , Georg-Daniel Schwarz , Philip Heltweg , Dirk Riehle

In recent years Serverless Computing has emerged as a compelling cloud based model for the development of a wide range of data-intensive applications. However, rapid container provisioning introduces non-trivial challenges for FaaS cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-28 Dimitrios Tomaras , Michail Tsenos , Vana Kalogeraki

Meeting the requirements of future services with time sensitivity and handling sudden load spikes of the services in Fog computing environments are challenging tasks due to the lack of publicly available Fog nodes and their characteristics.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-05 Sudheer Kumar Battula , Saurabh Garg , James Montgomery , Ranesh Naha