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CAP and Cloud Data Management

Raghu Ramakrishnan
2012 Computer  
PNUTS is a collaboration between the systems research group and the cloud platform group at Yahoo.  ...  Acknowledgments In writing this article, I was strongly influenced by the experience gained in designing, implementing, and deploying the PNUTS system (also known as Sherpa within Yahoo), and thank the  ...  The perspective described here is informed by my experience with Yahoo's PNUTS (Platform for Nimble Universal Table Storage ) data-serving platform, which has been in use since 2008. 1 As of 2011, PNUTS  ... 
doi:10.1109/mc.2011.388 fatcat:pur25evzufa53ebyzwcyxunixy

Data Management Challenges in Cloud Computing Infrastructures [chapter]

Divyakant Agrawal, Amr El Abbadi, Shyam Antony, Sudipto Das
2010 Lecture Notes in Computer Science  
The challenge of building consistent, available, and scalable data management systems capable of serving petabytes of data for millions of users has confronted the data management research community as  ...  opened up the challenge for designing data management systems that provide consistency guarantees at a granularity larger than single rows and keys.  ...  Recent years have therefore seen the emergence of a different class of scalable data management systems such Google's Bigtable [5] , PNUTS [6] from Yahoo!  ... 
doi:10.1007/978-3-642-12038-1_1 fatcat:zcagblsugfhqlbn3fhxgcwwz5y

Recent Developments in Cloud Based Systems: State of Art [article]

Mansaf Alam, Kashish Ara Shakil
2015 arXiv   pre-print
[33] PNUTS: It is a large scale, hosted and centrally managed database system .It is based on data serving for web applications like offline analysis of web crawlers.  ...  USE CASES OF CLOUD COMPUTING Yahoo cloud service Yahoo cloud proposed by Cooper et al. [15] provides a horizontal service platform which is shared by various applications which are vertical.  ... 
arXiv:1501.01323v1 fatcat:awyd2aeqpreilknqig4ywreetu

Research Challenges and Prospective Business Impacts of Cloud Computing: A Survey [article]

Amin Keshavarzi, Abolfazl T. Haghighat, Mahdi Bohlouli
2020 arXiv   pre-print
to the fact that cloud computing services have been proposed in recent years, organizations and individuals face with various challenges and problems such as how to migrate applications and software platforms  ...  Yahoo! Cloud Serving Benchmark (YCSB) [34] is for evaluation and comparing PNUTS system with other cloud Database (DB) systems.  ...  IaaS offers an integrated platform of information that provides a set of interfaces and standards to access data easily.  ... 
arXiv:2005.01475v1 fatcat:ssmivylld5gr7ceo3d76dog4sq

SpongeFiles

Khaled Elmeleegy, Christopher Olston, Benjamin Reed
2014 Proceedings of the 2014 ACM SIGMOD international conference on Management of data - SIGMOD '14  
Data skew is a major problem for data processing platforms like MapReduce. Skew causes worker tasks to spill to disk what they cannot fit in memory, which slows down the task and the overall job.  ...  We introduce SpongeFiles, a novel distributed-memory abstraction tailored to data processing environments like MapReduce.  ...  However, data skew can happen in other cloud data processing platforms like BigTable [5] , HBase [2] , and PNUTS [7] , where some nodes in the cluster may end up with larger active working sets than  ... 
doi:10.1145/2588555.2595634 dblp:conf/sigmod/ElmeleegyOR14 fatcat:6vrrwd2kcvcjjdumgpr2nxz7de

BigDataGrapes D7.1 - Scalability and Robustness Experimental Methodology

Ida Mele, Franco Maria Nardini, Raffaele Perego, Nicola Tonellotto, Vinicius Monteiro De Lira, Cristina Muntean, Salvatore Trani
2021 Zenodo  
We analyze the state-of-the-art for big data benchmarking considering different challenges which range from preserving the 4V properties of big data to streaming and scalability issues.  ...  The former allows to capture the data and test generators as well as the metrics; the latter represents the basic operations for configuring the system, converting the data, and analyzing the results.  ...  The Yahoo! Cloud Serving Benchmark (YCSB) (Cooper et al., 2010) was designed to provide tools for comparing different cloud data serving systems.  ... 
doi:10.5281/zenodo.4546220 fatcat:zmjmkixwovan7n2zv6spp3fw6e

BigDataGrapes D7.1 - Scalability and Robustness Experimental Methodology

Ida Mele, Nicola Tonellotto, Franco Maria Nardini, Raffaele Perego, Vinicius Monteiro de Lira, Cristina Muntean
2019 Zenodo  
We analyze the state-of-the-art for big data benchmarking considering different challenges which range from preserving the 4V properties of big data to streaming and scalability issues.  ...  The former allows to capture the data and test generators as well as the metrics; the latter represents the basic operations for configuring the system, converting the data, and analyzing the results.  ...  The Yahoo! Cloud Serving Benchmark (YCSB) (Cooper et al., 2010) was designed to provide tools for comparing different cloud data serving systems.  ... 
doi:10.5281/zenodo.1481772 fatcat:mrjdojgvbvgvllzpjfxxrt6rbq

Search Driven Row Key Design for Cloud Data Stores

A Diggikar#, D Rao
unpublished
The search driven key design enables control over data distribution, organizing related data, and load balancing.  ...  The data model and approach to database design has changed to leverage the characteristics of compute cloud. Google's Bigtable data model facilitates tables to be partitioned horizontally [1].  ...  We use the Yahoo Cloud Serving Benchmark(YCSB) [8] tool to measure the performance of different types of row keys mentioned above.  ... 
fatcat:7vyduyk3xrhhfaxtclkmuxllaa

Data management in cloud environments: NoSQL and NewSQL data stores

Katarina Grolinger, Wilson A Higashino, Abhinav Tiwari, Miriam AM Capretz
2013 Journal of Cloud Computing: Advances, Systems and Applications  
NoSQL and NewSQL data stores present themselves as alternatives that can handle huge volume of data.  ...  This work focuses on the storage aspect of cloud computing, specifically on data management in cloud environments.  ...  Although there have been some attempts to establish benchmarking standards, for example the Yahoo Cloud Serving Benchmark (YCSB) [62] , the adoption of these standards in practice has been limited.  ... 
doi:10.1186/2192-113x-2-22 fatcat:jmzsdtv375crxllpqyxmirhrxu

Solving Big Data Challenges for Enterprise Application Performance Management: A Study

Mudasir Kirmani, Abdul Wahid, Mudasir Kirmani, Abdul Wahid
2016 Asstt. Prof. (computer sciences   unpublished
With the increase in the size of data for small as well as big enterprises the complexity of managing the mammoth size of data has also increased.  ...  This increase in quantum of data has resulted in need for managing, monitoring and analyzing the stored data has also increased many folds.  ...  In-order to effectively manage big data for an enterprise different application performance management tools like YCSB (Yahoo cloud serving benchmark), PNUTS, Cassandra, HBase, My-SQL, VoltDB, Voldemort  ... 
fatcat:4olmkiuicnfyhfwajkysuercr4

Energy and Performance-Can a Wimpy-Node Cluster Challenge a Brawny Server? [article]

Daniel Schall, Theo Härder
2014 arXiv   pre-print
Yahoo PNUTS [7] , Bigtable [6] , and Cassandra 1 , are example of systems sacrificing transaction or schema support and query power [1] .  ...  In this state, a single node is serving the entire DBMS functionality (storage, processing, and cluster coordination).  ... 
arXiv:1407.0386v2 fatcat:77xidtkktvfi3nxorsebc2entm