Skip to main content
SpringerLink
Log in

SLA-basierte Konfiguration eines modularen Datenbanksystems für die Cloud

  • Chapter
  • First Online:
Big Data

Part of the book series: Edition HMD ((EHMD))

Zusammenfassung

Die Popularität des Cloud Computing hat dazu geführt, dass viele Unternehmen ihre Anwendungen nicht mehr selbst mit eigenen Ressourcen betreiben. Diese Anwendungen laufen vielmehr komplett „in der Cloud“. Da die Datenverwaltung ein wesentlicher Teil dieser Anwendungen ist, werden Cloud-Anbieter mit vielen unterschiedlichen Anforderungen an die Speicherung von und den Zugriff auf Daten konfrontiert. Daher müssen Cloud-Anbieter auch entsprechend viele verschiedene Varianten für die Verwaltung von Daten bereitstellen. Diese Varianten unterscheiden sich dabei nicht nur in den technischen Eigenschaften (z. B. Datenkonsistenz, Verfügbarkeit oder Antwortzeit), sondern auch in den Kosten für die benötigte Infrastruktur, die dafür anfallen. Zukünftige Cloud-Lösungen sollten daher nicht nur Einzellösungen oder wenige vorgegebene Konfigurationen anbieten, sondern aus konfigurierbaren Modulen und Protokollen bestehen, die dynamisch, je nach Anforderungen der Nutzer, kombiniert werden können. Damit kann eine größtmögliche Flexibilität erreicht werden, um gleichzeitig möglichst viele heterogene Anforderungen von Cloud-Nutzern zu befriedigen. Während Module die Bausteine eines solchen Systems darstellen, beschreiben die Protokolle das gewünschte Verhalten dieser Bausteine. Eine große Herausforderung ist die Auswahl der geeigneten Module und Protokolle, deren Konfiguration und dynamische Anpassung an sich verändernde Anforderungen.

Vollständig überarbeiteter und erweiterter Beitrag basierend auf Ilir Fetai, Filip-M. Brinkmann, Heiko Schuldt: „PolarDBMS: Towards a cost-effective and policy-based data management in the cloud“ erschienen in Proceedings of the 6th International Workshop on Cloud Data Management (CloudDB 2014), Chicago, IL, USA, März 2014. IEEE.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 64.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 84.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Literatur

  • Agrawal, D., Abbadi, A.E., Antony, S., Das, S.: Data management challenges in cloud computing infrastructures. In: Proceedings of the 6th International Workshop on Databases in Networked Information Systems (DNIS 2010), Bd. 5999. Springer LNCS, Aizu-Wakamatsu (2010)

    Google Scholar 

  • Amazon S3: http://aws.amazon.com/s3/. (2015). Zugegriffen im 07.2015

  • Amazon Web Services: Summary of the Amazon EC2 and Amazon RDS Service Disruption in the US East Region. http://aws.amazon.com/message/65648/ (2011)

  • Bailis, P., Davidson, A., Fekete, A., Ghodsi, A., Hellerstein, J.M., Stoica, I.: Highly available transactions: virtues and limitations. In: Proceedings of the VLDB Endowment 7(3), S. 181–192 (2013)

    Google Scholar 

  • Becker, B., Gschwind, S., Ohler, T., Seeger, B., Widmayer, P.: An asymptotically optimal multiversion B-tree. The VLDB Journal 5(4), 264–275 (1996)

    Article  Google Scholar 

  • Bernstein, P.A., Das, S.: Rethinking eventual consistency. In: Proceedings of the ACM SIGMOD International Conference on Management of Data (SIGMOD 2013). ACM Press, New York (2013)

    Google Scholar 

  • Bernstein, P.A., Goodman, N.: An algorithm for concurrency control and recovery in replicated distributed databases. ACM Transactions on Database Systems (TODS) 9(4), 596–615 (1984)

    Article  MathSciNet  Google Scholar 

  • Bornea, M.B., Hodson, O., Elnikety, S., Fekete, A.: One-copy serializability with snapshot isolation under the hood. In: Proceedings of the 27th International Conference on Data Engineering (ICDE 2011), IEEE Computer Society, Hannover, S. 625–636 (2011)

    Google Scholar 

  • Brantner, M., Florescu, D., Graf, D.A., Kossmann, D., Kraska, T.: Building a database on S3. In: Proceedings of the 2008 ACM SIGMOD International Conference on Management of Data (SIGMOD 2008), Vancouver, S. 251–264 (2008)

    Google Scholar 

  • Brewer, E.A.: Towards robust distributed systems. In: Proceedings of the 19th Annual ACM Symposium on Principles of Distributed Computing (PODC 2000), ACM, Portland, Juli (2000)

    Google Scholar 

  • Brinkmann, F.-M., Schuldt, H.: Towards archiving-as-a-service: a distributed index for the cost-effective access to replicated multi-version data. In: Proceedings of the 19th International Database Engineering & Applications Symposium (IDEAS 2015), Yokohama, Juli (2015)

    Google Scholar 

  • Cahill, M.J., Röhm, U., Fekete, A.D.: Serializable isolation for snapshot databases. ACM Transactions on Database Systems (TODS) 34(4), 1–42 (2009)

    Article  Google Scholar 

  • Curino, C., Jones, E.P.C., Popa, R.A., Malviya, N., Wu, E., Madden, S., Balakrishnan, H., Zeldovich, N.: Relational cloud: a database service for the cloud. In: Proceedings of the 5th Biennial Conference on Innovative Data Systems Research (CIDR 2011), Asilomar, Januar (2011)

    Google Scholar 

  • Daudjee, K., Salem, K.: Lazy database replication with snapshot isolation. In: Proceedings of the 32nd International Conference on Very Large Data Bases (VLDB 2006), ACM, Seoul, September (2006)

    Google Scholar 

  • DeCandia, G., Hastorun, D., Jampani, M., Kakulapati, G., Lakshman, A., Pilchin, A., Sivasubramanian, S., Vosshall, P., Vogels, W.: Dynamo: Amazon’s highly available key-value store. In: Proceedings of the 21st ACM Symposium on Operating Systems Principles (SOSP 2007), ACM, Stevenson, S. 205–220, Oktober (2007)

    Google Scholar 

  • Dittrich, K.R., Geppert, A.: Component Database Systems. Morgan Kaufmann, San Francisco (2000)

    Google Scholar 

  • Dittrich, J., Jindal, A.: Towards a one size fits all database architecture. In: Proceedings of the 5th Biennial Conference on Innovative Data Systems Research (CIDR 2011), Asilomar, Januar (2011)

    Google Scholar 

  • Eaton, K.: How one second could cost Amazon $1.6 billion in sales. Fast Company 14, 2012. http://www.fastcompany.com/1825005/how-one-second-could-cost-amazon-16-billion-sales

  • Elmasri, R., Wuu, G.T.J., Kim, Y.-J.: The time index: an access structure for temporal data. In: Proceedings of the 16th International Conference on Very Large Data Bases (VLDB 1990), San Francisco, S. 1–12 (1990)

    Google Scholar 

  • Elnikety, S., Zwaenepoel, W., Pedone, F.: Database replication using generalized snapshot isolation. In: Proceedings of the 24th IEEE Symposium on Reliable Distributed Systems (SRDS 2005), IEEE Computer Society, Orlando, October (2005)

    Google Scholar 

  • Fekete, A.: Allocating isolation levels to transactions. In: Proceedings of the 24th ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems (PODS 2005), ACM, Baltimore, Juni (2005)

    Google Scholar 

  • Fetai, I., Schuldt, H.: Cost-based data consistency in a data-as-a-service cloud environment. In: Proceedings of the 5th International Conference on Cloud Computing (CLOUD 2012), IEEE, Honolulu, Juni (2012a)

    Google Scholar 

  • Fetai, I., Schuldt, H.: Cost-based adaptive concurrency control in the cloud. Technischer Bericht CS-2012-001, Universität Basel, Departement Mathematik und Informatik, Februar (2012b)

    Google Scholar 

  • Fetai, I., Schuldt, H.: SO-1SR: towards a self-optimizing one-copy serializability protocol for data management in the cloud. In: Proceedings of the 5th International Workshop on Cloud Data Management (CloudDB 2013), ACM, San Francisco, Oktober (2013)

    Google Scholar 

  • Fetai, I., Brinkmann, F.-M., Schuldt, H.: PolarDBMS: towards a cost-effective and policy-based data management in the cloud. In: Proceedings of the 6th International Workshop on Cloud Data Management (CloudDB 2014), IEEE, Chicago, März (2014)

    Google Scholar 

  • Florescu, D., Kossmann, D.: Rethinking cost and performance of database systems. ACM Sigmod Record 38(1), 43–48 (2009)

    Article  Google Scholar 

  • French, C.D.: „One size fits all“ database architectures do not work for DDS. In: Proceedings of the 1995 ACM SIGMOD International Conference on Management of Data (SIGMOD 1995), ACM, San Jose (1995)

    Google Scholar 

  • Giceva, J., Salomie, T.-I., Schüpbach, A., Alonso, G., Roscoe, T.: COD: database/operating system co-design. In: Proceedings of the 6th Biennial Conference on Innovative Data Systems Research (CIDR 2013), Asilomar, Januar (2013)

    Google Scholar 

  • Gilbert, S., Lynch, N.A.: Brewer’s conjecture and the feasibility of consistent, available, partition-tolerant web services. SIGACT News 33(2), 51–59 (2002)

    Article  Google Scholar 

  • Gray, J., Helland, P., O’Neil, P.E., Shasha, D.: The dangers of replication and a solution. In: Proceedings of the ACM SIGMOD International Conference on Management of Data (SIGMOD 1996), ACM, Montréal, Juni, (1996)

    Google Scholar 

  • Hale, C.: You can’t sacrifice partition tolerance. http://codahale.com/you-cant-sacrifice-partition-tolerance (2010)

  • Irmert, F., Daum, M., Meyer-Wegener, K.: A new approach to modular database systems. In: Proceedings of the 2008 Workshop on Software Engineering for Tailor-made Data Management, Nantes (2008)

    Google Scholar 

  • Jensen, C.S., Clifford, J., Gadia, S.K., Segev, A., Snodgrass, R.T.: A glossary of temporal database concepts. SIGMOD Record 21(3), 35–43 (1992)

    Article  Google Scholar 

  • Johnson, R., Pandis, I.: The bionic DBMS is coming, but what will it look like? In: Proceedings of the 6th Biennial Conference on Innovative Data Systems Research (CIDR 2013), Asilomar, Januar 2013

    Google Scholar 

  • Jung, H., Han, H., Fekete, A., Röhm, U.: Serializable snapshot isolation for replicated databases in high-update scenarios. Proceedings of the VLDB Endowment 4(11), 783–794 (2011)

    Google Scholar 

  • Kemme, B., Alonso, G.: Don’t be lazy, be consistent: Postgres-R, a new way to implement database replication. In: Proceedings of the 26th International Conference on Very Large Data Bases (VLDB 2000), Morgan Kaufmann, Kairo, S. 134–143, September 2000

    Google Scholar 

  • Kossmann, D., Kraska, T., Loesing, S., Merkli, S., Mittal, R., Pfaffhauser, F.: Cloudy: a modular cloud storage system. Proceedings of the VLDB Endowment 3(2), 2010

    Google Scholar 

  • Kraska, T., Hentschel, M., Alonso, G., Kossmann, D.: Consistency rationing in the cloud: pay only when it matters. Proceedings of the VLDB Endowment 2(1), 253–264 (2009)

    Article  Google Scholar 

  • Miller, M.S., Drexler, K.E.: Markets and computation: Agoric open systems. In: Huberman, B.A. (Hrsg.): The Ecology of Computation. Elsevier Science Publishers, North-Holland (1988)

    Google Scholar 

  • Muth, P., O’Neil, P.E., Pick, A., Weikum, G.: The LHAM log-structured history data access method. The VLDB Journal 8(3–4), 199–221 (2000)

    Article  Google Scholar 

  • Pepitone, J.: Amazon EC2 outage downs Reddit, Quora. CNN Money, 22 April 2011. http://money.cnn.com/2011/04/21/technology/amazon_server_outage

  • Röhm, U., Böhm, K., Schek, H.-J., Schuldt, H.: FAS – a freshness-sensitive coordination middleware for a cluster of OLAP components. In: Proceedings of 28th International Conference on Very Large Data Bases (VLDB 2002), Morgan Kaufmann, Hong Kong, S. 754–765, August 2002

    Google Scholar 

  • Schütze, R.: Intuitionistic Fuzzy Component Failure Analysis (IFCFIA) – a gradual method for SLA dependency mapping and bi-polar impact assessment. Technischer Bericht, Departement Informatik, Universität Fribourg (2013)

    Google Scholar 

  • Snodgrass, R.T., Ahn, I.: Temporal databases. IEEE Computer 19(9), 35–42 (1986)

    Article  MATH  Google Scholar 

  • Stonebraker, M.: New opportunities for new SQL. Communications of the ACM 55(11), 10–11 (2012)

    Article  Google Scholar 

  • Stonebraker, M., Çetintemel, U.: „One size fits all“: an idea whose time has come and gone. In: Proceedings of the 21st International Conference on Data Engineering (ICDE 2005), IEEE Computer Society, Tokyo, April 2005

    Google Scholar 

  • Tsotras, V.J., Kangerlaris, N.: The snapshot index: an I/O-optimal access method for timeslice queries. Information Systems 20(3), 237–260 (1995)

    Article  Google Scholar 

  • Vogels, W.: Eventually consistent. Communications of the ACM 52(1), 40–44 (2009)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Universität Basel, Basel, Schweiz

    Filip-Martin Brinkmann, Ilir Fetai & Heiko Schuldt

Authors
  1. Filip-Martin Brinkmann
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Ilir Fetai
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Heiko Schuldt
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Filip-Martin Brinkmann .

Editor information

Editors and Affiliations

  1. Scigility AG, Marly, Switzerland

    Daniel Fasel

  2. Institut für Informatik, Univ. Fribourg, Fribourg, Switzerland

    Andreas Meier

Rights and permissions

Reprints and permissions

Copyright information

© 2016 Springer Fachmedien Wiesbaden

About this chapter

Cite this chapter

Brinkmann, FM., Fetai, I., Schuldt, H. (2016). SLA-basierte Konfiguration eines modularen Datenbanksystems für die Cloud. In: Fasel, D., Meier, A. (eds) Big Data. Edition HMD. Springer Vieweg, Wiesbaden. https://doi.org/10.1007/978-3-658-11589-0_9

Download citation

Publish with us

Policies and ethics

Search

Navigation