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One Hadoop, Multiple Clouds
1.
1© Cloudera, Inc.
All rights reserved. One Hadoop, Multiple Clouds Andrei Savu | Tech Lead, Cloudera Director
2.
2© Cloudera, Inc.
All rights reserved. About me Tech Lead on Cloudera Director Previously founder of axemblr.com Contributed to Apache Whirr (PMC) & jclouds. Twitter: https://twitter.com/andreisavu LinkedIn: https://www.linkedin.com/in/sandrei
3.
3© Cloudera, Inc.
All rights reserved. Cloudera Director cloudera.com/director Deploy and manage enterprise-grade Hadoop in the cloud AWS & Google Cloud Extensible via plugins
4.
Journey to the
Cloud
5.
5© Cloudera, Inc.
All rights reserved. Do you use a public or private cloud? How do you run and manage Hadoop?
6.
6© Cloudera, Inc.
All rights reserved. What is this talk about? State of the World Architectural Patterns Imagine the Future
7.
7© Cloudera, Inc.
All rights reserved. Gartner's 2015 Hype Cycle for Emerging Technologies (source) Advanced Analytics Hybrid Cloud Internet of Things
8.
8© Cloudera, Inc.
All rights reserved. Hybrid Clouds Cloud Exchange Application Portability Private-Public Public-Public
9.
9© Cloudera, Inc.
All rights reserved. Cloud Wars AWS Microsoft Azure Google Cloud VMWare Openstack etc.
10.
10© Cloudera, Inc.
All rights reserved. Data has Mass and Gravity
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11© Cloudera, Inc.
All rights reserved. Hadoop Environments On-Premise versus Cloud On-Premise Cloud Storage Direct Attached Direct Attached or Object Store Data Not shared across clusters Shared across multiple clusters Sizing Fixed-size Dynamic based on load Usage Model All users share cluster Clusters created as needed for apps/users Resource Management (YARN) HDFS Process Discover Model Serve Industry Standard Servers (CPU, Memory, & Direct Attached Storage) Resource Management (YARN) HDFS Process Discover Model Serve Industry Standard Servers (CPU & Memory) Object Storage
12.
12© Cloudera, Inc.
All rights reserved. Cloud providers shipping distributions of Hadoop Integration Unlock Query Engines Migration workloads Is that a sustainable advantage? Or just a temporary stop gap?
13.
13© Cloudera, Inc.
All rights reserved. Maturity level On-prem vs. Cloud Monitoring Dev / Test / Prod Availability Durability
14.
14© Cloudera, Inc.
All rights reserved. Common Architectural Patterns in the Cloud Object Storage Source Data Seed Data Backup/DR ETL/MODELING (Spark, MapReduce) • Short-running clusters • Elastic workload • No local storage necessary |WASB |SWIFT |BLOB • Long-running clusters • Sized to demand • Some local storage BI/ANALYTICS (Impala, Solr) • Fixed clusters • Periodic sync • Default to local storage APP DELIVERY (HBase, Kudu)
15.
15© Cloudera, Inc.
All rights reserved. Cluster lifecycle management Create / Terminate Discovery Metadata Monitoring
16.
16© Cloudera, Inc.
All rights reserved. Work Queue Workflows Dispatch Tracking Decoupled Fault Tolerant
17.
17© Cloudera, Inc.
All rights reserved. Common Architectural Patterns in the Cloud Object Storage Source Data Seed Data Backup/DR ETL/MODELING (Spark, MapReduce) • Short-running clusters • Elastic workload • No local storage necessary |WASB |SWIFT |BLOB • Long-running clusters • Sized to demand • Some local storage BI/ANALYTICS (Impala, Solr) • Fixed clusters • Periodic sync • Default to local storage APP DELIVERY (HBase, Kudu)
18.
18© Cloudera, Inc.
All rights reserved. Multi-user Secure Isolated Friendly
19.
19© Cloudera, Inc.
All rights reserved. Elastic Grow or shrink Business hours Number of users Storage vs. Compute Cost efficient
20.
20© Cloudera, Inc.
All rights reserved. Common Architectural Patterns in the Cloud Object Storage Source Data Seed Data Backup/DR ETL/MODELING (Spark, MapReduce) • Short-running clusters • Elastic workload • No local storage necessary |WASB |SWIFT |BLOB • Long-running clusters • Sized to demand • Some local storage BI/ANALYTICS (Impala, Solr) • Fixed clusters • Periodic sync • Default to local storage APP DELIVERY (HBase, Kudu)
21.
21© Cloudera, Inc.
All rights reserved. Advanced Monitoring Latency Resource utilization Consistent performance
22.
22© Cloudera, Inc.
All rights reserved. High availability and failure domains Data durability Repair within SLA Host-to-instance
23.
23© Cloudera, Inc.
All rights reserved. Backup and disaster recovery Object store centric Active-Standby
24.
24© Cloudera, Inc.
All rights reserved. Imagine the Future Portable Experience Self-service Self-healing Granular Security Advanced Governance Complete Management What’s your vision?
25.
26.
26© Cloudera, Inc.
All rights reserved. Thank you! asavu@cloudera.com
27.
27© Cloudera, Inc.
All rights reserved. Resources Cloudera Director: http://www.cloudera.com/director Interested in API level integration and scripting? https://github.com/cloudera/director-sdk https://github.com/cloudera/director-scripts Interested in integration with another cloud platform? https://github.com/cloudera/director-spi https://github.com/cloudera/director-google-plugin
28.
28© Cloudera, Inc.
All rights reserved. What’s new in Cloudera Director 1.5? http://blog.cloudera.com/blog/2015/08/whats-new-in- cloudera-director-1-5/ Get Started AWS Reference Guide GCP Reference Guide Try It Out AWS Quickstart Resources
29.
Cloudera Director Screenshots
30.
© 2014 Cloudera,
Inc. All rights reserved.
31.
© 2014 Cloudera,
Inc. All rights reserved.
32.
© 2014 Cloudera,
Inc. All rights reserved.
33.
© 2014 Cloudera,
Inc. All rights reserved.
34.
© 2014 Cloudera,
Inc. All rights reserved.
35.
© 2014 Cloudera,
Inc. All rights reserved.
36.
© 2014 Cloudera,
Inc. All rights reserved.
37.
© 2014 Cloudera,
Inc. All rights reserved.
38.
© 2014 Cloudera,
Inc. All rights reserved.
39.
© 2014 Cloudera,
Inc. All rights reserved.
40.
© 2014 Cloudera,
Inc. All rights reserved.
41.
© 2014 Cloudera,
Inc. All rights reserved.
42.
© 2014 Cloudera,
Inc. All rights reserved.
43.
© 2014 Cloudera,
Inc. All rights reserved.
44.
© 2014 Cloudera,
Inc. All rights reserved.
45.
45© Cloudera, Inc.
All rights reserved. Thank you! asavu@cloudera.com
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