Cloudera and Hadoop Overview
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Questions and Answers

What is one of the unique capabilities mentioned for managing workloads with Cloudera?

  • Third-party software integrations
  • User training and support
  • Schema and workload profiling (correct)
  • Data encryption best practices

In the context of real-time data analysis, which technology is integrated with Apache Spark for efficient processing?

  • Hadoop Distributed File System
  • Cisco Big Data Analytics Platform (correct)
  • MongoDB
  • Oracle Database

What is a primary benefit of using Cloudera on Azure for smart buildings?

  • Continuous surveillance of passenger behavior
  • Increased manual control over machinery
  • Developing mobile applications for passenger updates
  • Capturing and correlating sensor data to prevent downtimes (correct)

What issue is addressed by the real-time weather response system in smart cities?

<p>Inclement weather road management (C)</p> Signup and view all the answers

What future capability is mentioned for optimization processes with Cloudera?

<p>Optimization automation (A)</p> Signup and view all the answers

What advantage does Cloudera Manager offer for managing Hadoop clusters?

<p>Zero-downtime administration (B)</p> Signup and view all the answers

Which feature differentiates Kudu from traditional HDFS storage?

<p>It is a columnar store (B)</p> Signup and view all the answers

Why is Kudu particularly suitable for time series and streaming data?

<p>It allows both sequential and random data access (D)</p> Signup and view all the answers

What is one of the specific capabilities of the Cloudera Management Suite?

<p>Unified management across all Hadoop services (D)</p> Signup and view all the answers

Which programming language is Kudu written in?

<p>C++ (C)</p> Signup and view all the answers

What is a primary focus of the Navigator Optimizer in Cloudera's suite?

<p>Understanding usage to reduce costs (B)</p> Signup and view all the answers

What unique proposition does Cloudera present regarding Spark support?

<p>They provide extensive support with more customers than competitors (A)</p> Signup and view all the answers

In which situation is Kudu the most beneficial to use?

<p>When needing simultaneous random and sequential access (A)</p> Signup and view all the answers

Flashcards

IoT data analysis

Analyzing data from sensors and devices (IoT) for insights and actions.

Real-time analytics

Processing data as it arrives to gain immediate insights.

Preventative maintenance

Using data analysis to predict and prevent equipment failures.

Smart Buildings

Buildings using technology and data to improve efficiency and safety.

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Snow and ice management

Using real-time data to improve road management during inclement weather.

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Cloudera Enterprise

A platform that makes Hadoop fast, easy, and secure for managing big data.

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Hadoop

A platform for storing and processing large datasets.

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Cloudera Manager

A complete, zero-downtime administration tool for Apache Hadoop.

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Spark Support

Cloudera leads in Spark support, with more customers than competitors.

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KUDU

A new storage engine for structured data, not using HDFS.

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KUDU Use Cases

Simultaneous sequential and random data access, simplified data ingest, data updates.

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Navigator Optimizer

Tool to understand data warehouse and Hadoop cluster usage for optimization.

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Hadoop Management Suite

Cloudera's solution for managing and monitoring Apache Hadoop across all services.

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Study Notes

Cloudera Enterprise

  • Cloudera makes Hadoop faster, easier, and more secure
  • Hadoop provides a single platform for unlimited data and unified multi-framework data access
  • Cloudera features leading performance, easy system management, and security compliant with regulations

Hadoop Management Suite

  • Cloudera Manager is a complete, zero-downtime administration tool for Apache Hadoop, focusing on the solution rather than the cluster.
  • Unique capabilities include unified configuration, management, and monitoring across all Hadoop services, online installation and upgrades, direct connection to Cloudera Support, and third-party extensibility

Spark Support

  • Cloudera is a leader in Spark support, with more customers running Spark than any competitor
  • Installations range from small deployments to large-scale clusters with thousands of nodes
  • Cloudera has supported Spark since early 2014, being the first Hadoop vendor to do so
  • Cloudera and Intel collaborate with over 20 developers working on Spark and 4 committers

KUDU (Storage Engine)

  • KUDU is a new storage engine for structured data (tables) that's not based on HDFS
  • It's a columnar store
  • It's mutable, allowing insert, update, delete, and scan operations
  • Written in C++, and open-source under the Apache license
  • Currently in beta

KUDU Use Cases

  • When simultaneous sequential and random data access is required
  • When simplifying data ingestion is key
  • When updating data is essential
  • Suitable for time series data and streaming data requiring immediate availability
  • Useful for online reporting with simplified ingestion

Adaptive Data Model Management

  • Cloudera's approach improves database productivity via continuous optimization
  • Navigator Optimizer helps understand data warehouse and Hadoop cluster usage, enabling optimizations for cost reduction and performance improvement.
  • Unique features include schema and workload profiling, data model discovery, optimization guidance, and future automation features

Cisco Integrated Infrastructure with Cloudera

  • Cloudera enables a complete stack for machine learning
  • Integration with Apache Spark Streaming for real-time analysis of data.
  • Write back to Kafka for further processing or sending to applications.

Use Cases - Smart Buildings and Cities

  • Smart Buildings (Preventative Maintenance): Cloudera on Azure secures and correlates IoT sensor data from building systems to prevent unplanned downtime.
  • Smart Cities (Snow and Ice Management): A real-time weather response system using real-time data and Automatic Vehicle Locations (sensor data from salt trucks) to improve road management during inclement weather. Cities aggregate and process millions of records daily.

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Description

Explore the features and capabilities of Cloudera Enterprise in enhancing Hadoop's performance, security, and management. This quiz covers Cloudera's role in supporting Spark and its comprehensive management suite for Hadoop services. Test your knowledge on how Cloudera integrates with Hadoop and Spark technologies.

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