GO BEYOND DATA Real-time Analytics for Application Performance - - PowerPoint PPT Presentation

GO BEYOND DATA

Real-time Analytics for Application Performance Management

Yury Oleynik Data Analyst

Instana, Inc. Proprietary and Confidential

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Agenda

Modern applications Monitoring challenges INSTANA apploach

Instana, Inc. Proprietary and Confidential

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Business Demand: Write and Deploy code faster!

Drives adoption of

• Cloud 

• Containers / Microservice
• Reactive / Polyglot Technologies
• Agile
• Continuous Delivery

Drives adoption of

Instana, Inc. Proprietary and Confidential

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Monitoring

Why monitor systems and the applications?

• to obtain information needed to guide whether the system is working properly

Reality of monitoring

• produce data - data is not information
• current insight tools are system oriented
• built from the perspective of the system providing the metrics
• require specialised knowledge to use and interpret

How it should be

• information about the quality of service
• help diagnose what is causing the problem
• suggest what to do to fix the problem

Netflix

January 2014

“And at our scale, humans cannot continuously monitor the status of all of our systems. To maintain high availability across such a complicated system, and to help us continuously improve the experience for our customers, it is critical for us to have exceptional tools coupled with intelligent analysis to proactively detect and communicate system faults and identify areas of improvement.”

Instana, Inc. Proprietary and Confidential

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Daily/Hourly code and configuration changes.

AGILE

Monitoring Challenges: Intense operational complexity

Shared infrastructure.

CLOUD

Throw away infrastructure.

CONTAINERS

Experts knowledge needed.

POLYGLOT

Non-deterministic code path.

REACTIVE

Instana, Inc. Proprietary and Confidential

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Vision

Instana, Inc. Proprietary and Confidential

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Creating a Virtual DevOps Expert

Instana, Inc. Proprietary and Confidential

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Creating a Virtual DevOps Expert

Intelligent Sensor Technology

• Dynamic Component Discovery
• Realtime Sensoring

Instana, Inc. Proprietary and Confidential

Data viewed as 5 second running average followed by 1 second data points. INSTANA collects 1 second resolution data. Data viewed as 1 minute running average

Aggregation = loss of information

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CURRENT APM

Intelligent Sensor Technology Realtime Sensoring

Instana, Inc. Proprietary and Confidential

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Creating a Virtual DevOps Expert

Intelligent Health Management

• Dynamic Dependency Graph
• Adaptive Learning
• Predictive Alerting & Optimization

Instana, Inc. Proprietary and Confidential

12 Persistence Stream Processing Dynamic Graph Communication Sensor Data

Realtime Stream Processing

Machine Learning Knowledge Base Predictive Alerting

Health Management

Raw Store

Memory

Result Store Health Signatures 3D Map

Intelligent Health Mangement Streaming, Analytics, Learning & Knowledge

Instana, Inc. Proprietary and Confidential

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Dynamic Dependency Graph

Cassandra Cluster

Service

A

Tomcat Cluster

JVM JVM

App

1

App

2 JVM JVM

App

3

Service

B

1

2

Instana, Inc. Proprietary and Confidential

Cassandra Cluster

Service

A

Tomcat Cluster

JVM JVM

App

1

App

2 JVM JVM

App

3

Service

B

1

2

Cassandra Cluster Cassandra Cluster

Dynamic Dependency Graph

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Instana, Inc. Proprietary and Confidential

Cassandra Cluster

Service

A

Tomcat Cluster

JVM JVM

App

1

App

2 JVM JVM

App

3

Service

B

1

2

Cassandra Cluster Cassandra Cluster

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Dynamic Dependency Graph

App

2

Instana, Inc. Proprietary and Confidential

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Predictive Alerting & Optimization

Realtime Event Stream Intelligent Health Management Alterts & Optimizations

Severe Situation Detected

JVM GC Overhead too high - Impact on Service >20%. Knowledge Base recommendations:


• 1. Update to Java 1.6.62

• 2. Increase Eden Space to -XX:NewRatio=2

at 10:43am.

Optimization Detected.

com.mycomp.Calc.calc() consumes 20% of Clock time. Optimization will have high impact on Service response time for Shop service. a few seconds ago

Instana, Inc. Proprietary and Confidential

17

Creating a Virtual DevOps Expert

3D Map

• Runtime Visualization
• Persona Optimized Perspectives

Demo

Instana, Inc. Proprietary and Confidential

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STAN - a Virtual DevOps Expert

Instana, Inc. Proprietary and Confidential

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THANK YOU!