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Kim MacPherson, Director of Analytics Engineering, Data and Analytics Group, Cisco
Immediate and StreamingAnalytics for Today’s Digital Enterprise
2© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Data
Effectively capturing, storing,
and analyzing data generated
by connected “things” (e.g.,
machines, devices, equipment)
Things
Connecting the right “things”
(e.g., machines, devices, equipment)
to capture useful data
Process
Updating our business and operational
processes to
benefit from IoT solutions
People
Enabling workers to effectively
use IoT solutions through means
such as training and providing
user-friendly systems
1230 Respondents
Source: Cisco Consulting Services Global IoT Study, 2014
20%
27%
13%
40%
Getting insight from Data is the Biggest Challenge
3© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Unstructured DataStructured Data Data Streaming at the Edge
Traditional
Data Warehouse Big Data Store
A New Approach is Needed to Reach and Analyze That Data
REAL-TIMELONG-TERMSHORT-TERM
Make a Decision NOWMake a Decision TodayPlan for a Business Decision
4© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
“Most data will be
processed at the edge”(mobile devices, appliances, routers)
Digital Enterprises See an Explosion of Data at the Edge
37%
Widely Distributed, Streaming, Short Shelf Life, Too Big to Move
Three years from now, where will most data generated by IoT solutions be processed?
5© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Our Data & Analytics Focus Areas
Network
Collaboration
VideoStreamingLocation / Mobility
Asset Utilization
Analytics
CapabilitiesData Relationships
Digital Experiences
Edge & IoT / IoE
Edge Analytics Context & InsightsData Access
6© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Cisco’s Data & AnalyticsAutomate Processes & Aggregate, Analyze Hyper-Distributed Data
Data Access & Management
Data Preparation
DataVirtualization
Real-time Streaming at the Edge
Connected Streaming Analytics
LocationAnalytics
Service Provider Analytics
Analytics to Support Vertical Industries
Tidal EnterpriseScheduler
ServiceGrid Asset Management
CollaborationAnalytics
Network Analytics
Contact Center
Analytics
Compliance / ConfigurationManagement
Analytics to Support Architectures
Energy & Asset Optimization
Process Integration & Workflow Automation
EnergyManagement
7© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
What is Cisco Connected Streaming Analytics?
Provides real-time insights with
Big Data views to support
actionable events and dynamic
dashboards to help you get more
value out of your data.
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Act intelligently
Offers the framework and
interfaces for use case
development across a wide
variety of business and network
management functions and
industries.
Banner Text Goes Here
Scalable
Streaming query processing
supports active, continuous
monitoring of live data. Get
instantaneous real-time analysis
and action, and efficient use of
compute resources.
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Integrated
An analytics platform delivering predictive, actionable insights in high velocity streams of live data
from multiple sources, enabling real-time governance and immediate actions. It adapts to
customer environments and use cases for a wide range of industries and business applications.
8© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Cisco Connected Streaming Analytics Offers
Seamless persistent data
management for historical
reporting, big data integration
Ultra-fast performance, real-time analytics
for multiple data sources
Flexible data integration framework including
infrastructure-ready adapters
Customizable live dashboards and reporting framework that let
you look at data your way
Reliability with high availability, failover, and online backup and
restore
A variety of deployment architectures for cloud, data
center and fog
9© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Value of Real-Time Connected Streaming Analytics
Make it actionable in real time
Make it scale without sacrificing latency
Integrate advanced predictive analytics and machine learning
Transparently combine both live and historic data
Make your data work for you
Enabling closed-loop use cases:
Collect AnalyzeAlert and
storeAdjustUsage data
10© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Analytics Model Comparison
Database Waiting for QueriesStore raw data for further mining.
Traditional Analytics ModelStore first, and query later.
Usage Data• Mine (fetch)
• Analyze
• Report
Next Generation Analytics
Applies predicates, aggregations, and joins with metadata tables,contextual data to identify and match trends.
Usage Data
!
Generate an
Actionable
Event
sent to the Policy System,
Management System, etc.
to allow immediate control
Querybase Waiting for Data Store raw data or filtered data for further mining.
• Mine (fetch)
• Analyze
• Report
11© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Connected Streaming Analytics Capabilities
Live Data ExpertiseDecouple “Data Processing” from “Result Consumption”
Aggregation engine for pre-computation and reporting
Massive data reduction; sessionization
Delayed Consumption
Heavy lifting in real time Pre-aggregated results on demand
High-cardinality analytics: Internet-scale dimensions
• Compressed bitmap aggregates for uniques
• Per-actor analysis
Alerts
Predictive
Pattern Detection
Immediate Consumption
True real-time streaming analytics
Location
Deviations based on history, thresholds and cohort analysis
Dynamic model scoring, classification and categorizing
Finding patterns and detecting complex events
High-performance spatial indexing
12© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Analytics for Streaming & Historical Data
Multiple Data Sources Customizable
visualizationsPrebuilt Adapters Available &
Framework to easily create
other adapters
Business Data
Operations Data
Infrastructure Data
Sensor Data
Intelligent Actions /
Events
XML, alarms …
01010
101010
01011
Continuous & Interactive Query Processing
over Streaming & Historical Data
14© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
IoE Enterprise use Case: Oil & Gas
Edge Location
Regional
Processing PlatformsFog Processing
Sensors & Edge
Processing
Data Center
HeadquartersIT Central
Data Platform and Applications
Deployed in Customer Data Center
or Regional Center
Edge Analytics with CSA
Deployed on Cisco Devices
15© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
IoE Enterprise Use Case: Manufacturing
Robots & Machines
Plant AreasFog Node
Real-Time Dashboards
Alerting
Sensors
Devices
Edge Analytics
HPC & DV
Data Mining & Modeling
Inter-Cloud Data Lake
FactoryFog Aggregation Nodes
Factory History & Trends
Reports & Dashboards
Acoustic
Temperature
Edge Analytics with CSA
Data Platform and Applications
Deployed on Cisco Devices
Deployed in Customer Data Center
or Factory
16© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
c c
Service Provider DNA: Where is my IP traffic?
Analytics App
Network Analytics Service
Map analytics task
(network.scope=all,
rc=a.b.c.d,
flow-expiry=5sec,
duration=5sec)
17© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Service Provider DNA: Where is my IP traffic?
Analytics App
Network Analytics Service
Map analytics task
(network.scope=all,
rc=a.b.c.d,
flow-expiry=5sec,
duration=5sec)Only nodes that see
matching flows
report data
18© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Service Provider DNA: Where is my IP traffic?
Analytics App
Network Analytics Service
Less waste, shorter control cycles greater network value
Results in seconds
Lower network load
Less mgmt overhead
Map analytics task
(network.scope=all,
rc=a.b.c.d,
flow-expiry=5sec,
duration=5sec)Only nodes that see
matching flows
report data
19© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Use Case –Mobility KPI Dashboard
• Unique and new clients trend
analysis by date, week or month
• Real-time active session information
in real-time to identify network
usage pattern or manage
promotional programs
• Authenticated vs. unauthenticated
associations to identify potential
customers
• At-a-glance information on total data
usage to identify network anomaly
or usage spikes
• Drill down for further analysis
Connected Analytics for Mobility
(CAM)
20© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Horizontally & hierarchically scalable yet embeddable
Integrate predictive analytics and machine learning
Immediate Insight: True real-time at the edge or in the data center
Data acquisition & mediation from the infrastructure or IOT
Blends live & historical sources from Big Data ecosystem
Open APIs and highly customizable: SQL, R, JDBC etc.
Streaming Analytics Advantage
21© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Make More Informed Decisions in Real Time
Gain Instant,
Actionable Insight
See your business status
as it occurs
and act immediately.
22© 2015 Cisco and/or its affiliates. All rights reserved. Cisco Confidential
Agile
Data Access
Real-time
Streaming at
the EdgeLeverage
Existing
Infrastructure
Deep Domain
Infrastructure
Expertise Intercloud
Integration of
Public/Private
Cloud
Broad
Ecosystem
of Partners