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The IoT Inc Business Meetup Silicon Valley
Meeting 8
April 2015 Bruce Sinclair (Organizer): bruce@iot-inc.com
Target of Meetup
For business people selling products and services into IoT
but of course everyone else is welcome: techies, end-users, …
Focus of presentations and discussions:
© Iot-Inc. 2015
Looking for help
Reviews
• Help attract great speakers and members
• If you’ve been attending for a while and like the
group, go to homepage to leave a review
Help for our sponsor
• Need to justify their continued support
• Plug and Play are looking to partner with
companies big and small
Become a sponsor
Suggest locations to hold future meetings
© Iot-Inc. 2015
Notes
Presentation, video and notes for today’s meeting will be sent in
one week
© Iot-Inc. 2014
Next Meeting
Bruce Sinclair, President at Iot-Inc
Introduction to the Business of the Internet of Things
© Iot-Inc. 2015
Analytics Built for IoT
IoT Meets Big Data:
The Opportunities and Challenges
Syed Hoda
Chief Marketing Officer
@shoda
#1
Big Data
Startup
The Industry’s Leading IoT Analytics Platform Company
! Massive volumes of data ! High-velocity data
! Edge analytics ! Real-time insights
Cisco Entrepreneurs in Residence 2014	
  IoT	
  Excellence	
  Award	
  
www.parstream.com @parstream
3
Have you heard
about this IoT thing?
4
IoT is top-of-mind with CEO’s, CIO’s, and VC’s
Top 10 Strategic Technology Trends for 2015
1.  Computing Everywhere
2.  Internet of Things
3.  3-D Printing
4.  Advance, Pervasive Analytics
5.  Context-Rich Systems
6.  Smart Machines
7.  Cloud Computing
8.  Software Defined Infrastructure
9.  Web-scale IT
10.  Risk-Based Security
2015 Tech Predictions
1.  Digital transformation
2.  Internet of Things
3.  Convergence of big data with consumer data
4.  Hybrid cloud
5.  Collaboration
6.  Predictive analytics will lead big data
7.  Mobile wearable technology
8.  A Platform and orchestration is needed
9.  Networked Economy
10.  The end of apps
In 2014, investors contributed over $300 million
in 97 venture rounds for IoT startups
VCs Look To The Future As IoT Investments Soar
5
The massive size and growth of IoT
IoT
Market Size
(by 2025)
Connected
Devices
(by 2020)
Data
Growth
(2013 vs 2020)
$7.1T
$6.1T
$14.4T
26B
32B
50B
4.4ZB 44.4ZB
Total Data
10x
.09ZB 4.4ZB
IoT Data
49x
6
BIG data is outpacing Moore’s Law!
Data
Growth
(2013 vs 2020)
4.4ZB 44.4ZB
.09ZB 4.4ZB
Total Data
IoT Data
10x
49x
The Opportunity
AND
The Challenge
Analytics drives business value in IoT
“The value of IoT is in the data. The quicker
enterprises can start analyzing their data the more
business value they can derive.”
June 2014
Analytics have been transformative in wide areas
of customer and product service. Sensor enabled
industrial analytic applications are the next frontier
July 2014
“Analytics accelerates IoT adoption.
…data analytics is the most important factor to
increase the benefits of IoT”
John Chambers, October 2014
8
Just do it! Right?
Well, not so fast.
Market Pulse: Global IoT/Big Data Survey
-  Global/cross-industry survey
-  Cross functional participants
-  50/50 mix of business and
technology leaders
-  Various stages of IoT
experience and progress
-  Focus on the use and value of
data in IoT initiatives
Full report at:
sites.parstream.com/parstream-iot-
survey-whitepaper
Only a third have quantifiable success metrics
33% Have quantifiable metrics to track success
38% “Learning and exploring” is the objective
29% Have document goals, but difficult to quantify
96% have faced challenges with their IoT project
58% Business process/policy (e.g. privacy)
51% User adoption of new technology
41% Timely collection and analysis of data
40% Sensors or devices
4% Have not faced challenges
Challenges being faced at all stages of the data
collection and analysis process
44% Too much data to analyze effectively
36% Difficult to capture useful data
30% Analysis capabilities are not flexible or aligned
27% Not sure what questions to ask
26% Data is analyzed too slowly to be useful
Only 8% making full use of their IoT data
8% Fully capture and analyze data in a timely fashion
59% Do some analytics, but need to improve
17% Capture and store IoT data, but don’t/can’t analyze it
16% Don’t store IoT data
92% would see benefits by more effectively
capturing and storing IoT data
70% Make better, more meaningful decisions
53% Make decisions faster
27% Make more decisions
8% No benefits
Business owners more likely to see ROI increase
through faster, more flexible analytics
Business
58% Significant increase in ROI 28%
Technology
34% Slight increase in ROI 57%
8% Minimal Impact on ROI 15%
Better IoT data collection and analysis would deliver more value
86% Would increase the ROI of their IoT investment
IoT not delivering full potential because of data challenges
8% Fully capture and analyze IoT data in a timely fashion
IoT projects vary widely – but all have challenges
96% Faced project challenges (#1 process, #2 users, #3 data)
Survey Summary: Three key insights
17
Other than that Mrs. Lincoln,
how was the play?
Imagine a world…
Where IoT analytics enable an energy company to…
30TB
Analyze Data
in Real-time
15%
Increase
Efficiency
$18K/hr; $158M/yr
Generate Operational/
Economic Benefits
(20,000 Wind Turbines; 10 GW Capacity; .3 Capacity Factor; $40/MW-hour)
18
IoT analytics has a set of distinct requirements
19
Big Data
Data is growing faster and bigger
because of number of sensors
10B+ rows
5TB+
Fast Data
Data streamed from sensors
requires fast ingestion
1M+ rows
per sec
Edge Analytics
IoT data is mostly generated
at the ‘Edges’ of the network
100+
Locations
Real-Time Insights
Use cases require near
real time analytics
<1 sec query
response
time
IoT analytics has a set of distinct requirements.
20
Big Data
Data is growing faster and bigger
because of number of sensors
10B+ rows
5TB+
Wind turbine: 100 turbines x 100M rows per year
Race car: 400M records / day x 365 days test drive
Telco: 1.000 cells x 1.000 rows / sec x 1 days - wow
Traffic analysis: 60M cars x 1 read / min x 365 days
Oil rig: 1 rig = 8 billion records / day (not verified)
Fast Data
Data streamed from sensors
requires fast ingestion
1M+ rows
per sec
Network monitoring: 1M rows per sec per cell
Asset monitoring: 60M cars x 1 reading per minute
Airplane monitoring: 4 turbines x 3k sensors x 100Hz
Oil exploration: 10.000 wells x 100 sensors x 1Hz
Oil rig: 1 drilling rig x 10.000 sensors x avg 100Hz
Edge Analytics
IoT data is mostly generated
at the ‘Edges’ of the network
100+
Locations
Manufacturing: 300.000 plants in US (2012)
Cars / ships / airplanes: >1 billion world wide
Telco: 190.000 cell towers in US (2013)
Oil: 950.000 wells worldwide; 500.000 in US
Mobile advertising: de-central adserving / monitoring
Real-Time Insights
Use cases require near
real time analytics
<1 sec query
response
time
Dashboarding: real-time visualization, many queries
Network monitoring: root cause analysis, optimization
Asset monitoring: conditional monitoring, safety
Security: anomalie detection, building safety
Traffic: location aware recommendations
Existing products don’t fulfill IoT requirements
21
Product
Requirements
Columnar
Databases
HP Vertica,
Redshift
Row-based
Databases
Oracle,
Informix...
Value
Stores
Cassandra,
MongoDB
Hadoop
Batch
Cloudera,
Hortonworks
Hadoop
Streaming
Spark / Shark
Storm
BIG DATA
Capacity –
FAST DATA
Import – –
EDGE
Analytics Capability – – – – –
REAL TIME
Insights – – – – –
INTEGRATED
Platform – – –
IoT DATA
Storage Structure – – –
See details in backup
ParStream has the fastest query response times
22
Environment: Single EC2 XL node with 15 GB RAM, 2 TB disk on Amazon AWS.
OTP data set with 150 Million records. Query set based on customer use-cases.
RedShift
1
second
10
seconds
22
seconds
31
seconds
38
seconds
98
seconds
Use-cases should drive technology decisions
23
< 1..10 ms
1 min
1 hr
10..100 ms
1 sec
10 min
4 hrs
ResponseTime
Big Data
Massively parallel (MPP)
Real-Time
Hadoop / Cassandra / Impala
OLTP
Reporting
In-Memory DB
Gigabyte Terabyte Petabyte
OLAP
Batch-Analytics
Real-Time IoT
Analytics
Stream-Analytics
Operations
Analytics
Complex Event
Processing
ParStream is integrated with leading IoT solutions
24
Custom Apps DATAWATCH	
  
AnalyticsVisualization
Data
Collection
25
Now what?
“Doing” IoT
26
1.  Who’s in charge here?: The need for a Chief IoT Officer!
2.  Data = Competitive Advantage: Analyze more and more often
3.  Follow the money: Where/how can IoT data monetized?
4.  Use cases drive technology decisions: Information > IT
5.  Rational experimentation: IoT 2015 = eBusiness 1999
“Selling” IoT
27
1.  Follow the money: Help customers make money or save money!
2.  Agile product roadmaps: Sense and respond faster!
3.  “Sell” to Business + IT: IoT has a complex, evolving “org chart”
4.  Whole offer: Build/buy/partner to create what customers want
5.  The power of platforms: Metcalf’s Law = Relevance
Analytics Built for IoT
Thank you!
Syed Hoda
Chief Marketing Officer
@shoda
Analytics Built for IoT
Backup Slides
ParStream is the only solution for IoT analytics requirements
30
Customer Applications and Visualization Tools
IoT Data Collection Platforms Enterprise Data Sources
ParStream DB
Geo-
Distributed
Analytics
Alarm +
Action
Time
Series
Advanced
Analytics
ParStream is uniquely positioned for real-time IoT analytics
31
REAL-TIME
IMPORT
REAL-TIME
QUERYING
FLEXIBLE
ANALYTICS
Small Form Factor / Low TCO
BillionsofRecords
Thousands of Columns
ParStream’s patented technology provides a
competitive advantage
1
2
3 Lockless architecture
Enables ultra-fast query and
data import performance
Massive parallel processing
Delivers linear scalability and
high query throughput
4 Small footprint
Enables analytics at the edge
with a low TCO
High Performance
Compressed Indexes
Provide ultra-high query
performance
SQL API / JDBC /ODBC C++ UDx API
Real-Time Analytics Engine
In-Memory and
Disk Technology
Multi-Dimensional
Partitioning
Massively Parallel
Processing (MPP)
Shared Nothing
Architecture
3rd generation Columnar Storage
High Speed Parallel Loader with Low Latency
High
Performance
Compressed
Index (HPCI)
32
Edge analytics delivers real-time insights by
minimizing network traffic
33
20 Billion Rows
40 records found
ParStream
ParStream Geo-Distributed Server
3
rows
14
rows
5
rows
12
rows
6
rows
ParStream ParStream ParStream ParStream
Keith Nosbusch, CEO Rockwell Automation
“remote monitoring and diagnostics of physical assets such as liquid natural gas terminals… made possible by enabling
analytics at the source of data…will increase speed to insights and also alleviate the need to transport massive
amounts of data across the network”
40 Rows
ApplicationApplication
Centralized
storage
40 records found
4B
rows
4B
rows
4B
rows
4B
rows
4B
rows
Traditional Analytics Edge Analytics
20B
rows
ParStream introduces EdgeAnalyticsBox
The industry’s first appliance built for edge analytics/GDA
•  Specifically designed to enable edge analytics (Geo-Distributed Analytics).
•  Ruggedized for use in real-world edge analytics applications such as oil/drilling
sites, cell phone towers, wind farms, etc.
•  Pre-loaded and tested with ParStream software.
•  Technical Specs: Intel Core i5/i7 processor, 8-16 GB RAM and 64-128GB SSD
•  EdgeAnalyticsBox provides customers with the convenience of a one-stop shop
for the their edge analytics needs, however, customers can run GDA on any
standard hardware with certain processing and storage requirements.
34
New Product of the Week
Industry-leading Product Recognition
35
#1
Big Data
Startup
Cisco Entrepreneurs in Residence 2014	
  IoT	
  Excellence	
  Award	
  
ParStream is the most
reliable System in our Data
Center
CTO, etracker
"ParStream’s ability to
analyze terabytes of data
with sub-second response
time helps us generate
significant value."
President, Envision Energy
ParStream enabled us to
scale internationally - TCO
is much lower than with
Hadoop
VP Eng, Searchmetrics
Demo: Sensor Analytics for Real-time Environmental Compliance
36
The key to generating value from IoT data:
Actionable Insights
Data
REAL-TIME DATA INGESTION + IMMEDIATE QUERIES
= ACTIONABLE / TIMELY INSIGHTS
Action
Devices
Devices
Devices
Rules or On-
demand Insights
Aggregation

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IoT Meets Big Data: The Opportunities and Challenges by Syed Hoda of ParStream

  • 1. The IoT Inc Business Meetup Silicon Valley Meeting 8 April 2015 Bruce Sinclair (Organizer): bruce@iot-inc.com
  • 2. Target of Meetup For business people selling products and services into IoT but of course everyone else is welcome: techies, end-users, … Focus of presentations and discussions: © Iot-Inc. 2015
  • 3. Looking for help Reviews • Help attract great speakers and members • If you’ve been attending for a while and like the group, go to homepage to leave a review Help for our sponsor • Need to justify their continued support • Plug and Play are looking to partner with companies big and small Become a sponsor Suggest locations to hold future meetings © Iot-Inc. 2015
  • 4. Notes Presentation, video and notes for today’s meeting will be sent in one week © Iot-Inc. 2014 Next Meeting Bruce Sinclair, President at Iot-Inc Introduction to the Business of the Internet of Things
  • 6. Analytics Built for IoT IoT Meets Big Data: The Opportunities and Challenges Syed Hoda Chief Marketing Officer @shoda
  • 7. #1 Big Data Startup The Industry’s Leading IoT Analytics Platform Company ! Massive volumes of data ! High-velocity data ! Edge analytics ! Real-time insights Cisco Entrepreneurs in Residence 2014  IoT  Excellence  Award   www.parstream.com @parstream
  • 8. 3 Have you heard about this IoT thing?
  • 9. 4 IoT is top-of-mind with CEO’s, CIO’s, and VC’s Top 10 Strategic Technology Trends for 2015 1.  Computing Everywhere 2.  Internet of Things 3.  3-D Printing 4.  Advance, Pervasive Analytics 5.  Context-Rich Systems 6.  Smart Machines 7.  Cloud Computing 8.  Software Defined Infrastructure 9.  Web-scale IT 10.  Risk-Based Security 2015 Tech Predictions 1.  Digital transformation 2.  Internet of Things 3.  Convergence of big data with consumer data 4.  Hybrid cloud 5.  Collaboration 6.  Predictive analytics will lead big data 7.  Mobile wearable technology 8.  A Platform and orchestration is needed 9.  Networked Economy 10.  The end of apps In 2014, investors contributed over $300 million in 97 venture rounds for IoT startups VCs Look To The Future As IoT Investments Soar
  • 10. 5 The massive size and growth of IoT IoT Market Size (by 2025) Connected Devices (by 2020) Data Growth (2013 vs 2020) $7.1T $6.1T $14.4T 26B 32B 50B 4.4ZB 44.4ZB Total Data 10x .09ZB 4.4ZB IoT Data 49x
  • 11. 6 BIG data is outpacing Moore’s Law! Data Growth (2013 vs 2020) 4.4ZB 44.4ZB .09ZB 4.4ZB Total Data IoT Data 10x 49x The Opportunity AND The Challenge
  • 12. Analytics drives business value in IoT “The value of IoT is in the data. The quicker enterprises can start analyzing their data the more business value they can derive.” June 2014 Analytics have been transformative in wide areas of customer and product service. Sensor enabled industrial analytic applications are the next frontier July 2014 “Analytics accelerates IoT adoption. …data analytics is the most important factor to increase the benefits of IoT” John Chambers, October 2014
  • 13. 8 Just do it! Right? Well, not so fast.
  • 14. Market Pulse: Global IoT/Big Data Survey -  Global/cross-industry survey -  Cross functional participants -  50/50 mix of business and technology leaders -  Various stages of IoT experience and progress -  Focus on the use and value of data in IoT initiatives Full report at: sites.parstream.com/parstream-iot- survey-whitepaper
  • 15. Only a third have quantifiable success metrics 33% Have quantifiable metrics to track success 38% “Learning and exploring” is the objective 29% Have document goals, but difficult to quantify
  • 16. 96% have faced challenges with their IoT project 58% Business process/policy (e.g. privacy) 51% User adoption of new technology 41% Timely collection and analysis of data 40% Sensors or devices 4% Have not faced challenges
  • 17. Challenges being faced at all stages of the data collection and analysis process 44% Too much data to analyze effectively 36% Difficult to capture useful data 30% Analysis capabilities are not flexible or aligned 27% Not sure what questions to ask 26% Data is analyzed too slowly to be useful
  • 18. Only 8% making full use of their IoT data 8% Fully capture and analyze data in a timely fashion 59% Do some analytics, but need to improve 17% Capture and store IoT data, but don’t/can’t analyze it 16% Don’t store IoT data
  • 19. 92% would see benefits by more effectively capturing and storing IoT data 70% Make better, more meaningful decisions 53% Make decisions faster 27% Make more decisions 8% No benefits
  • 20. Business owners more likely to see ROI increase through faster, more flexible analytics Business 58% Significant increase in ROI 28% Technology 34% Slight increase in ROI 57% 8% Minimal Impact on ROI 15%
  • 21. Better IoT data collection and analysis would deliver more value 86% Would increase the ROI of their IoT investment IoT not delivering full potential because of data challenges 8% Fully capture and analyze IoT data in a timely fashion IoT projects vary widely – but all have challenges 96% Faced project challenges (#1 process, #2 users, #3 data) Survey Summary: Three key insights
  • 22. 17 Other than that Mrs. Lincoln, how was the play?
  • 23. Imagine a world… Where IoT analytics enable an energy company to… 30TB Analyze Data in Real-time 15% Increase Efficiency $18K/hr; $158M/yr Generate Operational/ Economic Benefits (20,000 Wind Turbines; 10 GW Capacity; .3 Capacity Factor; $40/MW-hour) 18
  • 24. IoT analytics has a set of distinct requirements 19 Big Data Data is growing faster and bigger because of number of sensors 10B+ rows 5TB+ Fast Data Data streamed from sensors requires fast ingestion 1M+ rows per sec Edge Analytics IoT data is mostly generated at the ‘Edges’ of the network 100+ Locations Real-Time Insights Use cases require near real time analytics <1 sec query response time
  • 25. IoT analytics has a set of distinct requirements. 20 Big Data Data is growing faster and bigger because of number of sensors 10B+ rows 5TB+ Wind turbine: 100 turbines x 100M rows per year Race car: 400M records / day x 365 days test drive Telco: 1.000 cells x 1.000 rows / sec x 1 days - wow Traffic analysis: 60M cars x 1 read / min x 365 days Oil rig: 1 rig = 8 billion records / day (not verified) Fast Data Data streamed from sensors requires fast ingestion 1M+ rows per sec Network monitoring: 1M rows per sec per cell Asset monitoring: 60M cars x 1 reading per minute Airplane monitoring: 4 turbines x 3k sensors x 100Hz Oil exploration: 10.000 wells x 100 sensors x 1Hz Oil rig: 1 drilling rig x 10.000 sensors x avg 100Hz Edge Analytics IoT data is mostly generated at the ‘Edges’ of the network 100+ Locations Manufacturing: 300.000 plants in US (2012) Cars / ships / airplanes: >1 billion world wide Telco: 190.000 cell towers in US (2013) Oil: 950.000 wells worldwide; 500.000 in US Mobile advertising: de-central adserving / monitoring Real-Time Insights Use cases require near real time analytics <1 sec query response time Dashboarding: real-time visualization, many queries Network monitoring: root cause analysis, optimization Asset monitoring: conditional monitoring, safety Security: anomalie detection, building safety Traffic: location aware recommendations
  • 26. Existing products don’t fulfill IoT requirements 21 Product Requirements Columnar Databases HP Vertica, Redshift Row-based Databases Oracle, Informix... Value Stores Cassandra, MongoDB Hadoop Batch Cloudera, Hortonworks Hadoop Streaming Spark / Shark Storm BIG DATA Capacity – FAST DATA Import – – EDGE Analytics Capability – – – – – REAL TIME Insights – – – – – INTEGRATED Platform – – – IoT DATA Storage Structure – – – See details in backup
  • 27. ParStream has the fastest query response times 22 Environment: Single EC2 XL node with 15 GB RAM, 2 TB disk on Amazon AWS. OTP data set with 150 Million records. Query set based on customer use-cases. RedShift 1 second 10 seconds 22 seconds 31 seconds 38 seconds 98 seconds
  • 28. Use-cases should drive technology decisions 23 < 1..10 ms 1 min 1 hr 10..100 ms 1 sec 10 min 4 hrs ResponseTime Big Data Massively parallel (MPP) Real-Time Hadoop / Cassandra / Impala OLTP Reporting In-Memory DB Gigabyte Terabyte Petabyte OLAP Batch-Analytics Real-Time IoT Analytics Stream-Analytics Operations Analytics Complex Event Processing
  • 29. ParStream is integrated with leading IoT solutions 24 Custom Apps DATAWATCH   AnalyticsVisualization Data Collection
  • 31. “Doing” IoT 26 1.  Who’s in charge here?: The need for a Chief IoT Officer! 2.  Data = Competitive Advantage: Analyze more and more often 3.  Follow the money: Where/how can IoT data monetized? 4.  Use cases drive technology decisions: Information > IT 5.  Rational experimentation: IoT 2015 = eBusiness 1999
  • 32. “Selling” IoT 27 1.  Follow the money: Help customers make money or save money! 2.  Agile product roadmaps: Sense and respond faster! 3.  “Sell” to Business + IT: IoT has a complex, evolving “org chart” 4.  Whole offer: Build/buy/partner to create what customers want 5.  The power of platforms: Metcalf’s Law = Relevance
  • 33. Analytics Built for IoT Thank you! Syed Hoda Chief Marketing Officer @shoda
  • 34. Analytics Built for IoT Backup Slides
  • 35. ParStream is the only solution for IoT analytics requirements 30 Customer Applications and Visualization Tools IoT Data Collection Platforms Enterprise Data Sources ParStream DB Geo- Distributed Analytics Alarm + Action Time Series Advanced Analytics
  • 36. ParStream is uniquely positioned for real-time IoT analytics 31 REAL-TIME IMPORT REAL-TIME QUERYING FLEXIBLE ANALYTICS Small Form Factor / Low TCO BillionsofRecords Thousands of Columns
  • 37. ParStream’s patented technology provides a competitive advantage 1 2 3 Lockless architecture Enables ultra-fast query and data import performance Massive parallel processing Delivers linear scalability and high query throughput 4 Small footprint Enables analytics at the edge with a low TCO High Performance Compressed Indexes Provide ultra-high query performance SQL API / JDBC /ODBC C++ UDx API Real-Time Analytics Engine In-Memory and Disk Technology Multi-Dimensional Partitioning Massively Parallel Processing (MPP) Shared Nothing Architecture 3rd generation Columnar Storage High Speed Parallel Loader with Low Latency High Performance Compressed Index (HPCI) 32
  • 38. Edge analytics delivers real-time insights by minimizing network traffic 33 20 Billion Rows 40 records found ParStream ParStream Geo-Distributed Server 3 rows 14 rows 5 rows 12 rows 6 rows ParStream ParStream ParStream ParStream Keith Nosbusch, CEO Rockwell Automation “remote monitoring and diagnostics of physical assets such as liquid natural gas terminals… made possible by enabling analytics at the source of data…will increase speed to insights and also alleviate the need to transport massive amounts of data across the network” 40 Rows ApplicationApplication Centralized storage 40 records found 4B rows 4B rows 4B rows 4B rows 4B rows Traditional Analytics Edge Analytics 20B rows
  • 39. ParStream introduces EdgeAnalyticsBox The industry’s first appliance built for edge analytics/GDA •  Specifically designed to enable edge analytics (Geo-Distributed Analytics). •  Ruggedized for use in real-world edge analytics applications such as oil/drilling sites, cell phone towers, wind farms, etc. •  Pre-loaded and tested with ParStream software. •  Technical Specs: Intel Core i5/i7 processor, 8-16 GB RAM and 64-128GB SSD •  EdgeAnalyticsBox provides customers with the convenience of a one-stop shop for the their edge analytics needs, however, customers can run GDA on any standard hardware with certain processing and storage requirements. 34 New Product of the Week
  • 40. Industry-leading Product Recognition 35 #1 Big Data Startup Cisco Entrepreneurs in Residence 2014  IoT  Excellence  Award   ParStream is the most reliable System in our Data Center CTO, etracker "ParStream’s ability to analyze terabytes of data with sub-second response time helps us generate significant value." President, Envision Energy ParStream enabled us to scale internationally - TCO is much lower than with Hadoop VP Eng, Searchmetrics
  • 41. Demo: Sensor Analytics for Real-time Environmental Compliance 36
  • 42. The key to generating value from IoT data: Actionable Insights Data REAL-TIME DATA INGESTION + IMMEDIATE QUERIES = ACTIONABLE / TIMELY INSIGHTS Action Devices Devices Devices Rules or On- demand Insights Aggregation