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Company Profile
Make your data clever
Company Overview
cleverdata.ru | info@cleverdata.ru
Make your data clever
Business development
of international
markets
One of the top-3 leading
Russian IT companies;
43 branches in Russia and abroad;
7000+ employees.
Marketing Data Platform
Data collection, client profile
building, data enrichment,
clients analytics;
Data Marketing Cloud
Cloud solution for effective interaction of
data suppliers and consumers.
Development and implementation of
predictive analytic models and Big Data
processing solutions;
In-house centers of development;
Partnership with global leading companies;
Centre of expertise for Big Data and
Digital Marketing technologies.
1DMP
cleverdata.ru | info@cleverdata.ru
What we do
• Development of high-load low-latency systems, distributed systems for data processing, and
systems for messages and events processing;
• Installation, configuration and development of applications based on Hadoop and NoSQL
solutions;
• Development of DW and automation of data stream processing.
• Rich expertise in machine learning algorithms (SVM, PCA, EM, Naïve Bayes, Deep Neural
Networks);
• Utilization of advanced mathematic tools to solve complicated tasks within a commercial
framework.
Development
Analytics Data Scientists
• Implementation of Campaign Management solutions based on IBM and Teradata products;
• Automation of marketing functionality and detailed customer analytics ACRM;
• Implementation of Splunk solutions for real-time operational analytics.
Implementation Implementation team
Big Data architects and developers
3
cleverdata.ru | info@cleverdata.ru
Business solutions
Data Management
Platforms
Customer base
and experience
management
Marketing
automation
Building of analytical DWs, development of
solutions for raw data collection based on Hadoop
stack and other Big Data technologies, and
knowledge extraction and auditory segmentation.
Building of predictive models of data processing
for effective retail customer relation management,
churn management, cross-sales, micro-
segmentation, 360° client profiling and scoring
models.
Implementation of omni-channel targeted
marketing across global leading vendors’
(campaigns, event-based marketing, customer
web experience management).
Our objective is to make your business more effective with the help of DATA
4
cleverdata.ru | info@cleverdata.ru
5
Survival is not the
strongest nor the
most intelligent, but
the one who best
adapts to changes
cleverdata.ru | info@cleverdata.ru
Now we are definitely in the DIGITAL BUSINESS era
6
2000 2005 2015 2020
Web E-Business
Digital
Marketing
Autonomous
Business
Digital
Business
Business
PeoplePeople
Business
People
Business
People
Things
Business
People
Things
Smart
Machines
In 2015, the big issue for enterprises is no longer about digital
transformation. It’s now about what business leaders will do with
their digital advantage
cleverdata.ru | info@cleverdata.ru
7
• Lives in the Digital word
• Is always online
• Has no focus
• Is advertising immune
The Modern Client
cleverdata.ru | info@cleverdata.ru
8
Digital Business
Client is in focus
cleverdata.ru | info@cleverdata.ru
Client understanding = Business Priority №1
9
89% of customers will switch to another brand because
of a poor customer experience
We need to do two things:
to attract customers and
keep them.
The latter is more important
but more difficult: Once the
user is disappointed in the
service, they are unlikely to
return
cleverdata.ru | info@cleverdata.ru 1
“In 2017, the CMO will spend on
technology more than the CIO”
CMO - Chief Marketing Officer
CIO - Chief Information Officer
cleverdata.ru | info@cleverdata.ru 1
MORE MORE LESS
3 PURPOSES OF MARKETING
CLIENTS SALES SPEND
How to achieve all these goals at once?
What is the basis of the modern approach to marketing?
cleverdata.ru | info@cleverdata.ru
WHICH of your clients WHAT product to recommend
via WHAT channel of communications at WHAT time
• Customer profile building
• Micro segmentation
• Churn prediction
• Models for product
recommendations
• Prediction of respond for each
channel of communication
• Marketing signs and event detection
• Detection of the moment of maximum
propensity to make a purchase
• Collection of any types of data related to sales and customers interactions;
• Data processing with the use of machine learning algorithms.
1
Interest to products
Last events for customer Х
Data-Driven marketing
DATA
Data-driven marketing based on Big DATA
1dmp.io | info@cleverdata.ru
Three simple steps to efficiency
• To collect a huge volume of DATA
• To analysis DATA by using advanced analytics
• To use insights with maximum effectiveness
Efficiency confirmed by real experience:
One of the options
Targeted marketing
communications give + 14% CTR
and +10% conversion
Targeted offers are 18 times
more effective compared to standard
e-mailing
Tripled marketing
campaigns
effectiveness
Data Marketing Platform
Data Management Platform for Data-Driven Marketing
1dmp.io | info@cleverdata.ru
1DMP
Data collection and
management for
in-house advanced
analytics
«like ACRM but out of
the box»
1DMC
«Data Exchange» for
unique external data
delivery and
collaboration
with data partners
«like Equifax but for
marketing»
customers leave
DIGITAL TRACKS
the most valuable
customers leave traces
across your DIGITAL
resources and IT systems
IT’S YOUR OWN DATA
If this data is not collected and saved you
will never know it’s value
Do not let the trail disappear
Data collection and analytics
1dmp.io | info@cleverdata.ru
Customer Transactions
CRM
1thParty
Campaign Management
Call Center
Web/Mobile analytics
Applications
and systems
integration
Queue data
Product buying statistics
Loyalty and churn rates
Sensibility to communications
Machine
Learning
Decision
Modelling
Personalit
y Profiling
Trigger
Identificati
on
Event
Prediction
Relationsh
ip Profiling
Real-time
Analysis
Predefined models:
• Churn prediction
• Response prediction
• X-sale modeling
Advanced data analysis
• Machine learning algorithms application
• Rule-based segmentation
• Text mining and clustering
• Look alike algorithm for segmentation
• Internal and external data application
• Permanent self-learning models
Churn
35%
Loan
exposure.
LOW
Family income.
MID
Investments,
economy
66%
Cars
50%
Real Estate
90%
Savings
80%
Technology
63%
Activities
28%
LTV
MID
Life time
35.2 m
Loyalty
75%
Communication
rate
20%
Response
rate
18%
Complaint
0%
Data collection and analytics
1dmp.io | info@cleverdata.ru
Customer Transactions
CRM
1thParty
Campaign Management
Call Center
Web/Mobile Analytics
Applications
and systems
integration
Queue data
Products buying statistics
Loyalty and churn rates
Sensibility to communications
(Prescriptive)
What do I have to do next?
DATA
(Predictive)
What possible will happen?
(Diagnostic)
Why did this happened?
(Descriptive)
What happened?
Decision support
Decision automation
ACTIONDESICION
cleverdata.ru | info@cleverdata.ru
Customer buying behavior from their receipt data
• People buy pharmacy goods will also − with a high
probability − buy other pharmacy products (plausible).
• People who buy pharmacy goods will also − with a high
probability − buy perfume (they are complimentary).
• Interestingly, pharmacy goods are also often bought together
with stationery (this is not so obvious).
• Battery purchases are not correlated with
anything (i.e. they are often bought
alone).
How to increase sales based on data about pharmacy goods
We need more data!
1dmp.io | info@cleverdata.ru 22
Digital channels now reach very deep
into people’s lives. To gain control over these points of access, forward-
thinking businesses are creating highly personalized experiences that
engage and delight consumers—without breaching their trust.
cleverdata.ru | info@cleverdata.ru
Customer buying behavior from their receipt data
cleverdata.ru | info@cleverdata.ru
• Data belongs to it’s owner;
• Data Exchange does not determine prices.
Data Exchange is based on data owners interaction, not on
aggregation and reselling
• +10 data suppliers;
• Any types of data available on market;
• Single point of integration and payments;
• Data and auditory protection;
• Cross-device identification, high data density,
maximum hit rate;
• Unique interaction mode – shared learning.
Data supply:
• Auditory segments
• Personal profiles
• Data activation
• Targeted marketing;
• Risks and scoring management.
24
Data collection
Customer Transactions
CRM
1thParty
Campaign Management
Call Center
Web/Mobile analytics
Applications
and systems
integration
Web
Crawler
Online classifieds
Ecommerce sites
Forums and blogs
3rdParty
Social media data
Online ads (RTB)
Internet traffic
Public Data
Exchange
Business partners data
2thParty
Private DMP
• Text collection and analysis
• Classification
• Key words
• Events and facts detection
• Payment systems
• Retailers
• Airlines
• Auto dealers
Queue data
Products buying statistics
Loyalty and churn rates
Sensibility to communications
Intentions
Preferences and interests
Socio-demographic data
Contacts, social network
Behavioral characteristics
Financial state
Financial habits
Products preferences
Intentions and events
1dmp.io | info@cleverdata.ru
Channels for leads
generation
• RTB advertising:
• Mobile marketing:
• Email marketing:
What is 3D customer profile
Churn
35%
Loan
exposure.
LOW
Family income.
MID
Investments,
economy
66%
Cars
50%
Real Estate
90%
Savings
80%
Technology
63%
Activities
28%
LTV
MID
Life time
35.2 m
Loyalty
75%
Communication
rate
20%
Response
rate
18%
Complaint
0%
• Single customer or micro segment orientation;
• Reflection of the customer profile evolution –
trends and forecast;
• Real life operational data for marketing offers.
Accessible for marketers at any one time
1dmp.io | info@cleverdata.ru
Marketing signal
Dynamics of Travel interest
1DMP - Data Marketing Platform
Data collection and storing:
• In-house data
• partnering companies data
• open source data from the Internet
• public data suppliers
3D customer profile
calculated by using artificial
intelligence
Use for targeted marketing across all channels
1dmp.io | info@cleverdata.ru
1dmp.io | info@cleverdata.ru
Data Management Data Analysis
Customers and Audience AnalysisCooperation with Partners
28
cleverdata.ru | info@cleverdata.ru
• Raw data storage and processing, including Big Data;
• Data source, DSP platforms and auction integration;
• High availability DW for processes information,
customers segments and profiles in accordance with
OpenRTB standard;
• Data collection from Internet (web crawler) and first-
party data enrichment;
• Text in natural languages analysis;
• Auditory and customer base analytics, management and
analysis;
• Data processing with the use of predictive analytics;
• Models and learning selections management;
• Web user tracking and tag management;
• Auditory segmentation and data mark-up, processing
rules setting.
1DMP
Big Data
storage
Machine
Learning
Real Time
storage
Predictive
analytics
GUI
Tag
Manager
31
Deployment options
Cloud service 1DMP.IO
On-premise deployment based
on open source components
Oracle Big Data Appliance
Deployment
1dmp.io | info@cleverdata.ru
1DMP Cloud service current version
Customization
On-premise
deployment and
integration
Analytical model
customization
Customer version support
2-3 months for business results
Data suppliers
connection
Solution delivery under AGPL license
1DMP for Enterprise
PARTNER PERSPECTIVE
1DMP platform on Oracle Big Data Appliance
will allow customers to build their own data
management solutions, such as tools for the collection and
classification of web data, and user profile management
within the data driven marketing model
- Denis Afanasev, CEO
 The system was able to handle 101 361.32 requests per
second with the 99th percentile of latency equal to 1.17ms.
This means that Big Data Appliance was able to handle
1.45 times more requests per second with the 1.7 times
better latency using just a single nod;
 Classification time of the same dataset on the 3 nodes of
Oracle Big Data Appliance took 25.45 mins, which is 4.81
times faster than a baseline;
 Classification time of the same dataset on the 6 nodes of
Oracle Big Data Appliance took 11.28 mins, which is 5.43
times faster than the expected baseline.
COMPANY OVERVIEW
 CleverDATA
 Industry: Information technology
 Employees: 20
 Revenue: $1M
GOALS/OBJECTIVES
 CleverDATA is a Big Data ISV in Russia specializing in solutions which support
our client’s marketing campaigns. The company developed 1DMP – a data
management platform which uses Hadoop and Aerospike NoSQL DB on a
technology layer. We are going to migrate 1DMP to Oracle NoSQL and BDA
and to certify the solution on BDA under BDA Ready and Optimized Program
SOLUTIONS
 1DMP 0.5.0.0
 Oracle NoSQL Database
 Oracke Big Data Appliance
 Cloudera Distribution of Apache Hadoop (CDH 4.x & 5.x) + Cloudera
Manager
RESULTS
1dmp.io | info@cleverdata.ru
1DMP.io | DMC.1DMP.io

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1DMP: Marketing Data Platform - the future of data-driven marketing

  • 1. Company Profile Make your data clever Company Overview
  • 2. cleverdata.ru | info@cleverdata.ru Make your data clever Business development of international markets One of the top-3 leading Russian IT companies; 43 branches in Russia and abroad; 7000+ employees. Marketing Data Platform Data collection, client profile building, data enrichment, clients analytics; Data Marketing Cloud Cloud solution for effective interaction of data suppliers and consumers. Development and implementation of predictive analytic models and Big Data processing solutions; In-house centers of development; Partnership with global leading companies; Centre of expertise for Big Data and Digital Marketing technologies. 1DMP
  • 3. cleverdata.ru | info@cleverdata.ru What we do • Development of high-load low-latency systems, distributed systems for data processing, and systems for messages and events processing; • Installation, configuration and development of applications based on Hadoop and NoSQL solutions; • Development of DW and automation of data stream processing. • Rich expertise in machine learning algorithms (SVM, PCA, EM, Naïve Bayes, Deep Neural Networks); • Utilization of advanced mathematic tools to solve complicated tasks within a commercial framework. Development Analytics Data Scientists • Implementation of Campaign Management solutions based on IBM and Teradata products; • Automation of marketing functionality and detailed customer analytics ACRM; • Implementation of Splunk solutions for real-time operational analytics. Implementation Implementation team Big Data architects and developers 3
  • 4. cleverdata.ru | info@cleverdata.ru Business solutions Data Management Platforms Customer base and experience management Marketing automation Building of analytical DWs, development of solutions for raw data collection based on Hadoop stack and other Big Data technologies, and knowledge extraction and auditory segmentation. Building of predictive models of data processing for effective retail customer relation management, churn management, cross-sales, micro- segmentation, 360° client profiling and scoring models. Implementation of omni-channel targeted marketing across global leading vendors’ (campaigns, event-based marketing, customer web experience management). Our objective is to make your business more effective with the help of DATA 4
  • 5. cleverdata.ru | info@cleverdata.ru 5 Survival is not the strongest nor the most intelligent, but the one who best adapts to changes
  • 6. cleverdata.ru | info@cleverdata.ru Now we are definitely in the DIGITAL BUSINESS era 6 2000 2005 2015 2020 Web E-Business Digital Marketing Autonomous Business Digital Business Business PeoplePeople Business People Business People Things Business People Things Smart Machines In 2015, the big issue for enterprises is no longer about digital transformation. It’s now about what business leaders will do with their digital advantage
  • 7. cleverdata.ru | info@cleverdata.ru 7 • Lives in the Digital word • Is always online • Has no focus • Is advertising immune The Modern Client
  • 8. cleverdata.ru | info@cleverdata.ru 8 Digital Business Client is in focus
  • 9. cleverdata.ru | info@cleverdata.ru Client understanding = Business Priority №1 9 89% of customers will switch to another brand because of a poor customer experience We need to do two things: to attract customers and keep them. The latter is more important but more difficult: Once the user is disappointed in the service, they are unlikely to return
  • 10. cleverdata.ru | info@cleverdata.ru 1 “In 2017, the CMO will spend on technology more than the CIO” CMO - Chief Marketing Officer CIO - Chief Information Officer
  • 11. cleverdata.ru | info@cleverdata.ru 1 MORE MORE LESS 3 PURPOSES OF MARKETING CLIENTS SALES SPEND
  • 12. How to achieve all these goals at once? What is the basis of the modern approach to marketing?
  • 13. cleverdata.ru | info@cleverdata.ru WHICH of your clients WHAT product to recommend via WHAT channel of communications at WHAT time • Customer profile building • Micro segmentation • Churn prediction • Models for product recommendations • Prediction of respond for each channel of communication • Marketing signs and event detection • Detection of the moment of maximum propensity to make a purchase • Collection of any types of data related to sales and customers interactions; • Data processing with the use of machine learning algorithms. 1 Interest to products Last events for customer Х Data-Driven marketing DATA
  • 14. Data-driven marketing based on Big DATA 1dmp.io | info@cleverdata.ru Three simple steps to efficiency • To collect a huge volume of DATA • To analysis DATA by using advanced analytics • To use insights with maximum effectiveness Efficiency confirmed by real experience: One of the options Targeted marketing communications give + 14% CTR and +10% conversion Targeted offers are 18 times more effective compared to standard e-mailing Tripled marketing campaigns effectiveness
  • 15. Data Marketing Platform Data Management Platform for Data-Driven Marketing 1dmp.io | info@cleverdata.ru 1DMP Data collection and management for in-house advanced analytics «like ACRM but out of the box» 1DMC «Data Exchange» for unique external data delivery and collaboration with data partners «like Equifax but for marketing»
  • 17. the most valuable customers leave traces across your DIGITAL resources and IT systems IT’S YOUR OWN DATA
  • 18. If this data is not collected and saved you will never know it’s value Do not let the trail disappear
  • 19. Data collection and analytics 1dmp.io | info@cleverdata.ru Customer Transactions CRM 1thParty Campaign Management Call Center Web/Mobile analytics Applications and systems integration Queue data Product buying statistics Loyalty and churn rates Sensibility to communications Machine Learning Decision Modelling Personalit y Profiling Trigger Identificati on Event Prediction Relationsh ip Profiling Real-time Analysis Predefined models: • Churn prediction • Response prediction • X-sale modeling Advanced data analysis • Machine learning algorithms application • Rule-based segmentation • Text mining and clustering • Look alike algorithm for segmentation • Internal and external data application • Permanent self-learning models Churn 35% Loan exposure. LOW Family income. MID Investments, economy 66% Cars 50% Real Estate 90% Savings 80% Technology 63% Activities 28% LTV MID Life time 35.2 m Loyalty 75% Communication rate 20% Response rate 18% Complaint 0%
  • 20. Data collection and analytics 1dmp.io | info@cleverdata.ru Customer Transactions CRM 1thParty Campaign Management Call Center Web/Mobile Analytics Applications and systems integration Queue data Products buying statistics Loyalty and churn rates Sensibility to communications (Prescriptive) What do I have to do next? DATA (Predictive) What possible will happen? (Diagnostic) Why did this happened? (Descriptive) What happened? Decision support Decision automation ACTIONDESICION
  • 21. cleverdata.ru | info@cleverdata.ru Customer buying behavior from their receipt data • People buy pharmacy goods will also − with a high probability − buy other pharmacy products (plausible). • People who buy pharmacy goods will also − with a high probability − buy perfume (they are complimentary). • Interestingly, pharmacy goods are also often bought together with stationery (this is not so obvious). • Battery purchases are not correlated with anything (i.e. they are often bought alone). How to increase sales based on data about pharmacy goods We need more data!
  • 22. 1dmp.io | info@cleverdata.ru 22 Digital channels now reach very deep into people’s lives. To gain control over these points of access, forward- thinking businesses are creating highly personalized experiences that engage and delight consumers—without breaching their trust.
  • 23. cleverdata.ru | info@cleverdata.ru Customer buying behavior from their receipt data
  • 24. cleverdata.ru | info@cleverdata.ru • Data belongs to it’s owner; • Data Exchange does not determine prices. Data Exchange is based on data owners interaction, not on aggregation and reselling • +10 data suppliers; • Any types of data available on market; • Single point of integration and payments; • Data and auditory protection; • Cross-device identification, high data density, maximum hit rate; • Unique interaction mode – shared learning. Data supply: • Auditory segments • Personal profiles • Data activation • Targeted marketing; • Risks and scoring management. 24
  • 25. Data collection Customer Transactions CRM 1thParty Campaign Management Call Center Web/Mobile analytics Applications and systems integration Web Crawler Online classifieds Ecommerce sites Forums and blogs 3rdParty Social media data Online ads (RTB) Internet traffic Public Data Exchange Business partners data 2thParty Private DMP • Text collection and analysis • Classification • Key words • Events and facts detection • Payment systems • Retailers • Airlines • Auto dealers Queue data Products buying statistics Loyalty and churn rates Sensibility to communications Intentions Preferences and interests Socio-demographic data Contacts, social network Behavioral characteristics Financial state Financial habits Products preferences Intentions and events 1dmp.io | info@cleverdata.ru Channels for leads generation • RTB advertising: • Mobile marketing: • Email marketing:
  • 26. What is 3D customer profile Churn 35% Loan exposure. LOW Family income. MID Investments, economy 66% Cars 50% Real Estate 90% Savings 80% Technology 63% Activities 28% LTV MID Life time 35.2 m Loyalty 75% Communication rate 20% Response rate 18% Complaint 0% • Single customer or micro segment orientation; • Reflection of the customer profile evolution – trends and forecast; • Real life operational data for marketing offers. Accessible for marketers at any one time 1dmp.io | info@cleverdata.ru Marketing signal Dynamics of Travel interest
  • 27. 1DMP - Data Marketing Platform Data collection and storing: • In-house data • partnering companies data • open source data from the Internet • public data suppliers 3D customer profile calculated by using artificial intelligence Use for targeted marketing across all channels 1dmp.io | info@cleverdata.ru
  • 28. 1dmp.io | info@cleverdata.ru Data Management Data Analysis Customers and Audience AnalysisCooperation with Partners 28
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  • 31. cleverdata.ru | info@cleverdata.ru • Raw data storage and processing, including Big Data; • Data source, DSP platforms and auction integration; • High availability DW for processes information, customers segments and profiles in accordance with OpenRTB standard; • Data collection from Internet (web crawler) and first- party data enrichment; • Text in natural languages analysis; • Auditory and customer base analytics, management and analysis; • Data processing with the use of predictive analytics; • Models and learning selections management; • Web user tracking and tag management; • Auditory segmentation and data mark-up, processing rules setting. 1DMP Big Data storage Machine Learning Real Time storage Predictive analytics GUI Tag Manager 31
  • 32. Deployment options Cloud service 1DMP.IO On-premise deployment based on open source components Oracle Big Data Appliance Deployment 1dmp.io | info@cleverdata.ru 1DMP Cloud service current version Customization On-premise deployment and integration Analytical model customization Customer version support 2-3 months for business results Data suppliers connection Solution delivery under AGPL license
  • 33. 1DMP for Enterprise PARTNER PERSPECTIVE 1DMP platform on Oracle Big Data Appliance will allow customers to build their own data management solutions, such as tools for the collection and classification of web data, and user profile management within the data driven marketing model - Denis Afanasev, CEO  The system was able to handle 101 361.32 requests per second with the 99th percentile of latency equal to 1.17ms. This means that Big Data Appliance was able to handle 1.45 times more requests per second with the 1.7 times better latency using just a single nod;  Classification time of the same dataset on the 3 nodes of Oracle Big Data Appliance took 25.45 mins, which is 4.81 times faster than a baseline;  Classification time of the same dataset on the 6 nodes of Oracle Big Data Appliance took 11.28 mins, which is 5.43 times faster than the expected baseline. COMPANY OVERVIEW  CleverDATA  Industry: Information technology  Employees: 20  Revenue: $1M GOALS/OBJECTIVES  CleverDATA is a Big Data ISV in Russia specializing in solutions which support our client’s marketing campaigns. The company developed 1DMP – a data management platform which uses Hadoop and Aerospike NoSQL DB on a technology layer. We are going to migrate 1DMP to Oracle NoSQL and BDA and to certify the solution on BDA under BDA Ready and Optimized Program SOLUTIONS  1DMP 0.5.0.0  Oracle NoSQL Database  Oracke Big Data Appliance  Cloudera Distribution of Apache Hadoop (CDH 4.x & 5.x) + Cloudera Manager RESULTS 1dmp.io | info@cleverdata.ru