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Big Data Playbook
2
big data big 'dāt-ə noun
referring to technologies and initiatives that involve
data that is too diverse, fast-changing or massive
for conventional technologies, skills and
infrastructure to address efficiently.
Big Data Defined
3
C-Level View of Big Data – Not “Big”
from Big Data Executive Summary
64% - Ingest
diverse, new data in
real-time
4
Consideration – Online vs. Offline
• Long-running
• High-Latency
• Availability is lower priority
• Real-time
• Low-latency
• High availability
Online Offlinevs.
5
Consideration – Online vs. Offline
Online Offlinevs.
Use Cases and
Production Systems
7
Hadoop is good for…
Risk Modeling Churn Analysis
Recommendation
Engine
Ad Targeting
Transaction
Analysis
Trade
Surveillance
Network Failure
Prediction
Search Quality Data Lake
8
MongoDB is good for…
360 Degree View
of the Customer
Mobile & Social
Apps
Fraud Detection
User Data
Management
Content
Management &
Delivery
Reference Data
Product Catalogs
Machine to
Machine Apps
Data Hub
9
MongoDB and Hadoop are
Complementary
• “Data Lake”
• In-depth analytics
• Real-time systems
• Light-weight analytical
workloads
10
Use MongoDB+Hadoop Together
E-Commerce
• Products & Inventory
• Real-time recommendations
• Customer profile
• Session management
• Customer clickstream
• Fraud detection
• Transaction history
• Clickstream history
• Recommendation model
• Fraud modeling
Analysis
MongoDB
Connector for
Hadoop
11
Customer example – Global Travel
Firm
Travel
• Flights, hotels and cars
• Real-time offers
• User profiles, reviews
• User metadata (previous
purchases, clicks, views
)
• User segmentation
• Offer recommendation engine
• Ad serving engine
• Bundling engine
Algorithms
MongoDB
Connector for
Hadoop
12
Customer example – MetLife
Insurance
• Insurance policies
• Demographic data
• Customer web data
• Call center data
• Real-time churn detection
• Customer action analysis
• Churn prediction
algorithms
Churn Analysis
MongoDB
Connector for
Hadoop
13
Customer example – Criteo
Ad-Serving
• Catalogs and products
• User profiles
• Clicks
• Views
• Transactions
• User segmentation
• Recommendation engine
• Prediction engine
Algorithms
MongoDB
Connector for
Hadoop
14
• Webinars
– Thriving with Big Data
– What’s New with MongoDB Hadoop Integration
• White Paper – Big Data: Examples and Guidelines
for the Enterprise Decision Maker
• Blog –A Tour of What’s New In MongoDB Connector
for Hadoop
• Documentation –
MongoDB Connector for Hadoop
Resources
Webinar: MongoDB and Hadoop - Essential Tools for Your Big Data Playbook

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Webinar: MongoDB and Hadoop - Essential Tools for Your Big Data Playbook

  • 2. 2 big data big 'dāt-ə noun referring to technologies and initiatives that involve data that is too diverse, fast-changing or massive for conventional technologies, skills and infrastructure to address efficiently. Big Data Defined
  • 3. 3 C-Level View of Big Data – Not “Big” from Big Data Executive Summary 64% - Ingest diverse, new data in real-time
  • 4. 4 Consideration – Online vs. Offline • Long-running • High-Latency • Availability is lower priority • Real-time • Low-latency • High availability Online Offlinevs.
  • 5. 5 Consideration – Online vs. Offline Online Offlinevs.
  • 7. 7 Hadoop is good for… Risk Modeling Churn Analysis Recommendation Engine Ad Targeting Transaction Analysis Trade Surveillance Network Failure Prediction Search Quality Data Lake
  • 8. 8 MongoDB is good for… 360 Degree View of the Customer Mobile & Social Apps Fraud Detection User Data Management Content Management & Delivery Reference Data Product Catalogs Machine to Machine Apps Data Hub
  • 9. 9 MongoDB and Hadoop are Complementary • “Data Lake” • In-depth analytics • Real-time systems • Light-weight analytical workloads
  • 10. 10 Use MongoDB+Hadoop Together E-Commerce • Products & Inventory • Real-time recommendations • Customer profile • Session management • Customer clickstream • Fraud detection • Transaction history • Clickstream history • Recommendation model • Fraud modeling Analysis MongoDB Connector for Hadoop
  • 11. 11 Customer example – Global Travel Firm Travel • Flights, hotels and cars • Real-time offers • User profiles, reviews • User metadata (previous purchases, clicks, views ) • User segmentation • Offer recommendation engine • Ad serving engine • Bundling engine Algorithms MongoDB Connector for Hadoop
  • 12. 12 Customer example – MetLife Insurance • Insurance policies • Demographic data • Customer web data • Call center data • Real-time churn detection • Customer action analysis • Churn prediction algorithms Churn Analysis MongoDB Connector for Hadoop
  • 13. 13 Customer example – Criteo Ad-Serving • Catalogs and products • User profiles • Clicks • Views • Transactions • User segmentation • Recommendation engine • Prediction engine Algorithms MongoDB Connector for Hadoop
  • 14. 14 • Webinars – Thriving with Big Data – What’s New with MongoDB Hadoop Integration • White Paper – Big Data: Examples and Guidelines for the Enterprise Decision Maker • Blog –A Tour of What’s New In MongoDB Connector for Hadoop • Documentation – MongoDB Connector for Hadoop Resources

Notes de l'éditeur

  1. OrSo not everyone would agree with the term offline big data
  2. OrSo not everyone would agree with the term offline big data