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A Mobile-First, Cloud-First
Stack at Pearson
NoSQL and MongoDB
Aref Matin
Contents
1. Introduction to Pearson
– Global Future
2. Move to Open Source, NoSQL, and MongoDB
– Pearson Technology Stack
– Why MongoDB?
3. Pearson Use Cases
– Identity and Access Management
– Adaptive Learning and Analytics
– Pearson Activity Framework
4. The Future of MongoDB at Pearson
– Next Steps and Challenges
Introduction
Efficacy
Open Source, NoSQL, and MongoDB
Pearson Technology Stack
Closed Source Open Source
What
Wherever possible, choose world-class, commodity
technology as the foundation of our solutions.
Why
We must innovate in the areas that differentiate us as
a learning company. We should not be re-inventing the
wheel in areas where affordable and scalable solutions
exist.
How
Think like a startup. Use open-source where available.
Use vendor solutions where possible. Build proprietary
solutions only when necessary and strategic
When
All new products and services built since January
2013 use this technology stack.
Benefits
● Easier to find and hire talent
● World-class, proven technology stack
● Partner relationships with some of the world’s
premiere technology providers
● We are helping to define Amazon’s backlog
Client SDKs
(iOS & Android)
Nibiru
Rest Express
Thalassa
Nemesis
Pearson
Identity
SubPub
Eventing
EC2 S3 Glacier Redshift
VPC
Seer Activity
Tracking
JSON
NOC Tools
Push
Notifications
Mobile
App Svcs
Calabash/MAF Ziggy eSelenium
REST
Mobile Web
Both
Open Source, NoSQL, and MongoDB
Why MongoDB?
• Open Source
• Agility
• Document-Oriented
Data Model
• Scalability
• Fast Reads
• Fast Ad-hoc Queries
• Reduced
Maintenance
MongoDB Usage Pearson Use Cases
• Identity
• Access Management
• Learning Management
System
• Assignment Authoring
• Social
• Adaptivity and
Analytics
• Activity Framework
• And more…
MongoDB Usage - Example 1a: Identity
Access Management (Local)
• 4 Shards
- 3 replicas for each
shard
• Very Fast
- (800 requests per
sec.)
• Highly Reliable
- (15 min. total avg.
down time per
year)
Elastic Load Balancer
HA Proxy VMs
Service VMs
MongoDB Config
Nodes
MongoDB Usage - Example 1b: Identity
Access Management (Multi-Region)
• Goals:
- High
Availability
- High Scalability
- Highly
Persistent
- Performance
- Incident
Mitigation
- Manageable
Cost
MongoDB Usage - Example 2: Adaptive
Learning Analytics
Learning App
S3
S3
Oozie
Job Scheduler
Offline Learner Data
Elastic MapReduce
Analytics Data Services
REST Endpoints
Adaptivity,
Recommendations,
Dashboards, and
Visualizations
• Repository
- Avro and JSON Schemas
- Message Validation
• Key component of Big Data ingestion pipeline
MongoDB Usage - Example 3: Activity
Framework
• Primary Data Store
- 3 node replica
cluster
• Use Profile
- High read
- Low write
• Leverages fast read
powerful ad hoc
query capability
Authoring
User Agent
Learner
User Agent
Activity
Hub
Activity
Authoring
Activity
Repository
RDBMS
Key /
Value
Learning Platforms Learning Services
Scoring
Engine
MongoDB Future at Pearson
Next Steps and Challenges
• Next Steps
– Multi-Region
– Extend Globally
• Challenges
– Need Easier Configurations
– Enterprise Licensing Model
– Developers Need to Embrace
NoSQL Paradigms
Thank You

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A Mobile-First, Cloud-First Stack at Pearson

  • 1.
  • 2. A Mobile-First, Cloud-First Stack at Pearson NoSQL and MongoDB Aref Matin
  • 3. Contents 1. Introduction to Pearson – Global Future 2. Move to Open Source, NoSQL, and MongoDB – Pearson Technology Stack – Why MongoDB? 3. Pearson Use Cases – Identity and Access Management – Adaptive Learning and Analytics – Pearson Activity Framework 4. The Future of MongoDB at Pearson – Next Steps and Challenges
  • 5. Open Source, NoSQL, and MongoDB Pearson Technology Stack Closed Source Open Source What Wherever possible, choose world-class, commodity technology as the foundation of our solutions. Why We must innovate in the areas that differentiate us as a learning company. We should not be re-inventing the wheel in areas where affordable and scalable solutions exist. How Think like a startup. Use open-source where available. Use vendor solutions where possible. Build proprietary solutions only when necessary and strategic When All new products and services built since January 2013 use this technology stack. Benefits ● Easier to find and hire talent ● World-class, proven technology stack ● Partner relationships with some of the world’s premiere technology providers ● We are helping to define Amazon’s backlog Client SDKs (iOS & Android) Nibiru Rest Express Thalassa Nemesis Pearson Identity SubPub Eventing EC2 S3 Glacier Redshift VPC Seer Activity Tracking JSON NOC Tools Push Notifications Mobile App Svcs Calabash/MAF Ziggy eSelenium REST Mobile Web Both
  • 6. Open Source, NoSQL, and MongoDB Why MongoDB? • Open Source • Agility • Document-Oriented Data Model • Scalability • Fast Reads • Fast Ad-hoc Queries • Reduced Maintenance
  • 7. MongoDB Usage Pearson Use Cases • Identity • Access Management • Learning Management System • Assignment Authoring • Social • Adaptivity and Analytics • Activity Framework • And more…
  • 8. MongoDB Usage - Example 1a: Identity Access Management (Local) • 4 Shards - 3 replicas for each shard • Very Fast - (800 requests per sec.) • Highly Reliable - (15 min. total avg. down time per year) Elastic Load Balancer HA Proxy VMs Service VMs MongoDB Config Nodes
  • 9. MongoDB Usage - Example 1b: Identity Access Management (Multi-Region) • Goals: - High Availability - High Scalability - Highly Persistent - Performance - Incident Mitigation - Manageable Cost
  • 10. MongoDB Usage - Example 2: Adaptive Learning Analytics Learning App S3 S3 Oozie Job Scheduler Offline Learner Data Elastic MapReduce Analytics Data Services REST Endpoints Adaptivity, Recommendations, Dashboards, and Visualizations • Repository - Avro and JSON Schemas - Message Validation • Key component of Big Data ingestion pipeline
  • 11. MongoDB Usage - Example 3: Activity Framework • Primary Data Store - 3 node replica cluster • Use Profile - High read - Low write • Leverages fast read powerful ad hoc query capability Authoring User Agent Learner User Agent Activity Hub Activity Authoring Activity Repository RDBMS Key / Value Learning Platforms Learning Services Scoring Engine
  • 12. MongoDB Future at Pearson Next Steps and Challenges • Next Steps – Multi-Region – Extend Globally • Challenges – Need Easier Configurations – Enterprise Licensing Model – Developers Need to Embrace NoSQL Paradigms