3. Spil Games: A leader in online gaming
• 180 million monthly and 12 million daily players
• More than one billion gameplays monthly
• >50 websites, local in 15 languages
• Active in every country of the world (even Vatican City!)
• Platform, Publisher, Developer
6. Big Data BI: Agile approach, data first
Capture
Explore Define
Apply +
Track
Open
Adaptive
Evolving Structure
7. Do we need real time analytics?
Traditional ETLReal Time
• Once a day
• Once a week
• Delayed
• Faster than human
perception
• <200 milliseconds
“In Time”
In Time: Information is available fast enough to influence decisions
• Following a product release (hours)
• While a customer is in the shop/on the site (minutes)
• While the query runs (seconds)
The Velocity Continuum
In Time: Fast enough, Cheap enough, Easy enough
8. Parts and needs of a big data stack
Unstructured
data intake
Unstructured
data storage
Structured
data storage
Human
interface
layer
Predictive
analytics
tools
Select A,B,sum(C)
From X
Group by 1,2
• High Query Performance
• Denormalized
• Scalable; high concurrency
• Cheap
• Flexible Schema
• Easy Management
• Scalable
• Schemaless or adaptive schema
• Resilient
• Highly Flexible
• Simple to use
• In-tool metadata
• Not memory constrained
• Flexible inputs/outputs
• Easy iteration
9. Spil: Harmony of open source/commercial
Unstructured
data intake
Unstructured
data storage
Structured
data storage
Human
interface
layer
Predictive
analytics
tools
• >100x faster than based systems
• Handles tables >10B rows easily
• Excellent concurrency on load/query
• Data marts not required
• Cross-platform merging
• Anyone can develop
• Open source
• Easy development
• Integrates with rest of tools
• Industry standard
• Open source
• Ecosystem
• Existing infrastructure
• Integration with production systems
11. Getting your big data off the ground
Start Fresh
Have a Problem
Be Agile
Pragmatism >
Perfection
Be Flexible
Be Fast
Make Mistakes
Find Value
A tool, not a goal
12. Good Luck on your
Journey!
Rob Winters
Director, Reporting/Analytics
Spil Games
www.robertdwinters.com