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Data Points += 2 billion
... daily
July 24th, 2013
2
ABOUT ME
Sean Knapp
(@seanknapp)
•Co-Founder, EVP & Chief Product Officer
(formerly CTO)
•Senior Software Engineer @ Google
•Built & launched iGoogle
•Led Google’s Frontend Web Search and Ads
UX teams, who drove a $1B increase in
revenue for Google in 18 months
•B.S. & M.S. in Computer Science from
Stanford University
33
Suite of products and services providing
white-label management, hosting, and
distribution of video online
Hundreds of customers including ESPN,
Bloomberg, Disney, Miramax, Univision,
Dell, Pac-12 Networks, and more
100M+ unique users streaming more
than 1B videos monthly, generating
more than 2B analytics events daily
280 employees located in Silicon Valley,
NYC, London, Tokyo, Sydney, Singapore,
Seoul & Guadalajara
OOYALA OVERVIEW
4
EVOLVING INSIGHTS
• Insights circa ’07
• How many videos did I show this week?
• What were my monthly uniques?
• Insights circa ’09
• How many ad impressions did I receive from
users in each Designated Market Area
(DMA)?
• Insights circa ’11
• How many users do I have right now?
• Insights circa ’13
• How does the revenue from iPad users age
25-34 compare to those on XBox?
Weekly
Instant
Summary
Detailed
Complex
5
BIG DATA @ OOYALA
• 1st Gen (circa ’07)
• Process: Hadoop MapReduce
• Language: Ruby
• Store: MySQL
• 2nd Gen (circa ’09)
• Process: Hadoop MapReduce
• Language: Ruby
• Store: Cassandra 0.5+
• 3rd Gen (circa ’11)
• Process: MapReduce, Storm
• Language: Ruby, Scala
• Store: DataStax Enterprise (300TB disk, 1TB RAM)
• 4th Gen (circa ’13)
• Process: MapReduce, Storm, Spark, Hive
• Language: Scala
• Store: DataStax Enterprise (1.5PB disk, 14TB RAM)
Batch
Realtime
Summary
Granular
Queryable
6
OUR GOALS
• Evolve our Analytics product from a time-delayed,
static reporting system to a realtime, granular, and
dynamic query engine
• Launch our Content Recommendation engine, an
entirely new product offering
• Scale to billions of user events on a daily basis
• Support an ever expanding set of global customers
• Deliver a 5-9’s platform
7
OUR CHALLENGES
• Very small ops team supporting global infrastructure
• Not enough capacity for performance tuning
• Routinely fell behind the latest releases
• Didn’t know which releases were stable enough
• Unforeseen product requirements beyond the next 12
months
• Existing solution would have cost nearly $1M to scale
to just 100TB
8
SELECTION PROCESS
• Key Criteria
• Scalability: PB+, 100k+ operations per second
• Cost / price-performance
• Availability: 5-9’s
• Flexibility: schemaless
• Alternative Technologies
• Other RDMS systems
• HBase
• Voldemort
9
WHY CASSANDRA
• First learned about C* in Nov 2008
• First deployed C* in Sep 2009
• Compelling Features
• Scalability: PB+, high ops/sec, billions of rows and
columns
• Performance: designed specifically for heavy
workloads similar to Ooyala’s
• Cost: could run on commodity hardware
• Availability: multi-datacenter with no single point of
failure
• Community: strong, unified direction
10
RESULTS
• Business
• Launched the next-gen of our Analytics in ’09 that
solidified Ooyala as the leader in our industry
• Launched our Content Recommendation engine in
’12 that again separated us from the industry
• Technical
• 1,000x the scale of just 5 years ago
• Much higher ROI: 1PB+ for < $500k in hardware
• No more 3am pager alerts
11
Q&A
THANK YOU

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Webinar: 2 Billion Data Points Each Day

  • 1. Data Points += 2 billion ... daily July 24th, 2013
  • 2. 2 ABOUT ME Sean Knapp (@seanknapp) •Co-Founder, EVP & Chief Product Officer (formerly CTO) •Senior Software Engineer @ Google •Built & launched iGoogle •Led Google’s Frontend Web Search and Ads UX teams, who drove a $1B increase in revenue for Google in 18 months •B.S. & M.S. in Computer Science from Stanford University
  • 3. 33 Suite of products and services providing white-label management, hosting, and distribution of video online Hundreds of customers including ESPN, Bloomberg, Disney, Miramax, Univision, Dell, Pac-12 Networks, and more 100M+ unique users streaming more than 1B videos monthly, generating more than 2B analytics events daily 280 employees located in Silicon Valley, NYC, London, Tokyo, Sydney, Singapore, Seoul & Guadalajara OOYALA OVERVIEW
  • 4. 4 EVOLVING INSIGHTS • Insights circa ’07 • How many videos did I show this week? • What were my monthly uniques? • Insights circa ’09 • How many ad impressions did I receive from users in each Designated Market Area (DMA)? • Insights circa ’11 • How many users do I have right now? • Insights circa ’13 • How does the revenue from iPad users age 25-34 compare to those on XBox? Weekly Instant Summary Detailed Complex
  • 5. 5 BIG DATA @ OOYALA • 1st Gen (circa ’07) • Process: Hadoop MapReduce • Language: Ruby • Store: MySQL • 2nd Gen (circa ’09) • Process: Hadoop MapReduce • Language: Ruby • Store: Cassandra 0.5+ • 3rd Gen (circa ’11) • Process: MapReduce, Storm • Language: Ruby, Scala • Store: DataStax Enterprise (300TB disk, 1TB RAM) • 4th Gen (circa ’13) • Process: MapReduce, Storm, Spark, Hive • Language: Scala • Store: DataStax Enterprise (1.5PB disk, 14TB RAM) Batch Realtime Summary Granular Queryable
  • 6. 6 OUR GOALS • Evolve our Analytics product from a time-delayed, static reporting system to a realtime, granular, and dynamic query engine • Launch our Content Recommendation engine, an entirely new product offering • Scale to billions of user events on a daily basis • Support an ever expanding set of global customers • Deliver a 5-9’s platform
  • 7. 7 OUR CHALLENGES • Very small ops team supporting global infrastructure • Not enough capacity for performance tuning • Routinely fell behind the latest releases • Didn’t know which releases were stable enough • Unforeseen product requirements beyond the next 12 months • Existing solution would have cost nearly $1M to scale to just 100TB
  • 8. 8 SELECTION PROCESS • Key Criteria • Scalability: PB+, 100k+ operations per second • Cost / price-performance • Availability: 5-9’s • Flexibility: schemaless • Alternative Technologies • Other RDMS systems • HBase • Voldemort
  • 9. 9 WHY CASSANDRA • First learned about C* in Nov 2008 • First deployed C* in Sep 2009 • Compelling Features • Scalability: PB+, high ops/sec, billions of rows and columns • Performance: designed specifically for heavy workloads similar to Ooyala’s • Cost: could run on commodity hardware • Availability: multi-datacenter with no single point of failure • Community: strong, unified direction
  • 10. 10 RESULTS • Business • Launched the next-gen of our Analytics in ’09 that solidified Ooyala as the leader in our industry • Launched our Content Recommendation engine in ’12 that again separated us from the industry • Technical • 1,000x the scale of just 5 years ago • Much higher ROI: 1PB+ for < $500k in hardware • No more 3am pager alerts

Hinweis der Redaktion

  1. For first line re: executives - Global consumer and enterprise experience. After videos and analytics pings line - 1 billion plays per month and 2 billion analytics pings per day.