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Big Data
Hello
Rezaur Rahman (Jitu)
CTO, G&R Ad Network
jitu@gandr.com.bd
@jituboss
Data is growing at a exponential rate and traditional tools like
RDBMS is not enough to process
Data is everywhere:
• Flickr (87 million registered members and 3.5 million
photos per day)
• YouTube (4B videos streamed per day)
• Yahoo! Webmap (3 trillion links, 300TB compressed,
5PB disk)
• Facebook is collecting your data 500 terabytes a day
• Walmart handles more than 1 million customer
transactions every hour
• IDC Estimates that by 2020, business transactions on
the internet- business-to-business and business-to-
consumer – will reach 450 billion per day.
Data is growing at a 40% rate, reaching nearly 45 ZB by 2020
according to IDC
1 ZB is equal to 1 billion TB
What is Big Data and what is not?
• Order details of a e-commerce site
• All Orders across 1000s of e-commerce sites
• One person’s voter ID information
• Every citizen’s voter ID information dataset
Simple Definition: Big Data is Data, that is too big to
process with a single machine
What is Big Data?
3 v’s of Big Data
Types of Data:
• Relational Data (Tables/Transaction/Legacy
Data)
• Unstructured Data – Apache weblogs
• Text Data (Web)
• Semi-structured Data (XML)
• Graph Data
• Social Network, Semantic Web (RDF)
• Streaming Data
Data Processing Tasks:
• Aggregation and Statistics - Data warehouse
• Contextual Advertising – Real Time Bidding,
Remarketing
• Indexing, Searching, and Querying - Keyword
based search, Pattern recognition
• Knowledge discovery - Data Mining, Statistical
Modeling
Traditional Architecture
• Relational Data is everything
– SQL
– Embedded
– Client-Server Based
• Data Stack
– Web, CDN, Load Balancers, Application, Database
and Storage
Traditional Scalability
• Scale-up
– Memory And Hardware has limitations
• Scale-out
– Reading
• Cache is everything
– Query Cache
– Memcache
• Pre-fetching, Replication
– Writes
• Redundant Disk Arrays, RAID
• Sharding
NoSQL Solution
• Lot of companies emerged to solve data problem
• Big Table: Google started to implement massively
distributed scalable system
• Many companies followed building scale-out
architecture using commodity hardware
• ACID was termed as bad for scaling, so relaxed
consistency model came
• Google Big Table and Amazon Dynamo are
notable
Big Data Tools
Big Data Landscape
Thanks
Questions?

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Presentation at Google Day on Big Data

  • 2. Hello Rezaur Rahman (Jitu) CTO, G&R Ad Network jitu@gandr.com.bd @jituboss
  • 3. Data is growing at a exponential rate and traditional tools like RDBMS is not enough to process
  • 4. Data is everywhere: • Flickr (87 million registered members and 3.5 million photos per day) • YouTube (4B videos streamed per day) • Yahoo! Webmap (3 trillion links, 300TB compressed, 5PB disk) • Facebook is collecting your data 500 terabytes a day • Walmart handles more than 1 million customer transactions every hour • IDC Estimates that by 2020, business transactions on the internet- business-to-business and business-to- consumer – will reach 450 billion per day.
  • 5. Data is growing at a 40% rate, reaching nearly 45 ZB by 2020 according to IDC 1 ZB is equal to 1 billion TB
  • 6. What is Big Data and what is not? • Order details of a e-commerce site • All Orders across 1000s of e-commerce sites • One person’s voter ID information • Every citizen’s voter ID information dataset Simple Definition: Big Data is Data, that is too big to process with a single machine
  • 7. What is Big Data?
  • 8. 3 v’s of Big Data
  • 9. Types of Data: • Relational Data (Tables/Transaction/Legacy Data) • Unstructured Data – Apache weblogs • Text Data (Web) • Semi-structured Data (XML) • Graph Data • Social Network, Semantic Web (RDF) • Streaming Data
  • 10. Data Processing Tasks: • Aggregation and Statistics - Data warehouse • Contextual Advertising – Real Time Bidding, Remarketing • Indexing, Searching, and Querying - Keyword based search, Pattern recognition • Knowledge discovery - Data Mining, Statistical Modeling
  • 11. Traditional Architecture • Relational Data is everything – SQL – Embedded – Client-Server Based • Data Stack – Web, CDN, Load Balancers, Application, Database and Storage
  • 12. Traditional Scalability • Scale-up – Memory And Hardware has limitations • Scale-out – Reading • Cache is everything – Query Cache – Memcache • Pre-fetching, Replication – Writes • Redundant Disk Arrays, RAID • Sharding
  • 13. NoSQL Solution • Lot of companies emerged to solve data problem • Big Table: Google started to implement massively distributed scalable system • Many companies followed building scale-out architecture using commodity hardware • ACID was termed as bad for scaling, so relaxed consistency model came • Google Big Table and Amazon Dynamo are notable