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Big Data Summit
Dave Wolcott
1
High Level
2
Hadoop Stack
3
Extract Load Transform
HDFS
Propagate
RDBMS/Files
API Access
Business Intelligence
Staging
ConsumableData
Security
Kerberos
Data Chronology
Hive/Pig
Hbase
Meta Data
HCatalog
Job Scheduling
oozie
Extract to RDBMS
sqoop
Monitoring Tools
Nagios, Ganglia, Ambari
Direct Access to Raw Data
Hue
Data Serialization
Avro
Governance
HadoopStackandDataAccess
Data Extraction
Flume
Google Analytics
Data Movement
Map Reduce
lyndaLogs
User Sessions
ServicesandAPI`s
4
HDFS Analogy
File metadata
/user/dave/data -> 1,2,3
/user/subash/data -> 4,5
3 1
5
2
3
5
1
5
2
4
1 4
3
2
Name Node
Data Node
5
File Meta Data:
File Name
File Type
Access Rights
Owners
Timestamps
Size
Data block Pointers
1
2
3
4
5
6
7
8
9
10
11
12
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
Indirect
HDFS Analogy
6
File Meta Data:
File Name
File Type
Access Rights
Owners
Timestamps
Size
Data block Pointers
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
Data Block
HDFS Analogy
7
X
X
X
X
X
X
X
X
HDFS Analogy
8
X
X
X
X
X
X
X
X
HDFS Analogy
9
HDFS Analogy
File metadata
/user/dave/data -> 1,2,3
/user/subash/data -> 4,5
3 1
5
2
3
5
1
5
2
4
1 4
3
2
Name Node
Data Node
Toronto, 20
Whitby, 25
New York, 22
Rome, 32
Toronto, 4
Rome, 33
New York, 18
New York, 18
Toronto, 18
Whitby, 27
New York, 32
Rome, 37
Toronto, 32
Whitby, 20
New York, 33
Rome, 38
Toronto, 22
Whitby, 19
Rome, 32
Whitby, 22
New York, 20
Rome, 31
New York, 17
Toronto, 31
Whitby, 22
New York, 19
Toronto, 28
Rome, 30
New York, 32
Toronto, 18
Whitby, 23
New York, 32
Rome, 37
Toronto, 22
Whitby, 20
New York, 31
Toronto, 32
Whitby, 27
New York, 33
Rome, 38
Toronto, 20
Whitby, 25
New York, 22
Rome, 33
Map Reduce
FiveParallelProcesses
ReducetheFivetoOne
Toronto, 32
Whitby, 27
New York, 33
Rome, 37
Toronto, 22
Whitby, 22
New York, 20
Rome, 38
Toronto, 31
Whitby, 22
New York, 19
Rome, 31
Toronto, 22
Whitby, 23
New York, 32
Rome, 37

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Summit v4 dave wolcott

  • 3. Hadoop Stack 3 Extract Load Transform HDFS Propagate RDBMS/Files API Access Business Intelligence Staging ConsumableData Security Kerberos Data Chronology Hive/Pig Hbase Meta Data HCatalog Job Scheduling oozie Extract to RDBMS sqoop Monitoring Tools Nagios, Ganglia, Ambari Direct Access to Raw Data Hue Data Serialization Avro Governance HadoopStackandDataAccess Data Extraction Flume Google Analytics Data Movement Map Reduce lyndaLogs User Sessions ServicesandAPI`s
  • 4. 4 HDFS Analogy File metadata /user/dave/data -> 1,2,3 /user/subash/data -> 4,5 3 1 5 2 3 5 1 5 2 4 1 4 3 2 Name Node Data Node
  • 5. 5 File Meta Data: File Name File Type Access Rights Owners Timestamps Size Data block Pointers 1 2 3 4 5 6 7 8 9 10 11 12 Data Block Data Block Data Block Data Block Data Block Data Block Data Block Data Block Data Block Data Block Indirect HDFS Analogy
  • 6. 6 File Meta Data: File Name File Type Access Rights Owners Timestamps Size Data block Pointers Data Block Data Block Data Block Data Block Data Block Data Block Data Block Data Block Data Block Data Block HDFS Analogy
  • 9. 9 HDFS Analogy File metadata /user/dave/data -> 1,2,3 /user/subash/data -> 4,5 3 1 5 2 3 5 1 5 2 4 1 4 3 2 Name Node Data Node
  • 10. Toronto, 20 Whitby, 25 New York, 22 Rome, 32 Toronto, 4 Rome, 33 New York, 18 New York, 18 Toronto, 18 Whitby, 27 New York, 32 Rome, 37 Toronto, 32 Whitby, 20 New York, 33 Rome, 38 Toronto, 22 Whitby, 19 Rome, 32 Whitby, 22 New York, 20 Rome, 31 New York, 17 Toronto, 31 Whitby, 22 New York, 19 Toronto, 28 Rome, 30 New York, 32 Toronto, 18 Whitby, 23 New York, 32 Rome, 37 Toronto, 22 Whitby, 20 New York, 31 Toronto, 32 Whitby, 27 New York, 33 Rome, 38 Toronto, 20 Whitby, 25 New York, 22 Rome, 33 Map Reduce FiveParallelProcesses ReducetheFivetoOne Toronto, 32 Whitby, 27 New York, 33 Rome, 37 Toronto, 22 Whitby, 22 New York, 20 Rome, 38 Toronto, 31 Whitby, 22 New York, 19 Rome, 31 Toronto, 22 Whitby, 23 New York, 32 Rome, 37