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HBase - Just The BasicsCopyright © 2015 Smoking Hand LLC. All rights Reserved 1 / 21
NoSQL Datastore built on top of the HDFS filesystem
HBase is a column family oriented database
Based on the Google BigTable paper
Uses HDFS for storage
Data can be retrieved quickly or batch processed with
MapReduce
What Is Apache HBase?
Copyright © 2015 Smoking Hand LLC. All rights Reserved 2 / 21
Need Big Data TB/PB
High throughput
Variable columns
Need random reads and writes
HBase Use Cases
Copyright © 2015 Smoking Hand LLC. All rights Reserved 3 / 21
HBase Architecture
Copyright © 2015 Smoking Hand LLC. All rights Reserved 4 / 21
HBase Daemons
Copyright © 2015 Smoking Hand LLC. All rights Reserved 5 / 21
NoSQL Table Architecture
Copyright © 2015 Smoking Hand LLC. All rights Reserved 6 / 21
Column Families
Copyright © 2015 Smoking Hand LLC. All rights Reserved 7 / 21
NoSQL Data
Copyright © 2015 Smoking Hand LLC. All rights Reserved 8 / 21
Regions
Copyright © 2015 Smoking Hand LLC. All rights Reserved 9 / 21
Write Path
Copyright © 2015 Smoking Hand LLC. All rights Reserved 10 / 21
Read Path
Copyright © 2015 Smoking Hand LLC. All rights Reserved 11 / 21
HBase API
Copyright © 2015 Smoking Hand LLC. All rights Reserved 12 / 21
HBase has a Java API
It is the only first class citizen
There are other programmatic interfaces
A REST interface allows HTTP access
A Thrift gateway allow non-Java programmatic access
There are non-native SQL interfaces
Apache Phoenix, Impala, Presto, Hive
Accessing HBase
Copyright © 2015 Smoking Hand LLC. All rights Reserved 13 / 21
setConf(HBaseConfiguration.create(getConf()));
Connectionconnection=null;
Tabletable=null;
try{
//Definethetableandcolumnfamilyforthedata
TableNameTABLE_NAME=TableName.valueOf("hbasetable");
byte[]CF=Bytes.toBytes("colfamily");
//Connecttothetable
connection=ConnectionFactory.createConnection(getConf());
table=connection.getTable(TABLE_NAME);
//Createaputandaddcolumnstoit
Putp=newPut(Bytes.toBytes("rowkey"));
p.addColumn(CF,Bytes.toBytes("columnqual"),Bytes.toBytes(42.0d));
//Addthenewcolumntotherow
table.put(p);
}finally{
//closeeverythingdown
if(table!=null)
table.close();
if(connection!=null)
connection.close();
}
Puts
Copyright © 2015 Smoking Hand LLC. All rights Reserved 14 / 21
//Definethetableandcolumnfamilyforthedata
TableNameTABLE_NAME=TableName.valueOf("hbasetable");
byte[]CF=Bytes.toBytes("colfamily");
//Connecttothetable
connection=ConnectionFactory.createConnection(getConf());
table=connection.getTable(TABLE_NAME);
//Createagetwiththerowkeyyouwant
Getg=newGet(Bytes.toBytes("rowkey"));
//Gettherowandbytestheforthecell
Resultresult=table.get(g);
byte[]value=result.getValue(CF,Bytes.toBytes("columnqual"));
//Yes,yourclientwillneedtoknowthetypeofdatainthecell
doubledoubleValue=Bytes.toDouble(value);
Gets
Copyright © 2015 Smoking Hand LLC. All rights Reserved 15 / 21
Architecting HBase Solutions
Copyright © 2015 Smoking Hand LLC. All rights Reserved 16 / 21
Architecting for a RDBMS is about relationships or
normalizing data
Architecting for HBase is about access patterns or
denormalizing data
Questions to ask:
How is data being accessed?
What is the fastest way to read or write data?
What is the optimal way to organize data?
Differences With RDBMS
Copyright © 2015 Smoking Hand LLC. All rights Reserved 17 / 21
Abject Failure
Copyright © 2015 Smoking Hand LLC. All rights Reserved
Treating HBase like a relational
database will lead to abject
failure
18 / 21
Actual engineering goes into row key design
You only have one index or primary key
Getting this primary key right takes time and effort
You don't just use an auto-incrementing number
Multiple pieces of data are often in the row key
Row Keys
Copyright © 2015 Smoking Hand LLC. All rights Reserved 19 / 21
Tables schemas require design and thought
The access pattern should be known ahead of time
General best practices:
Fewer, bigger (denormalized) tables
Spend more time designing up front
Use bulk loading for incremental or time series data
Schema Design
Copyright © 2015 Smoking Hand LLC. All rights Reserved 20 / 21
Jesse Anderson (Smoking Hand)
jesse@smokinghand.com
@jessetanderson
Conclusion
Copyright © 2015 Smoking Hand LLC. All rights Reserved 21 / 21

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