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8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 1/14

 

About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source for

information on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical support,training & certification programs for enterprises, system integrators & technology vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 3460 W. Bayshore Rd.Palo Alto, CA 94303 USA

 Architecting the Future of Big Data

Hortonworks Technical Preview for

StormReleased: 12/12/2013

8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 2/14

 

About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source for

information on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical support,training & certification programs for enterprises, system integrators & technology vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 3460 W. Bayshore Rd.Palo Alto, CA 94303 USA

 Architecting the Future of Big Data

© 2013 Hortonworks Inc. All Rights Reserved.

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8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 3/14

 

Page 3 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

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8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 4/14

 

Page 4 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

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8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 5/14

 

Page 5 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

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8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 6/14

 

Page 6 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

•  A&+.='4(2&+P*#$3(#; '#(3;3(3 6&* 9*2;#+( (&4&$&>2#.

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•  rpm

•  unzip

8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 7/14

 

Page 7 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

•  tar

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127.0.0.1 localhost sandbox.hortonworks.com 

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8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 8/14

 

Page 8 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

L)@B d&= %3+ 3%%#.. 4&*( 6&*,3*;2+> .#((2+>. 2+ (1# N2*(=3$D&Q 52*(=3$ '3%12+# @<

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O8 

H&,+$&3; (1# 7(&*' 3*%125#8

wget http://public-repo-1.hortonworks.com/HDP-LABS/Projects/Storm/0.9.0.1/storm-0.9.0.1.tar.gz 

R%#0B "#j5# (#.(#; (1#.# %&''3+;. &+ 53*2&=. :HS 52#,#*. 3+; 6&=+; (13(

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tar –zxf storm-0.9.0.1.tar.gz –C /usr/sharechown –R storm:storm /usr/share/storm-0.9.0.1ln –s /usr/share/storm-0.9.0.1 /usr/share/stormln –s /usr/share/storm/bin/storm /usr/bin/stormmkdir /etc/storm

chown storm:storm /etc/stormln –s /usr/share/storm/conf/storm.yaml /etc/storm/storm.yamlmkdir /var/log/stormchown storm:storm /var/log/storm

8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 9/14

 

Page 9 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

+.#'>

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touch /etc/storm/storm.yaml 

O8 

?;; (1# 6&$$&,2+> 4*&4#*(2#. (& (1# /etc/storm/storm.yaml 62$#B

storm.zookeeper.servers:- "localhost" 

nimbus.host: "localhost" 

drpc.servers: 

- "localhost" 

storm.local.dir: "/home/storm" 

logviewer.port: 8081 

storm.messaging.transport:"backtype.storm.messaging.netty.Context"  

storm.messaging.netty.buffer_size: 16384storm.messaging.netty.max_retries: 10

storm.messaging.netty.min_wait_ms: 1000storm.messaging.netty.max_wait_ms: 5000

R%#0B /6 ?'@3*2 2. #+3@$#; 6&* (1# )H: O8L 73+;@&Q #2(1#* @#6&*# &* 36(#*

2+.(3$$2+> 7(&*'0 (1# =.#* 2+(#*63%# ,2$$ +&( 344#3* ;=# (& 3 4&*( %&+6$2%( 6&* 4&*(FLFL8 d&= %3+ ,&*- 3*&=+; (12. 2..=# @< .4#%26<2+> 3 +&+P;#63=$( 4&*( (& (1#

ui.port 4*&4#*(< 2+ (1# (& /etc/storm/storm.yaml %&+62>=*3(2&+ 62$#8 d&=

'=.( 3$.& %&+62>=*# 4&*( 6&*,3*;2+> 6&* (1# +&+P;#63=$( 4&*( 8

]8  A&+62>=*# 7(&*' (& =.# (1# C53*C$&>C.(&*' ;2*#%(&*< 6&* $&>>2+>B

sed –i 's/${storm.home}\/logs/\/var\/log\/storm/g'/usr/share/storm/logback/cluster.xml

8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 10/14

 

Page 10 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

'()7$80.$)8 3,(.6 9"*6()# ,( :0) ;)5*. 30+*.4$#$()

9& 135# 7(&*'j. .#*5#* 4*&%#..#. 3=(&'3(2%3$$< *#.(3*( 2+ (1# #5#+( &6 632$=*#0 3;;

(1# 6&$$&,2+> .#%(2&+. (& /etc/supervisord.confB

K8  I#V=2*#; P Y2'@=. H3#'&+

[program:storm-nimbus]command=storm nimbusdirectory=/home/stormautorestart=trueuser=storm 

O8  I#V=2*#; P 7=4#*52.&* H3#'&+

[program:storm-supervisor]

command=storm supervisordirectory=/home/stormautorestart=trueuser=storm 

]8 

I#%&''#+;#; P 7(&*' J/ 7#*5#*

[program:storm-ui]command=storm uidirectory=/home/stormautorestart=trueuser=storm 

f8 

I#%&''#+;#; P U&>52#,#* 7#*5#*

[program:storm-logviewer]command=storm logviewerdirectory=/home/stormautorestart=trueuser=storm 

E8  a4(2&+3$ P HI:A 7#*5#*

[program:storm-drpc]command=storm drpcdirectory=/home/storm

autorestart=trueuser=storm 

3,".,$)8 ")5 3,(++$)8 3,(.6

D#%3=.# (1# 7(&*' .#*52%#. 3*# '3+3>#; @< (1# .=4#*52.&*; ;3#'&+0 .(3*(2+> 3+;

.(&442+> .=4#*52.&*; 3$.& .(3*(. 3+; .(&4. 7(&*'8

8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 11/14

 

Page 11 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

9& .(3*( 7(&*'B

/etc/init.d/supervisord start

9& .(&4 7(&*'B

/etc/init.d/supervisord stop 

9& %&+62>=*# 7(&*' (& 3=(&'3(2%3$$< .(3*( ,1#+ (1# .<.(#' @&&(.B

chkconfig supervisord on

 -%%*##$)8 ,/* 3,(.6 ;1

91# 7(&*' J/ 2. 3 ,#@P@3.#; %&+.&$# 6&* 52#,2+> %$=.(#* 3+; (&4&$&>< .(3(2.(2%.0

52#,2+> $&> #+(*2#.0 3+; '3+3>2+> 7(&*' (&4&$&>2#.8 d&= %3+ 3%%#.. (1# 7(&*' J/ 3(

(1# 6&$$&,2+> JIU 36(#* .(3*(2+> (1# 7(&*' .#*52%#.B

http://<storm-ui-server>:8080 

R%#0B /6 ?'@3*2 2. #+3@$#; 6&* (1# )H: O8L 73+;@&Q #2(1#* @#6&*# &* 36(#* 2+.(3$$2+>7(&*'0 (1# =.#* 2+(#*63%# ,2$$ +&( 344#3* ;=# (& 3 4&*( %&+6$2%( 6&* 4&*( FLFL8 d&=

%3+ ,&*- 3*&=+; (12. 2..=# @< .4#%26<2+> 3 +&+P;#63=$( 4&*( (& (1# ui.port 

4*&4#*(< 2+ (1# (& /etc/storm/storm.yaml %&+62>=*3(2&+ 62$#8 d&= '=.( 3$.&

%&+62>=*# 4&*( 6&*,3*;2+> 6&* (1# +&+P;#63=$( 4&*(8

5.>8%,)"? #B. CD%$& @%'"#C +6/>8. E%>%8%?,

91# 7(&*' 9#%1+2%3$ :*#52#, 2+%$=;#. 3 .3'4$# M"&*; A&=+(M (&4&$&>< 6*&' (1#

.(&*'P.(3*(#* 4*&Z#%( 3( 1((4.BCC>2(1=@8%&'C+3(13+'3*kC.(&*'P.(3*(#*8 :#*6&*'(1# 6&$$&,2+> .(#4. (& ;#4$&< (1# (&4&$&>< (& (1# 7(&*' %$=.(#*B

K8  H&,+$&3; (1# .3'4$# (&4&$&>< b?I 62$#B

wget http://public-repo-1.hortonworks.com/HDP-LABS/Projects/Storm/0.9.0.1/storm-starter-0.0.1-storm-0.9.0.1.jar  

O8  RQ#%=(# (1# 6&$$&,2+> %&''3+;B

storm jar storm-starter-0.0.1-storm-0.9.0.1.jarstorm.starter.WordCountTopology WordCount –cnimbus.host=sandbox.hortonworks.com

;)5*.#,")5$)8 ,/* <=(.5 '(0),< 3"6+2* >(+(2(8?

91# "&*; A&=+( (&4&$&>< %&=+(. (1# +='@#* &6 &%%=**#+%#. &6 ;2.(2+%( ,&*;. 2+ 3

.(*#3' &6 *3+;&'$< %1&.#+ .#+(#+%#.8 91# 6&$$&,2+> (3@$# ;#.%*2@#. (1# -#<%&'4&+#+(. &6 (1# (&4&$&><B

8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 12/14

 

Page 12 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

9&4&$&>< A&'4&+#+( H#.%*24(2&+

7#+(#+%# >#+#*3(&* .4&=( X#+#*3(#. 3 .(*#3' &6 .#+(#+%#. @<

*3+;&'$< 42%-2+> 6*&' 3 .#( &64*#;#62+#; .#+(#+%#.8

7#+(#+%# .4$2((#* @&$( 74$2(. 3 .#+(#+%# 2+(& 2+;252;=3$ ,&*;.

3+; .#+;. (1# ,&*; (=4$#. (& (1# ,&*;%&=+(2+> @&$(8

"&*; %&=+(2+> @&$( A&=+(. (1# +='@#* &6 &%%=**#+%#. &6#3%1 ;2.(2+%( ,&*; 3+; $&>. (1# ,&*;

%&=+( (&(3$. (& 3 $&> 62$#8

91# 6&$$&,2+> %&;# .+244#( ;#'&+.(*3(#. 1&, (& ,2*# (1# .4&=( 3+; @&$(. 2+(& 3

"&*; A&=+( (&4&$&><B

TopologyBuilder builder = new TopologyBuilder();

builder.setSpout("spout", new RandomSentenceSpout(), 5);

builder.setBolt("split", new SplitSentence(),8)shuffleGrouping("spout");

builder.setBolt("count"), new WordCount(), 12).fieldsGrouping("split",new Fields("word"));

@$*A$)8 >(+(2(8? 9*,"$2#

9& 52#, ;#(32$. &6 (1# "&*;A&=+( (&4&$&><B

K8  :&2+( <&=* @*&,.#* (& (1# 7(&*' J/B

http://<storm-ui-server>:8080

O8  7#$#%( M"&*;A&=+(M =+;#* (1# M9&4&$&>< 7=''3*<M .#%(2&+891# 9&4&$&>< H#(32$ 52#, 344#3*. ,2(1 4#*6&*'3+%# .(3(2.(2%. 6&* (1# .4&=(.

3+; @&$(. 2+ (1# (&4&$&><8

@$*A$)8 ,/* =(.5 '(0), :*#02,#91# .3'4$# (&4&$&>< ;&#. +&( .35# (1# *#.=$( &6 (1# ,&*; %&=+( %&'4=(3(2&+8

I3(1#*0 2( $&>. (1# %=**#+( (&(3$ %&=+( 6&* #3%1 ,&*;8 d&= %3+ 52#, (1# %=**#+( ,&*;%&=+(. @< 3%%#..2+> (1# 7(&*' ,&*-#* $&>.8

8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 13/14

 

Page 13 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

Platform provides an open and stable foundation for enterprises and a growing ecosystem to build and deploy big data solutions. Hortonworks is the trusted source forinformation on Hadoop, and together with the Apache community, Hortonworks is making Hadoop easier to install, manage and use. Hortonworks provides technical supp

trainin & certification ro rams for enter rises, s stem inte rators & technolo vendors.

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

9& 3%%#.. (1# 7(&*' ,&*-#* $&>.B

K8  :&2+( <&=* ,#@ @*&,.#* (& (1# 7(&*' J/B

http://<storm-ui-server>:8080 

O8  A$2%- (1# MA&=+(M $2+- 2+ (1# D&$(. .#%(2&+ &6 (1# 9&4&$&>< H#(32$ 43>#8

91# D&$( ;#(32$ 43># $2.(. (1# 3>>*#>3(#; 4#*6&*'3+%# ;#(32$.0 3. ,#$$ 3. 3 $2.(

&6 3$$ @&$( 2+.(3+%#. *=++2+> &+ (1# %$=.(#*8

]8  7%*&$$ ;&,+ (& (1# MRQ#%=(&*.M .#%(2&+ 3+; .#$#%( &+# &6 (1# 4&*( +='@#*. 891# U&> N2#,#* 6&* (1# .#$#%(#; 7(&*' ,&*-#* 344#3*.8

f8  U&&- 6&* (1# 6&$$&,2+> &* .2'2$3* #+(*2#. 2+ (1# $&>B

b.s.d.executor [INFO] Processing received message source: split:16,stream: default, id: {}, ["apple"]

b.s.d.task [INFO] Emitting: count default [apple, 52544]

b.s.d.executor [INFO] Processing received message source: split:16,stream: default, id: {}, ["keeps"]

b.s.d.task [INFO] Emitting: count default [keeps, 52544]

b.s.d.executor [INFO] Processing received message source: split:16,stream: default, id: {}, ["away"]

b.s.d.task [INFO] Emitting: count default [away, 52544]

b.s.d.executor [INFO] Processing received message source: split:16,stream: default, id: {}, ["doctor"]

b.s.d.task [INFO] Emitting: count default [doctor, 52544]

91#.# .3'4$# $&> #+(*2#. .1&, 7(&*' #'2((2+> (=4$#. %&+(32+2+> 2+;252;=3$,&*;. 3+; (1# %&**#.4&+;2+> (&(3$ %&=+(8 91# (=4$# l;&%(&*0 EOEffm 2+;2%3(#.

(13( (1# (&4&$&>< #+%&=+(#*#; (1# ,&*; M;&%(&*M EO0Eff (2'#.8

F"%3" !--'.- 6"& G)/)#6#)%"-

91#*# 3*# +& -+&,+ 2..=#. 6&* 7(&*' 3( (1# (2'# &6 (12. *#$#3.#0 @=( <&= %3+ 52.2( (1#

6&*=' 6&* (1# $3(#.( ;2.%=..2&+. &+ 2..=#.B

1((4BCC1&*(&+,&*-.8%&'C%&''=+2(<C6&*='.C 

8/9/2019 Storm Technical Paper

http://slidepdf.com/reader/full/storm-technical-paper 14/14

 

Page 14 

 Architecting the Future of Big Data

 About Hortonworks

Hortonworks is a leading commercial vendor of Apache Hadoop, the preeminent open source platform for storing, managing, and analyzing big data. Hortonworks Data

US: 1.855.846.7866

International: 1.408.916.4121

www.hortonworks.com 

3460 W. Bayshore Rd.

Palo Alto, CA 94303 USA

E$%'H8.-B%%#)"?

X#+#*3$ 2+6&*'3(2&+ &+ (*&=@$#.1&&(2+> %3+ @# 6&=+; &+ (1# 7(&*' ,2-2B

1((4BCC1&*(&+,&*-.8%&'C%&''=+2(<C6&*='. 

A'$#B.$ 0.6&)"?

7(&*' ;&%. 3*# 3532$3@$# 1#*#B

1((4.BCC>2(1=@8%&'C+3(13+'3*kC.(&*'C,2-2 

1((4.BCC>2(1=@8%&'C+3(13+'3*kC.(&*'C,2-2C9=(&*23$ 

1((4.BCC>2(1=@8%&'C+3(13+'3*kC.(&*'C,2-2CS?n 

1((4.BCC>2(1=@8%&'C+3(13+'3*kC.(&*'C,2-2CA*#3(2+>P3P+#,P7(&*'P4*&Z#%(  

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