Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
DMITRIY	
  SETRAKYAN	
  
Founder,	
  PPMC	
  
Apache	
  IgniteTM	
  (Incubating)	
  -­‐	
  In-­‐Memory	
  Data	
  Fabric	
  
Fast	
  Data	
  Meets	
  Open	
  Source
http://www.ignite.incubator.apache.org @apacheignite @dsetrakyan
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
Agenda
• About	
  In-­‐Memory	
  Computing	
  
• Apache	
  Ignite
(tm)
	
  In-­‐Memory	
  Data	
  Fabric	
  
• Advanced	
  Clustering	
  
• Data	
  Grid	
  
• Compute	
  Grid	
  
• Service	
  Grid	
  
• Ignite	
  For	
  Analytics	
  
• Streaming	
  &	
  CEP	
  
• Share	
  State	
  Across	
  Spark	
  Jobs	
  
• In-­‐Memory	
  MapReduce	
  
• Interactive	
  SQL	
  
• DevOps:	
  Yarn	
  and	
  Mesos	
  
• Q	
  &	
  A
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
Apache	
  IgniteTM
	
  In-­‐Memory	
  Data	
  Fabric:	
  	
  
Strategic	
  Approach	
  to	
  IMC
• Supports Applications of
various types and
languages
• Open Source – Apache 2.0
• Simple Java APIs
• 1 JAR Dependency
• High Performance & Scale
• Automatic Fault Tolerance
• Management/Monitoring
• Runs on Commodity Hardware
• Supports existing & 

new data sources
• No need to rip & replace
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
In-­‐Memory	
  Data	
  Fabric:	
  More	
  Than	
  Data	
  Grid
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• Automatic	
  Discovery	
  
– Simple	
  Configuration	
  
– AWS/EC2/S3	
  
– Google	
  Compute	
  Engine	
  (NEW)	
  
– Other	
  Clouds	
  with	
  JClouds	
  (NEW)	
  
• Docker	
  Support	
  
– Automatically	
  Build	
  and	
  Deploy
Apache	
  Ignite:	
  Better	
  Cloud	
  Support
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• JCache	
  (JSR	
  107)	
  
– Basic	
  Cache	
  Operations	
  
– ConcurrentMap	
  APIs	
  
– Collocated	
  Processing	
  (EntryProcessor)	
  
– Events	
  and	
  Metrics	
  
– Pluggable	
  Persistence	
  
• Ignite	
  Data	
  Grid	
  
– ACID	
  Transactions	
  
– SQL	
  Queries	
  (ANSI	
  99)	
  
– In-­‐Memory	
  Indexes	
  
– Automatic	
  RDBMS	
  Integration
Data	
  Grid:	
  JCache	
  (JSR	
  107)
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
Data	
  Grid:	
  Partitioned	
  Cache
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
Data	
  Grid:	
  Replicated	
  Cache
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• Unlimited	
  Vertical	
  Scale	
  
• Avoid	
  Java	
  Garbage	
  Collection	
  Pauses	
  
• Small	
  On-­‐Heap	
  Footprint	
  
• Large	
  Off-­‐Heap	
  Footprint	
  
• Off-­‐Heap	
  Indexes	
  
• Full	
  RAM	
  Utilization	
  
• Simple	
  Configuration
Data	
  Grid:	
  Off-­‐Heap	
  Memory
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• ANSI-­‐99	
  SQL	
  
• Always	
  Consistent	
  
• Fault	
  Tolerant	
  
• In-­‐Memory	
  Indexes	
  (On-­‐Heap	
  and	
  Off-­‐Heap)	
  
• Automatic	
  Group	
  By,	
  Aggregations,	
  Sorting	
  
• Cross-­‐Cache	
  Joins,	
  Unions,	
  etc.	
  
• Ad-­‐Hoc	
  SQL	
  Support
Data	
  Grid:	
  Ad-­‐Hoc	
  SQL	
  (ANSI	
  99)
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
SQL	
  Cross-­‐Cache	
  JOIN	
  Example
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
SQL	
  Cross-­‐Cache	
  GROUP	
  BY	
  Example
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• Direct	
  API	
  for	
  MapReduce	
  
• Direct	
  API	
  for	
  ForkJoin	
  
• Zero	
  Deployment	
  
• Cron-­‐like	
  Task	
  Scheduling	
  
• State	
  Checkpoints	
  
• Load	
  Balancing	
  
• Automatic	
  Failover	
  
• Full	
  Cluster	
  Management	
  
• Pluggable	
  SPI	
  Design
In-­‐Memory	
  Compute	
  Grid
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• Streaming	
  Data	
  Never	
  Ends	
  
• Branching	
  Pipelines	
  
• Pluggable	
  Routing	
  
• Sliding	
  Windows	
  for	
  

CEP/Continuous	
  Query	
  
• SQL	
  Queries	
  (ANSI	
  99)	
  
• Query	
  Across	
  Sliding	
  Windows	
  
• Real	
  Time	
  Analysis
In-­‐Memory	
  Streaming	
  and	
  CEP
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• Singletons	
  on	
  the	
  Cluster	
  
– Cluster	
  Singleton	
  
– Node	
  Singleton	
  
– Key	
  Singleton	
  
• Distribute	
  any	
  Data	
  Structure	
  
– Available	
  Anywhere	
  on	
  the	
  Grid	
  
– Access	
  Anywhere	
  via	
  Proxies	
  
• Guaranteed	
  Availability	
  
– Auto	
  Redeployment	
  in	
  Case	
  of	
  Failures
In-­‐Memory	
  Service	
  Grid
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
Apache	
  Ignite	
  for	
  BI	
  and	
  Analytics
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• Automatic	
  Resource	
  Management	
  
• Easy	
  Data	
  Center	
  Installation	
  
• Easy	
  Data	
  Center	
  Configuration	
  
• On-­‐Demand	
  Elasticity
DevOps:	
  Integration	
  with	
  Yarn	
  and	
  Mesos
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• IgniteRDD	
  	
  
– Share	
  RDD	
  across	
  jobs	
  on	
  the	
  host	
  
– Share	
  RDD	
  across	
  jobs	
  in	
  the	
  application	
  
– Share	
  RDD	
  globally	
  
• Faster	
  SQL	
  
– In-­‐Memory	
  Indexes	
  
– SQL	
  on	
  top	
  of	
  Shared	
  RDD
Share	
  RDDs	
  Across	
  Spark	
  Jobs	
  
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
• Ignite	
  In-­‐Memory	
  File	
  System	
  (IGFS)	
  
– Hadoop-­‐compliant	
  
– Easy	
  to	
  Install	
  
– On-­‐Heap	
  and	
  Off-­‐Heap	
  
– Caching	
  Layer	
  for	
  HDFS	
  
– Write-­‐through	
  and	
  Read-­‐through	
  HDFS	
  
– Performance	
  Boost
Ignite	
  In-­‐Memory	
  File	
  System
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
Ignite	
  In-­‐Memory	
  Map	
  Reduce
• In-­‐Memory	
  Native	
  
Performance	
  
• Zero	
  Code	
  Change	
  
• Use	
  existing	
  MR	
  code	
  
• Use	
  existing	
  Hive	
  queries	
  
• No	
  Name	
  Node	
  
• No	
  Network	
  Noise	
  
• In-­‐Process	
  Data	
  Colocation	
  
• Eager	
  Push	
  Scheduling
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
Interactive	
  SQL	
  with	
  Apache	
  Zeppelin
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
GridGain	
  Enterprise	
  &	
  Apache	
  Ignite	
  Comparison	
  Chart
GridGain	
  Enterprise	
  Subscriptions	
  include	
  the	
  
following	
  during	
  the	
  term	
  of	
  the	
  subscription:	
  
> Right	
  to	
  use	
  GridGain	
  Enterprise	
  Edition	
  
> Bug	
  fixes,	
  patches,	
  updates	
  and	
  upgrades	
  
> 9x5	
  or	
  24x7	
  Support	
  	
  
> Ability	
  to	
  procure	
  Training	
  and	
  Consulting	
  
Services	
  from	
  GridGain	
  
> Confidence	
  and	
  protection,	
  not	
  provided	
  
under	
  Open	
  Source	
  licensing,	
  that	
  only	
  a	
  
commercial	
  vendor	
  can	
  provide,	
  such	
  as	
  
indemnification
Features Apache Ignite
Enterprise
Edition
In-Memory Data Grid ✓
CHECK
✓
In-Memory Compute Grid ✓ ✓
Real-Time Streaming & CEP ✓ ✓
Hadoop Acceleration ✓ ✓
Management & Monitoring GUI ✓
Portable Objects ✓
.Net and C++ APIs ✓
Enterprise-grade Security ✓
Network Segmentation Protection ✓
Local Restartable Store ✓
Rolling Production Updates ✓
Datacenter Replication ✓
9x5 and 24x7 Support ✓
Long Term Support & Patches ✓
Apache®,	
  Apache	
  Ignite,	
  Ignite®,	
  and	
  the	
  Apache	
  Ignite	
  logo	
  are	
  either	
  registered	
  trademarks	
  or	
  trademarks	
  of	
  the	
  Apache	
  Software	
  Foundation	
  in	
  the	
  United	
  States	
  and/or	
  other	
  countries.
ANY	
  QUESTIONS?
Thank	
  you	
  for	
  joining	
  us.	
  Follow	
  the	
  conversation.
http://www.ignite.incubator.apache.org
@apacheignite @dsetrakyan

IMCSummit 2015 - Day 2 Developer Track - Anatomy of an In-Memory Data Fabric: JCache and Beyond

  • 1.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. DMITRIY  SETRAKYAN   Founder,  PPMC   Apache  IgniteTM  (Incubating)  -­‐  In-­‐Memory  Data  Fabric   Fast  Data  Meets  Open  Source http://www.ignite.incubator.apache.org @apacheignite @dsetrakyan
  • 2.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. Agenda • About  In-­‐Memory  Computing   • Apache  Ignite (tm)  In-­‐Memory  Data  Fabric   • Advanced  Clustering   • Data  Grid   • Compute  Grid   • Service  Grid   • Ignite  For  Analytics   • Streaming  &  CEP   • Share  State  Across  Spark  Jobs   • In-­‐Memory  MapReduce   • Interactive  SQL   • DevOps:  Yarn  and  Mesos   • Q  &  A
  • 3.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. Apache  IgniteTM  In-­‐Memory  Data  Fabric:     Strategic  Approach  to  IMC • Supports Applications of various types and languages • Open Source – Apache 2.0 • Simple Java APIs • 1 JAR Dependency • High Performance & Scale • Automatic Fault Tolerance • Management/Monitoring • Runs on Commodity Hardware • Supports existing & 
 new data sources • No need to rip & replace
  • 4.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. In-­‐Memory  Data  Fabric:  More  Than  Data  Grid
  • 5.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • Automatic  Discovery   – Simple  Configuration   – AWS/EC2/S3   – Google  Compute  Engine  (NEW)   – Other  Clouds  with  JClouds  (NEW)   • Docker  Support   – Automatically  Build  and  Deploy Apache  Ignite:  Better  Cloud  Support
  • 6.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • JCache  (JSR  107)   – Basic  Cache  Operations   – ConcurrentMap  APIs   – Collocated  Processing  (EntryProcessor)   – Events  and  Metrics   – Pluggable  Persistence   • Ignite  Data  Grid   – ACID  Transactions   – SQL  Queries  (ANSI  99)   – In-­‐Memory  Indexes   – Automatic  RDBMS  Integration Data  Grid:  JCache  (JSR  107)
  • 7.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. Data  Grid:  Partitioned  Cache
  • 8.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. Data  Grid:  Replicated  Cache
  • 9.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • Unlimited  Vertical  Scale   • Avoid  Java  Garbage  Collection  Pauses   • Small  On-­‐Heap  Footprint   • Large  Off-­‐Heap  Footprint   • Off-­‐Heap  Indexes   • Full  RAM  Utilization   • Simple  Configuration Data  Grid:  Off-­‐Heap  Memory
  • 10.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • ANSI-­‐99  SQL   • Always  Consistent   • Fault  Tolerant   • In-­‐Memory  Indexes  (On-­‐Heap  and  Off-­‐Heap)   • Automatic  Group  By,  Aggregations,  Sorting   • Cross-­‐Cache  Joins,  Unions,  etc.   • Ad-­‐Hoc  SQL  Support Data  Grid:  Ad-­‐Hoc  SQL  (ANSI  99)
  • 11.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. SQL  Cross-­‐Cache  JOIN  Example
  • 12.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. SQL  Cross-­‐Cache  GROUP  BY  Example
  • 13.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • Direct  API  for  MapReduce   • Direct  API  for  ForkJoin   • Zero  Deployment   • Cron-­‐like  Task  Scheduling   • State  Checkpoints   • Load  Balancing   • Automatic  Failover   • Full  Cluster  Management   • Pluggable  SPI  Design In-­‐Memory  Compute  Grid
  • 14.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • Streaming  Data  Never  Ends   • Branching  Pipelines   • Pluggable  Routing   • Sliding  Windows  for  
 CEP/Continuous  Query   • SQL  Queries  (ANSI  99)   • Query  Across  Sliding  Windows   • Real  Time  Analysis In-­‐Memory  Streaming  and  CEP
  • 15.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • Singletons  on  the  Cluster   – Cluster  Singleton   – Node  Singleton   – Key  Singleton   • Distribute  any  Data  Structure   – Available  Anywhere  on  the  Grid   – Access  Anywhere  via  Proxies   • Guaranteed  Availability   – Auto  Redeployment  in  Case  of  Failures In-­‐Memory  Service  Grid
  • 16.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. Apache  Ignite  for  BI  and  Analytics
  • 17.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • Automatic  Resource  Management   • Easy  Data  Center  Installation   • Easy  Data  Center  Configuration   • On-­‐Demand  Elasticity DevOps:  Integration  with  Yarn  and  Mesos
  • 18.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • IgniteRDD     – Share  RDD  across  jobs  on  the  host   – Share  RDD  across  jobs  in  the  application   – Share  RDD  globally   • Faster  SQL   – In-­‐Memory  Indexes   – SQL  on  top  of  Shared  RDD Share  RDDs  Across  Spark  Jobs  
  • 19.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. • Ignite  In-­‐Memory  File  System  (IGFS)   – Hadoop-­‐compliant   – Easy  to  Install   – On-­‐Heap  and  Off-­‐Heap   – Caching  Layer  for  HDFS   – Write-­‐through  and  Read-­‐through  HDFS   – Performance  Boost Ignite  In-­‐Memory  File  System
  • 20.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. Ignite  In-­‐Memory  Map  Reduce • In-­‐Memory  Native   Performance   • Zero  Code  Change   • Use  existing  MR  code   • Use  existing  Hive  queries   • No  Name  Node   • No  Network  Noise   • In-­‐Process  Data  Colocation   • Eager  Push  Scheduling
  • 21.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. Interactive  SQL  with  Apache  Zeppelin
  • 22.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. GridGain  Enterprise  &  Apache  Ignite  Comparison  Chart GridGain  Enterprise  Subscriptions  include  the   following  during  the  term  of  the  subscription:   > Right  to  use  GridGain  Enterprise  Edition   > Bug  fixes,  patches,  updates  and  upgrades   > 9x5  or  24x7  Support     > Ability  to  procure  Training  and  Consulting   Services  from  GridGain   > Confidence  and  protection,  not  provided   under  Open  Source  licensing,  that  only  a   commercial  vendor  can  provide,  such  as   indemnification Features Apache Ignite Enterprise Edition In-Memory Data Grid ✓ CHECK ✓ In-Memory Compute Grid ✓ ✓ Real-Time Streaming & CEP ✓ ✓ Hadoop Acceleration ✓ ✓ Management & Monitoring GUI ✓ Portable Objects ✓ .Net and C++ APIs ✓ Enterprise-grade Security ✓ Network Segmentation Protection ✓ Local Restartable Store ✓ Rolling Production Updates ✓ Datacenter Replication ✓ 9x5 and 24x7 Support ✓ Long Term Support & Patches ✓
  • 23.
    Apache®,  Apache  Ignite,  Ignite®,  and  the  Apache  Ignite  logo  are  either  registered  trademarks  or  trademarks  of  the  Apache  Software  Foundation  in  the  United  States  and/or  other  countries. ANY  QUESTIONS? Thank  you  for  joining  us.  Follow  the  conversation. http://www.ignite.incubator.apache.org @apacheignite @dsetrakyan