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The Evolution
of Apache KylinLuke	Han	|	韩卿
lukehan@apache.org
2016-05-09	Vancouver,	Canada
About	me…
§Luke Han	|	韩卿
§ Co-creator	&	VP	of	Apache	Kylin
§ ASF	Member
§ Co-founder	&	CEO	at	Kyligence	Inc
§ lukehan@apache.org
§ Twitter:	@lukehq
Apache	Kylin
Why
Happiness
Latency
10s
What	we	have	tried?
Kylin
About	Apache Kylin
http://kylin.apache.org
Extreme OLAP Engine
for Big Data
Apache Kylin is an open source Distributed
Analytics Engine designed to provide SQL
interface and multi-dimensional analysis (OLAP)
on Hadoop, supporting extremely large datasets
and sub-second level response time.
kylin /	ˈkiːˈlɪn	/	麒麟
--n.	(in	Chinese	art)	a	mythical	animal	of	composite	form
About	Apache Kylin
OLAP/数据集市
• Born	for	Big	Data	Anlytics
• Sub-seconds	Latency
• ANSI	SQL
• Seamless	Integration	
with	BI	Tools
• Plug-able	Architecture
time, item
time, item, location
time, item, location, supplier
time item location supplier
time, location
Time, supplier
item, location
item, supplier
location, supplier
time, item, supplier
time, location, supplier
item, location, supplier
0-D(apex) cuboid
1-D cuboids
2-D cuboids
3-D cuboids
4-D(base) cuboid
• Base vs. aggregate cells; ancestor vs. descendant cells; parent vs. child cells
1. (9/15, milk, Urbana, Dairy_land) - <time, item, location, supplier>
2. (9/15, milk, Urbana, *) - <time, item, location>
3. (*, milk, Urbana, *) - <item, location>
4. (*, milk, Chicago, *) - <item, location>
5. (*, milk, *, *) - <item>
• Cuboid = one combination of dimensions
• Cube = all combination of dimensions
(all cuboids)
OLAP	Cube
Cube - Balance	Between	Space	and	Time
Architecture
Map	Reduce/Spark
Kylin
BI	Tools,	Web	App…
ANSI	SQL
Apache	Kylin Journey
Go	Live	at	eBay	&
Open	Source	on	Github
Apache	Incubator
First	Apache	Release
v0.71
InfoWorld:	Bossie	Award
Best	Open	Source
Big	Data	Tool
Apache	Release	v1.0
Apache
Top	Level	Project
Sept	2013 Oct	2014 June	2015 Nov	2015
Nov	2014 Sept	2015
§ Kyligence founded
Mar	2016
Project	kickoff
Apache Kylin	Global	Adoptions
Use	Case:	JD.com
Use	Case:	Baidu Map
Use	Case:	NetEase
Performance	and	Throughput	
By	NetEase:
http://www.bitstech.net/2016/01/04/kylin-olap/
The	Evolution
Apache	Kylin New	Features
§ Plugin-able	architecture
§ New	MR	Cube	Engine	with	fast	cubing	(1.5x	faster)
§ New	HBase	Storage	with	parallel	scan	(2x	faster)
§ Near	real-time	analysis
§ User	defined	aggregations
§ Excel	/	PowerBI	/	Zeppelin	integration
The	Freedom,	Extensibility,	Flexibility
§ Freedom
§ Zoo	break,	not	bound	to	Hadoop	any	more
§ Free	to	go	to	a	better	engine	or	storage
§ Extensibility
§ Accept	any	input,	e.g.	Kafka
§ Embrace	next-gen	distributed	platform,	e.g.	Spark
§ Flexibility
§ Choose	different	engine	for	different	data	set
New	generation	design
Cube	Builder	(MapReduce…)
SQL
Low		Latency	-
SecondsRouting
3rd	Party	App
(Web	App,	Mobile…)
Metadata
SQL-Based	Tool
(BI	Tools:	Tableau…)
Query	Engine
Hadoop
Hive
REST	API JDBC/ODBC
Ø Online	Analysis	Data	Flow
Ø Offline	Data	Flow
Ø Clients/Users	 interactive	 with	
Kylin	via	SQL
Ø OLAP	Cube	is	transparent	 to	
users
Star	Schema	Data Key	Value	Data
Data	
Cube
OLAP
Cubes
(HBase)
SQL
REST	ServerData	Source	
Abstraction	
Engine	
Abstraction	
Storage
Abstraction
MR	Engine
IN OUT
Hive	
Source
HBase	
Storage
Cube	Metadata
SourceFactory StorageFactoryEngineFactory
Plug-able	architecture
Plug-able	architecture
MR	Engine
Hive	Adapter HBase Adapter
load	data save	cubeHive	
Source
HBase	
Storage
adapt	to	IN adapt	to	OUT
Parallel	Scan
§ Slow	queries	are	5-10x	faster.
§ New	Hbase storage	enables	partition	on	cuboids	that	are	big	enough.
§ Overall	query	time	is	2x faster than	before,	sum	results	from	10,000+	queries.
Query
Cuboid	A
Cuboid	B
Query
A1 B1
A2 B2
A3 C
Cuboid	C
Server	1
Server	2
Server	3
Server	1
Server	2
Server	3
Near	Realtime Incremental	Build
n Minutes	micro	cubes
n Kafka	source
n In-mem	cubing
n Auto	merge
User	Defined	Aggregation	Types
§ HyperLogLog Count	Distinct
§ TopN
§ BitMap Precise	Count	Distinct
§ from	Sun,	Yerui (meituan.com)
§ Raw	Records
§ from	Wang,	Xiaoyu (jd.com)
Support more BI &	Visualization	Tools
§ Supports	Tableau	9.1
§ Supports	MS	Excel
§ Supports	MS	Power	BI
§ Supports	Zeppelin
Roadmap
Apache	Kylin	Roadmap
2016	Focus…
§ Streaming and Real Time
§ Performance,	performance	and	performance
§ Support	more	BI	&	visualization	tools
§ SQL &	OLAP Functions.
Q	&	A
§More…
§Website:	http://kylin.apache.org
§Twitter:	@ApacheKylin
§Contact	Me:
§ lukehan@apache.org
§ @lukehq

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