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http://kylin.io
Adding Spark Support to
Apache Kylin
Luke Han | 韩卿
Kylin co-creator & PMC Member | lukehan@apache.org
http://kylin.io
Extreme OLAP Engine for Big Data
Kylin is an open source Distributed Analytics Engine from eBay
that provides SQL interface and multi-dimensional analysis
(OLAP) on Hadoop supporting extremely large datasets
What’s Kylin
kylin / ˈkiːˈlɪn / 麒麟
--n. (in Chinese art) a mythical animal of composite form
• Open Sourced on Oct 1st, 2014
• Be accepted as Apache Incubator Project on Nov 25th, 2014
http://kylin.io
Kylin Architecture Overview
3
Cube Build Engine
Batch (MapReduce, Spark)
& Streaming
SQL
Low Latency -
Seconds
Mid Latency - Minutes
Routing
3rd Party App
(Web App, Mobile…)
Metadata
SQL-Based Tool
(BI Tools: Tableau…)
Query Engine
Hadoop
Hive
REST API JDBC/ODBC
 Online Analysis Data Flow
 Offline Data Flow
 Clients/Users interactive with
Kylin via SQL
 OLAP Cube is transparent to
users
Star Schema Data Key Value Data
Data
Cube
OLAP
Cube
(HBase)
SQL
REST Server
SparkSQL
http://kylin.io4
 High latency when reading data from Hive
 Several hours to fetch data when join big tables
 Route to SQL-on-Hadoop turned off due to performance issue
 Time-to-Market of data latency
 Huge IO & Network traffic with MR jobs
 Streaming?
 Streaming process and pre-calculate cubes
Challenges…
http://kylin.io5
 Integrating with Spark SQL:
 Option I: Read data from SparkSQL instead of Hive
 Option II: Route unsupported queries to SparkSQL
 Option III: Kylin to be OLAP source of SparkSQL
 Spark Cube Build Engine
 Efficiency cube generate engine with Spark
 Spark Streaming
 Leverage SparkStreaming for StreamingOLAP
 HBase?
Add Spark Support to Apache Kylin
http://kylin.io
Kylin Evolution Roadmap
201520142013
Initial
Prototype
for MOLAP
• Basic end to end
POC
MOLAP
• Incremental
Refresh
• ANSI SQL
• ODBC Driver
• Web GUI
• ACL
• Open Source
HOLAP
• Streaming OLAP
• JDBC Driver
• New UI
• Excel Support
• SparkSQL
• … more
Next Gen
• Automation
• Capacity
Management
• Spark Engine
• In-Memory
Analysis
• … more
TBD
Future…
Sep, 2013
Jan, 2014
Sep, 2014
Q1, 2015
http://kylin.io
 Kylin Core
 Fundamental framework of
Kylin OLAP Engine
 Extension
 Plugins to support for
additional functions and
features
 Integration
 Lifecycle Management
Support to integrate with
other applications
 Interface
 Allows for third party users to
build more features via user-
interface atop Kylin core
 Driver
 ODBC and JDBC Drivers
Kylin OLAP
Core
Extension
 Security
 Redis Storage
 Spark Engine
 Docker
Interface
 Web Console
 Customized BI
 Ambari/Hue Plugin
Integration
 ODBC Driver
 ETL
 Drill
 SparkSQL
Kylin Ecosystem
http://kylin.io
If you want to go fast, go alone.
If you want to go far, go together.
--African Proverb

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Adding Spark support to Kylin at Bay Area Spark Meetup

  • 1. http://kylin.io Adding Spark Support to Apache Kylin Luke Han | 韩卿 Kylin co-creator & PMC Member | lukehan@apache.org
  • 2. http://kylin.io Extreme OLAP Engine for Big Data Kylin is an open source Distributed Analytics Engine from eBay that provides SQL interface and multi-dimensional analysis (OLAP) on Hadoop supporting extremely large datasets What’s Kylin kylin / ˈkiːˈlɪn / 麒麟 --n. (in Chinese art) a mythical animal of composite form • Open Sourced on Oct 1st, 2014 • Be accepted as Apache Incubator Project on Nov 25th, 2014
  • 3. http://kylin.io Kylin Architecture Overview 3 Cube Build Engine Batch (MapReduce, Spark) & Streaming SQL Low Latency - Seconds Mid Latency - Minutes Routing 3rd Party App (Web App, Mobile…) Metadata SQL-Based Tool (BI Tools: Tableau…) Query Engine Hadoop Hive REST API JDBC/ODBC  Online Analysis Data Flow  Offline Data Flow  Clients/Users interactive with Kylin via SQL  OLAP Cube is transparent to users Star Schema Data Key Value Data Data Cube OLAP Cube (HBase) SQL REST Server SparkSQL
  • 4. http://kylin.io4  High latency when reading data from Hive  Several hours to fetch data when join big tables  Route to SQL-on-Hadoop turned off due to performance issue  Time-to-Market of data latency  Huge IO & Network traffic with MR jobs  Streaming?  Streaming process and pre-calculate cubes Challenges…
  • 5. http://kylin.io5  Integrating with Spark SQL:  Option I: Read data from SparkSQL instead of Hive  Option II: Route unsupported queries to SparkSQL  Option III: Kylin to be OLAP source of SparkSQL  Spark Cube Build Engine  Efficiency cube generate engine with Spark  Spark Streaming  Leverage SparkStreaming for StreamingOLAP  HBase? Add Spark Support to Apache Kylin
  • 6. http://kylin.io Kylin Evolution Roadmap 201520142013 Initial Prototype for MOLAP • Basic end to end POC MOLAP • Incremental Refresh • ANSI SQL • ODBC Driver • Web GUI • ACL • Open Source HOLAP • Streaming OLAP • JDBC Driver • New UI • Excel Support • SparkSQL • … more Next Gen • Automation • Capacity Management • Spark Engine • In-Memory Analysis • … more TBD Future… Sep, 2013 Jan, 2014 Sep, 2014 Q1, 2015
  • 7. http://kylin.io  Kylin Core  Fundamental framework of Kylin OLAP Engine  Extension  Plugins to support for additional functions and features  Integration  Lifecycle Management Support to integrate with other applications  Interface  Allows for third party users to build more features via user- interface atop Kylin core  Driver  ODBC and JDBC Drivers Kylin OLAP Core Extension  Security  Redis Storage  Spark Engine  Docker Interface  Web Console  Customized BI  Ambari/Hue Plugin Integration  ODBC Driver  ETL  Drill  SparkSQL Kylin Ecosystem
  • 8. http://kylin.io If you want to go fast, go alone. If you want to go far, go together. --African Proverb