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1Confidential
Streaming Data Integration
with Apache Kafka
Presented by: David Tucker | Dir. Partner Engineering
partners@confluent.io
david@confluent.io
3Confidential
Today’s Discussion
• The evolving world of data integration
• Design Considerations
• The Kafka Solution
• Kafka Connect
• Logical Architecture
• Core Components and Execution Model
• Connector Examples
• Wrap Up and Questions
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Explosion of Operational Data Stores and Processing Frameworks
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Abstract View: Many Ad Hoc Pipelines
Search Security
Fraud Detection Application
User Tracking Operational Logs Operational Metrics
Hadoop
App Data
Warehouse
Espresso Cassandra Oracle
Databases
Storage
Interfaces
Monitoring App
Databases
Storage
Interfaces
14Confidential
Re-imagined Architecture: Streaming Platform with Kafka
ü Distributed ü Fault Tolerant ü Stores Messages
Search Security
Fraud Detection Application
User Tracking Operational Logs Operational MetricsEspresso Cassandra Oracle
Hadoop App Monitoring App
Data
Warehouse
Kafka
ü Processes Streams
Kafka StreamsKafka Streams
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Design Considerations : These Things Matter
• Reliability and Delivery Semantics – Losing data is (usually) not OK.
• Exactly Once vs At Least Once vs (very rarely) At Most Once
• Timeliness
• Push vs Pull
• High Throughput, Varying Throughput
• Compression, Parallelism, Back Pressure
• Data Formats
• Flexibility, Structure
• Security
• Error Handling
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Introducing Kafka Connect
Simplified, scalable data integration via Apache Kafka
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Kafka Connect : Separation of Concerns
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Kafka Connect: Logical Model
Kafka Connect
Apache Kafka Brokers
Schema Registry
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How is Connect different than a producer or consumer?
• Producers and consumers enable total flexibility;
data is published and processed in any way
• This flexibility means you do everything yourself.
• Kafka Connect’s simple framework allows :
• developers to create connectors that copy data to/from other systems
• operators/users to use said connectors just by writing configuration files and submitting
them to Connect -- no code necessary
• community and 3rd-party engineers to build reliable plugins for common data sources
and sinks
• deployments to deliver scalability, fault tolerance and automated load balancing out-of-
the-box
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Connector Hub: http://www.confluent.io/product/connectors
• Confluent-supported connectors (included in CP)
• Partner/Community-written connectors (just a sampling)
JDBC
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Kafka Connect Example: MySQL to Hive Pipeline
• Blog at http://confluent.io/blog/how-to-build-a-scalable-etl-pipeline-with-kafka-connect/
36Confidential
MySQL to Hive Pipeline : Step by Step
• Configure the JDBC Source Connector with the MySQL details
• User authentication
• Tables to replicate; polling interval for change-data-capture
• Configure the HDFS Sink Connector with Hadoop Details
• Target HDFS directory
• Hive metastore details
• Partitioning details (optional)
• Watch it go !!!
• What you can’t see
• Source and Sink scalability
• Table metadata changes are captured in Schema Registry
37Confidential
38Confidential
Thank You
Questions ?

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