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Kafka in Context, Cloud
and Community
Simon Elliston Ball, Product Manager
Data-in-Motion
Cloudera
© 2020 Cloudera, Inc. All rights reserved. 2
© 2020 Cloudera, Inc. All rights reserved. 3
Kafka and Friends
UNIFIED SCHEMA MANAGEMENT - SCHEMA REGISTRY
UNIFIED LINEAGE MANAGEMENT - APACHE ATLAS
UNIFIED MONITORING AND CONTROL - STREAMS MESSAGING MANAGER
© 2020 Cloudera, Inc. All rights reserved. 4
Apache NiFi: Collecting, sending and integrating
MQTT Proxy
REST Proxy
© 2020 Cloudera, Inc. All rights reserved. 5
Apache Flink: ANSI SQL on streams, CEP, advanced analytics
CREATE VIEW TransactionsInArea AS
SELECT
toAreaId(lat, lon) AS area,
COUNT(DISTINCT transactionId) AS transactionCount,
TUMBLE_ROWTIME(transactionTime, INTERVAL '30' MINUTE) AS rowTime,
TUMBLE_START(transactionTime, INTERVAL '30' MINUTE) AS startTime,
TUMBLE_END(transactionTime, INTERVAL '30' MINUTE) AS endTime
FROM
Transactions
GROUP BY
toAreaId(lat, lon),
TUMBLE(transactionTime, INTERVAL '30' MINUTE)
© 2020 Cloudera, Inc. All rights reserved. 6
Apache Flink: ANSI SQL on streams, CEP, advanced analytics
SELECT * FROM TransactionsInArea MATCH_RECOGNIZE(
PARTITION BY area ORDER BY rowTime
MEASURES
FIRST(UP.startTime) as peakStart,
LAST(DOWN.endTime) AS peakEnd,
SUM(UP.transactionCount) + SUM(DOWN.transactionCount) AS transactionSum
AFTER MATCH SKIP PAST LAST ROW
PATTERN (UP{4,} DOWN{2,} E)
DEFINE
UP AS UP.transactionCount > LAST(UP.transactionCount, 1) OR
LAST(UP.transactionCount, 1) IS NULL,
DOWN AS DOWN.transactionCount < LAST(DOWN.transactionCount, 1) OR
LAST(DOWN.transactionCount, 1) IS NULL,
E AS E.rideCount > LAST(DOWN.transactionCount)
)
© 2020 Cloudera, Inc. All rights reserved. 7
Apache Ranger: Security and Audit
© 2020 Cloudera, Inc. All rights reserved. 8
Apache Atlas: Lineage and Governance - linking the rest of the world
CDF
CDE
CML
© 2020 Cloudera, Inc. All rights reserved. 9
Schema Registry: consistent governance across the ecosystem
Schema for more than just Kafka
Record Based
Processors
Serializer
Deserializer
FlinkKafkaConsumer &
FlinkKafkaProducer
Stream Reader
Event
Explorer
© 2020 Cloudera, Inc. All rights reserved. 10
Wow. That’s a lot.
© 2020 Cloudera, Inc. All rights reserved. 11
Better together: complete solution for data
A fully integrated edge-to-cloud platform
for streaming and batch data with
advanced analytics and machine learning
© 2020 Cloudera, Inc. All rights reserved. 12
Managing complexity: Streams Messaging Manager
© 2020 Cloudera, Inc. All rights reserved. 13
Managing complexity: Streams Messaging Manager
© 2020 Cloudera, Inc. All rights reserved. 14
Managing complexity: Streams Messaging Manager
© 2020 Cloudera, Inc. All rights reserved. 15
Managing complexity: Streams Messaging Manager
Control lifecycle, configuration, and monitoring for
Kafka Connect instances
© 2020 Cloudera, Inc. All rights reserved. 16
Operations made easy: Cruise Control
Automatic Topic
Balancing
New Brokers Scale Up and Down Failure Leads to
Hot-Spot
© 2020 Cloudera, Inc. All rights reserved. 17
Operations made easy: Cruise Control
Kafka in the community
© 2020 Cloudera, Inc. All rights reserved. 19
Mirror Maker 2:
● Circular Replication
● Offset adjustment
● Open source
● Managed and
integrated into Streams
Replication Manager
and Streams
Messaging Manager
Mirror Maker 2 and Streams Replication Manager
© 2020 Cloudera, Inc. All rights reserved. 20
As Kafka Grows…..
Kafka Connect
Simple Data
Movement
In/Out of Kafka
Kafka Streams
Management and
Monitoring Services
Simpler Kafka… we all grow with it
Kafkas, clouds, kubes, and consumers
© 2020 Cloudera, Inc. All rights reserved. 22
Not just Kafka as a service… Topics as a service
© 2020 Cloudera, Inc. All rights reserved. 23
… with all the things you need around them
© 2020 Cloudera, Inc. All rights reserved. 24
… simple quick flow-based applications
Instant flows based for
common use cases
Autoscaling based on SLAs
© 2020 Cloudera, Inc. All rights reserved. 25
On cloud, on prem, hybrid, kubernetes: Kafka, where you need it.
● Run on any cloud
● Control your VPC
● Public or Private
● Auto-scaling
● Auto-balancing
● Machine learning
based sizing
© 2020 Cloudera, Inc. All rights reserved. 26
TH N Y U

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Kafka in Context, Cloud, & Community (Simon Elliston Ball, Cloudera) Kafka Summit 2020

  • 1. Kafka in Context, Cloud and Community Simon Elliston Ball, Product Manager Data-in-Motion Cloudera
  • 2. © 2020 Cloudera, Inc. All rights reserved. 2
  • 3. © 2020 Cloudera, Inc. All rights reserved. 3 Kafka and Friends UNIFIED SCHEMA MANAGEMENT - SCHEMA REGISTRY UNIFIED LINEAGE MANAGEMENT - APACHE ATLAS UNIFIED MONITORING AND CONTROL - STREAMS MESSAGING MANAGER
  • 4. © 2020 Cloudera, Inc. All rights reserved. 4 Apache NiFi: Collecting, sending and integrating MQTT Proxy REST Proxy
  • 5. © 2020 Cloudera, Inc. All rights reserved. 5 Apache Flink: ANSI SQL on streams, CEP, advanced analytics CREATE VIEW TransactionsInArea AS SELECT toAreaId(lat, lon) AS area, COUNT(DISTINCT transactionId) AS transactionCount, TUMBLE_ROWTIME(transactionTime, INTERVAL '30' MINUTE) AS rowTime, TUMBLE_START(transactionTime, INTERVAL '30' MINUTE) AS startTime, TUMBLE_END(transactionTime, INTERVAL '30' MINUTE) AS endTime FROM Transactions GROUP BY toAreaId(lat, lon), TUMBLE(transactionTime, INTERVAL '30' MINUTE)
  • 6. © 2020 Cloudera, Inc. All rights reserved. 6 Apache Flink: ANSI SQL on streams, CEP, advanced analytics SELECT * FROM TransactionsInArea MATCH_RECOGNIZE( PARTITION BY area ORDER BY rowTime MEASURES FIRST(UP.startTime) as peakStart, LAST(DOWN.endTime) AS peakEnd, SUM(UP.transactionCount) + SUM(DOWN.transactionCount) AS transactionSum AFTER MATCH SKIP PAST LAST ROW PATTERN (UP{4,} DOWN{2,} E) DEFINE UP AS UP.transactionCount > LAST(UP.transactionCount, 1) OR LAST(UP.transactionCount, 1) IS NULL, DOWN AS DOWN.transactionCount < LAST(DOWN.transactionCount, 1) OR LAST(DOWN.transactionCount, 1) IS NULL, E AS E.rideCount > LAST(DOWN.transactionCount) )
  • 7. © 2020 Cloudera, Inc. All rights reserved. 7 Apache Ranger: Security and Audit
  • 8. © 2020 Cloudera, Inc. All rights reserved. 8 Apache Atlas: Lineage and Governance - linking the rest of the world CDF CDE CML
  • 9. © 2020 Cloudera, Inc. All rights reserved. 9 Schema Registry: consistent governance across the ecosystem Schema for more than just Kafka Record Based Processors Serializer Deserializer FlinkKafkaConsumer & FlinkKafkaProducer Stream Reader Event Explorer
  • 10. © 2020 Cloudera, Inc. All rights reserved. 10 Wow. That’s a lot.
  • 11. © 2020 Cloudera, Inc. All rights reserved. 11 Better together: complete solution for data A fully integrated edge-to-cloud platform for streaming and batch data with advanced analytics and machine learning
  • 12. © 2020 Cloudera, Inc. All rights reserved. 12 Managing complexity: Streams Messaging Manager
  • 13. © 2020 Cloudera, Inc. All rights reserved. 13 Managing complexity: Streams Messaging Manager
  • 14. © 2020 Cloudera, Inc. All rights reserved. 14 Managing complexity: Streams Messaging Manager
  • 15. © 2020 Cloudera, Inc. All rights reserved. 15 Managing complexity: Streams Messaging Manager Control lifecycle, configuration, and monitoring for Kafka Connect instances
  • 16. © 2020 Cloudera, Inc. All rights reserved. 16 Operations made easy: Cruise Control Automatic Topic Balancing New Brokers Scale Up and Down Failure Leads to Hot-Spot
  • 17. © 2020 Cloudera, Inc. All rights reserved. 17 Operations made easy: Cruise Control
  • 18. Kafka in the community
  • 19. © 2020 Cloudera, Inc. All rights reserved. 19 Mirror Maker 2: ● Circular Replication ● Offset adjustment ● Open source ● Managed and integrated into Streams Replication Manager and Streams Messaging Manager Mirror Maker 2 and Streams Replication Manager
  • 20. © 2020 Cloudera, Inc. All rights reserved. 20 As Kafka Grows….. Kafka Connect Simple Data Movement In/Out of Kafka Kafka Streams Management and Monitoring Services Simpler Kafka… we all grow with it
  • 21. Kafkas, clouds, kubes, and consumers
  • 22. © 2020 Cloudera, Inc. All rights reserved. 22 Not just Kafka as a service… Topics as a service
  • 23. © 2020 Cloudera, Inc. All rights reserved. 23 … with all the things you need around them
  • 24. © 2020 Cloudera, Inc. All rights reserved. 24 … simple quick flow-based applications Instant flows based for common use cases Autoscaling based on SLAs
  • 25. © 2020 Cloudera, Inc. All rights reserved. 25 On cloud, on prem, hybrid, kubernetes: Kafka, where you need it. ● Run on any cloud ● Control your VPC ● Public or Private ● Auto-scaling ● Auto-balancing ● Machine learning based sizing
  • 26. © 2020 Cloudera, Inc. All rights reserved. 26 TH N Y U