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Realtime, Fault Tolerant Systems with kafka
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Manan
August 28, 2016
Technology
0
130
Realtime, Fault Tolerant Systems with kafka
Presented at ThoughtWorks XConf '16 Bangalore, Gurgaon.
Manan
August 28, 2016
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Transcript
Manan Bharara Abhishek Khare Throughput REALTIME, FAULT TOLERANT SYSTEMS WITH
KAFKA
Manan Bharara Abhishek Khare Throughput REALTIME, FAULT TOLERANT SYSTEMS WITH
KAFKA
MONOLITH tail / grep / more / less RATIONALE
RATIONALE
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE AGGREGATE
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE HDFS MICROSERVICE
AGGREGATE
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE HDFS ACTIVITY
LOGS Clicks Page views MICROSERVICE AGGREGATE
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE HDFS ACTIVITY
LOGS Clicks Page views MICROSERVICE AGGREGATE
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE HBASE HDFS
ACTIVITY LOGS Clicks Page views MICROSERVICE AGGREGATE AGGREGATE
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE HBASE HDFS
ACTIVITY LOGS Clicks Page views MICROSERVICE AGGREGATE AGGREGATE AGGREGATE FILTER
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE HBASE HDFS
ACTIVITY LOGS Clicks Page views MICROSERVICE AGGREGATE AGGREGATE AGGREGATE FILTER
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE HBASE HDFS
ACTIVITY LOGS Clicks Page views MICROSERVICE AGGREGATE AGGREGATE AGGREGATE FILTER
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE HBASE HDFS
ACTIVITY LOGS Clicks Page views MICROSERVICE AGGREGATE AGGREGATE AGGREGATE FILTER
RATIONALE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE MICROSERVICE HBASE HDFS
ACTIVITY LOGS Clicks Page views MICROSERVICE DB K A F K A
POPULAR USE CASES • Data ingestion • Log aggregation •
User activity tracking • Message Queue
ARCHITECTURE PRODUCER PRODUCER PRODUCER PRODUCER PRODUCER BROKER BROKER BROKER ZOOKEEPER
CONSUMER CONSUMER BROKER T1 P1 T2 P1 T1 P2 T1 P1 T1 P2 T2 P1
• Replication • One leader. Multiple followers. • Leader ->
Followers • Leader election FAULT TOLERANCE
FAULT TOLERANCE DEMO
SCALABILITY
• Horizontal Scalability SCALABILITY
• Horizontal Scalability • Partition Reassignment SCALABILITY
EXAMPLE APPLICATION Clicks Page Views Custom events {visitorId: “10239”, productId:
“prd-18789”, …} SPARK STREAMING APPLICATION K A F K A Product - Products Visitor Recommendations USER FACING APPLICATION
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