From Zero to Hero with Kafka Connect

A presentation at BruJUG / Apache Kafka meetup in February 2020 in Brussels, Belgium by Robin Moffatt

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@rmoff #KafkaMeetup @BruJUG From Zero to Hero with Kafka Connect a.k.a. A practical guide to becoming l33t with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG From Zero to Hero with Kafka Connect a.k.a. A practical guide to becoming l33t with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG What is Kafka Connect? From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Streaming Integration with Kafka Connect syslog Sources Kafka Connect Kafka Brokers From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Streaming Integration with Kafka Connect Amazon S3 Sinks Google BigQuery Kafka Connect Kafka Brokers From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Streaming Integration with Kafka Connect Amazon S3 syslog Google BigQuery Kafka Connect Kafka Brokers From Zero to Hero with Kafka Connect

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Look Ma, No Code! @rmoff #KafkaMeetup @BruJUG { “connector.class”: “io.confluent.connect.jdbc.JdbcSourceConnector”, “jdbc:mysql://asgard:3306/demo”, “table.whitelist”: “sales,orders,customers” } https://docs.confluent.io/current/connect/ “connection.url”: From Zero to Hero with Kafka Connect

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Streaming Pipelines @rmoff #KafkaMeetup @BruJUG Amazon S3 RDBMS Kafka Connect Kafka Connect HDFS From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Writing to data stores from Kafka App Kaf ka Con nec t Data Store From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Evolve processing from old systems to new Existing App New App <x> a k f Ka t c e n n o C RDBMS From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Demo http:!//rmoff.dev/kafka-connect-code From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Configuring Kafka Connect Inside the API - connectors, transforms, converters From Zero to Hero with Kafka Connect

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Kafka Connect basics Source Kafka Connect @rmoff #KafkaMeetup @BruJUG Kafka From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Connectors Connector Source Kafka Connect Kafka From Zero to Hero with Kafka Connect

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Connectors @rmoff #KafkaMeetup @BruJUG “config”: { […] “connector.class”: “io.confluent.connect.jdbc.JdbcSinkConnector”, “connection.url”: “jdbc:postgresql://postgres:5432/”, “topics”: “asgard.demo.orders”, } From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Connectors Connector Native data Connect Record Source Kafka Connect Kafka From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Converters Converter Connector Native data Connect bytes[] Record Source Kafka Connect Kafka From Zero to Hero with Kafka Connect

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Serialisation & Schemas Avro -> Confluent Schema Registry Protobuf @rmoff #KafkaMeetup @BruJUG JSON CSV https://qconnewyork.com/system/files/presentation-slides/qcon_17_-_schemas_and_apis.pdf From Zero to Hero with Kafka Connect

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The Confluent Schema Registry Avro Schema @rmoff #KafkaMeetup @BruJUG Schema Registry Target Source Kafka Connect Avro Message Avro Message Kafka Connect From Zero to Hero with Kafka Connect

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Converters @rmoff #KafkaMeetup @BruJUG key.converter=io.confluent.connect.avro.AvroConverter key.converter.schema.registry.url=http://localhost:8081 value.converter=io.confluent.connect.avro.AvroConverter value.converter.schema.registry.url=http://localhost:8081 Set as a global default per-worker; optionally can be overriden per-connector From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG What about internal converters? value.converter=org.apache.kafka.connect.json.JsonConverter internal.value.converter=org.apache.kafka.connect.json.JsonConverter key.internal.value.converter=org.apache.kafka.connect.json.JsonConverter value.internal.value.converter=org.apache.kafka.connect.json.JsonConverter key.internal.value.converter.bork.bork.bork=org.apache.kafka.connect.json.JsonConverter key.internal.value.please.just.work.converter=org.apache.kafka.connect.json.JsonConverter From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Single Message Transforms Connector Source Transform(s) Converter Kafka Connect Kafka From Zero to Hero with Kafka Connect

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Single Message Transforms “config”: { @rmoff #KafkaMeetup @BruJUG Do these transforms […] “transforms”: “addDateToTopic,labelFooBar”, “transforms.addDateToTopic.type”: “org.apache.kafka.connect.transforms.TimestampRouter”, “transforms.addDateToTopic.topic.format”: “${topic}-${timestamp}”, “transforms.addDateToTopic.timestamp.format”: “YYYYMM”, “transforms.labelFooBar.type”: “org.apache.kafka.connect.transforms.ReplaceField$Value”, “transforms.labelFooBar.renames”: “delivery_address:shipping_address”, } Transforms config Config per transform From Zero to Hero with Kafka Connect

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Extensible Connector @rmoff #KafkaMeetup @BruJUG Transform(s) Converter From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Confluent Hub hub.confluent.io From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Deploying Kafka Connect Connectors, Tasks, and Workers From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Connectors and Tasks JDBC Source S3 Sink S3 Task #1 JDBC Task #1 JDBC Task #2 From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Connectors and Tasks JDBC Source S3 Sink S3 Task #1 JDBC Task #1 JDBC Task #2 From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Connectors and Tasks JDBC Source S3 Sink S3 Task #1 JDBC Task #1 JDBC Task #2 From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Tasks and Workers JDBC Source S3 Sink S3 Task #1 JDBC Task #1 JDBC Task #2 Worker From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Kafka Connect Standalone Worker S3 Task #1 JDBC Task #1 JDBC Task #2 Worker Offsets From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG “Scaling” the Standalone Worker JDBC Task #1 S3 Task #1 JDBC Task #2 Worker Offsets Worker Offsets Fault-tolerant? Nope. From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Kafka Connect Distributed Worker S3 Task #1 JDBC Task #1 JDBC Task #2 Kafka Connect cluster Worker Offsets Config Status Fault-tolerant? Yeah! From Zero to Hero with Kafka Connect

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Scaling the Distributed Worker @rmoff #KafkaMeetup @BruJUG S3 Task #1 JDBC Task #1 Kafka Connect cluster JDBC Task #2 Worker Worker Offsets Config Status Fault-tolerant? Yeah! From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Distributed Worker - fault tolerance S3 Task #1 JDBC Task #1 Kafka Connect cluster Worker Worker Offsets Config Status From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Distributed Worker - fault tolerance S3 Task #1 JDBC Task #1 JDBC Task #2 Kafka Connect cluster Worker Offsets Config Status From Zero to Hero with Kafka Connect

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Multiple Distributed Clusters @rmoff #KafkaMeetup @BruJUG S3 Task #1 JDBC Task #1 Kafka Connect cluster #1 JDBC Task #2 Kafka Connect cluster #2 Offsets Offsets Config Config Status Status From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Containers From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Kafka Connect images on Docker Hub kafka-connect-elasticsearch kafka-connect-jdbc kafka-connect-hdfs […] confluentinc/cp-kafka-connect-base confluentinc/cp-kafka-connect From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Adding connectors to a container Confluent Hub JAR confluentinc/cp-kafka-connect-base From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG At runtime kafka-connect: image: confluentinc/cp-kafka-connect:5.4.0 environment: CONNECT_PLUGIN_PATH: ‘/usr/share/java,/usr/share/confluent-hub-components’ command: - bash - -c - | confluent-hub install —no-prompt neo4j/kafka-connect-neo4j:1.0.0 /etc/confluent/docker/run JAR confluentinc/cp-kafka-connect-base http://rmoff.dev/ksln19-connect-docker From Zero to Hero with Kafka Connect

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Build a new image @rmoff #KafkaMeetup @BruJUG FROM confluentinc/cp-kafka-connect:5.4.0 ENV CONNECT_PLUGIN_PATH=”/usr/share/java,/usr/share/confluent-hub-components” RUN confluent-hub install —no-prompt neo4j/kafka-connect-neo4j:1.0.0 JAR confluentinc/cp-kafka-connect-base From Zero to Hero with Kafka Connect

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Automating connector creation @rmoff #KafkaMeetup @BruJUG

Launch Kafka Connect http://rmoff.dev/ksln19-connect-docker /etc/confluent/docker/run & # # Wait for Kafka Connect listener while [ $$(curl -s -o /dev/null -w %{http_code} http:”//$$CONNECT echo -e $$(date) ” Kafka Connect listener HTTP state: ” $$(cur sleep 5 done # # Create JDBC Source connector curl -X POST http:”//localhost:8083/connectors -H “Content-Type: “name”: “jdbc_source_mysql_00”, “config”: { “connector.class”: “io.confluent.connect.jdbc. “connection.url”: “jdbc:mysql:”//mysql:3306/dem From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Troubleshooting Kafka Connect From Zero to Hero with Kafka Connect

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Troubleshooting Kafka Connect @rmoff #KafkaMeetup @BruJUG Task FAILED Connector RUNNING $ curl -s “http://localhost:8083/connectors/source-debezium-orders/status” | \ jq ‘.connector.state’ “RUNNING” $ curl -s “http://localhost:8083/connectors/source-debezium-orders/status” | \ jq ‘.tasks[0].state’ “FAILED” http://go.rmoff.net/connector-status From Zero to Hero with Kafka Connect

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Troubleshooting Kafka Connect @rmoff #KafkaMeetup @BruJUG curl -s “http:!//localhost:8083/connectors/source-debezium-orders-00/status” | jq ‘.tasks[0].trace’ “org.apache.kafka.connect.errors.ConnectException\n\tat io.debezium.connector.mysql.AbstractReader.wrap(AbstractReader.java:230)\n\tat io.debezium.connector.mysql.AbstractReader.failed(AbstractReader.java:197)\n\tat io.debezium.connector.mysql.BinlogReader$ReaderThreadLifecycleListener.onCommunicationFailure(BinlogReader.java:1018)\n\t at com.github.shyiko.mysql.binlog.BinaryLogClient.listenForEventPackets(BinaryLogClient.java:950)\n\tat com.github.shyiko.mysql.binlog.BinaryLogClient.connect(BinaryLogClient.java:580)\n\tat com.github.shyiko.mysql.binlog.BinaryLogClient$7.run(BinaryLogClient.java:825)\n\tat java.lang.Thread.run(Thread.java:748)\nCaused by: java.io.EOFException\n\tat com.github.shyiko.mysql.binlog.io.ByteArrayInputStream.read(ByteArrayInputStream.java:190)\n\tat com.github.shyiko.mysql.binlog.io.ByteArrayInputStream.readInteger(ByteArrayInputStream.java:46)\n\tat com.github.shyiko.mysql.binlog.event.deserialization.EventHeaderV4Deserializer.deserialize(EventHeaderV4Deserializer.java :35)\n\tat com.github.shyiko.mysql.binlog.event.deserialization.EventHeaderV4Deserializer.deserialize(EventHeaderV4Deserializer.java :27)\n\tat com.github.shyiko.mysql.binlog.event.deserialization.EventDeserializer.nextEvent(EventDeserializer.java:212)\n\tat io.debezium.connector.mysql.BinlogReader$1.nextEvent(BinlogReader.java:224)\n\tat com.github.shyiko.mysql.binlog.BinaryLogClient.listenForEventPackets(BinaryLogClient.java:922)\n\t!!… 3 more\n” From Zero to Hero with Kafka Connect

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The log is the source of truth @rmoff #KafkaMeetup @BruJUG $ confluent log connect $ docker-compose logs kafka-connect $ cat /var/log/kafka/connect.log From Zero to Hero with Kafka Connect

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Dynamic log levels @rmoff #KafkaMeetup @BruJUG (Added in Apache Kafka 2.4 / Confluent Platform 5.4) curl -s http://localhost:8083/admin/loggers/ | jq { “org.apache.kafka.connect.runtime.rest”: { “level”: “WARN” }, “org.reflections”: { “level”: “ERROR” }, “root”: { “level”: “INFO” } } curl -s -X PUT http://localhost:8083/admin/loggers/io.debezium -H “Content-Type:application/json” -d ‘{“level”: “TRACE”}’ https://rmoff.dev/kc-dynamic-log-level From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Error Handling and Dead Letter Queues From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG org.apache.kafka.common.errors.SerializationException: Unknown magic byte! From Zero to Hero with Kafka Connect

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Mismatched converters @rmoff #KafkaMeetup @BruJUG org.apache.kafka.common.errors.SerializationException: Unknown magic byte! Messages are not Avro “value.converter”: “AvroConverter” ⓘ Use the correct Converter for the source data From Zero to Hero with Kafka Connect

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Mixed serialisation methods @rmoff #KafkaMeetup @BruJUG org.apache.kafka.common.errors.SerializationException: Unknown magic byte! Some messages are not Avro “value.converter”: “AvroConverter” ⓘ Use error handling to deal with bad messages From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Error Handling and DLQ Handled Not Handled Convert Start -> read/write from Kafka -> [de]-serialisation Transform -> Connections to a data store Poll / Put -> Read/Write from/to data store* * can be retried by Connect https://cnfl.io/connect-dlq From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Fail Fast Source topic messages Kafka Connect https://cnfl.io/connect-dlq Sink messages From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG YOLO ¯_(ツ)_/¯ Source topic messages errors.tolerance=all Kafka Connect https://cnfl.io/connect-dlq Sink messages From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Dead Letter Queue Dead letter queue Source topic messages Kafka Connect errors.tolerance=all errors.deadletterqueue.topic.name=my_dlq https://cnfl.io/connect-dlq Sink messages From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Re-processing the Dead Letter Queue Source topic messages Dead letter queue Kafka Connect (Avro sink) Kafka Connect (JSON sink) https://cnfl.io/connect-dlq Sink messages From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG Metrics and Monitoring From Zero to Hero with Kafka Connect

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REST API @rmoff #KafkaMeetup @BruJUG http://go.rmoff.net/connector-status From Zero to Hero with Kafka Connect

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Confluent Control Center @rmoff #KafkaMeetup @BruJUG From Zero to Hero with Kafka Connect

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Consumer lag @rmoff #KafkaMeetup @BruJUG From Zero to Hero with Kafka Connect

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JMX @rmoff #KafkaMeetup @BruJUG From Zero to Hero with Kafka Connect

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Fully Managed Kafka as a Service

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kafka-summit.org Moffatt30 30% OFF* *Standard Priced Conference pass

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@rmoff #KafkaMeetup @BruJUG Free Books! https://rmoff.dev/BruJUG From Zero to Hero with Kafka Connect

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@rmoff #KafkaMeetup @BruJUG #EOF 💬 Join the Confluent Community Slack group at http://cnfl.io/slack https://talks.rmoff.net