From 759e877bfea3dcb3fd3da8e08217f62ede9afee0 Mon Sep 17 00:00:00 2001 From: sauljabin Date: Tue, 16 Jul 2024 17:11:53 +0000 Subject: [PATCH] deploy: 9f2440e1cb94af7d01ce4925c793f84332198e5e --- cleanup.html | 2 +- print.html | 7 ++----- searchindex.js | 2 +- searchindex.json | 2 +- what-is-ksqldb.html | 5 +---- 5 files changed, 6 insertions(+), 12 deletions(-) diff --git a/cleanup.html b/cleanup.html index b545550..c74ac92 100644 --- a/cleanup.html +++ b/cleanup.html @@ -245,7 +245,7 @@

Kafka Sandbox

Cleanup

Shutting down all services:

-
docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down
+
docker compose --profile proxies --profile sql --profile mqtt down
 

 

 

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What is ksqlDB?
 
  • ksqldb settings
    • 
 
 
    Run ksqlDB
    
-
    Start ksqldb:
    
-
    docker compose --profile ksqldb up -d
-
    
-
    After a few seconds check if it is up:
    
+
    Check if it's up:
    
 
    http ksqldb:8088/info
 
    
 
    One line shell interaction:
    
@@ -2894,7 +2891,7 @@ 
    orders-ou
 
 
    Cleanup
    
 
    Shutting down all services:
    
-
    docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down
+
    docker compose --profile proxies --profile sql --profile mqtt down
 
    
 
    
 
    
diff --git a/searchindex.js b/searchindex.js
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-Object.assign(window.search, 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Sandbox helps you to deploy a kafka sandbox locally. It intends to be a simple way to get started with kafka and help you on your learning path. It provides you with a wide variety of tools from the kafka ecosystem and a simple way to run them all. It also includes a set of tools and tips to make it easier for you to use kafka. This is not intended to replace official courses. note This repository was set up for development and learning purposes. It does not include security since it is not a production system.","breadcrumbs":"Introduction » Introduction","id":"0","title":"Introduction"},"1":{"body":"Confluent free courses Confluent docker images references Confluent versions interoperability","breadcrumbs":"Introduction » Interesting Links","id":"1","title":"Interesting Links"},"10":{"body":"kafka-console-consumer --from-beginning \\ --bootstrap-server kafka1:9092 \\ --group sandbox.test \\ --topic sandbox.test It is key to know that kafka stores binary data, it does not care if the internal serialization of the data represents a character string, image, number, or even if the data is encrypted or plain. All the serialization/deserialization process occurs on the client side, when producing or consuming.","breadcrumbs":"Consuming and Producing » Consume Messages","id":"10","title":"Consume Messages"},"11":{"body":"Now we are going to develop consumers and producer with java.","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Producing and Consuming Natives","id":"11","title":"Producing and Consuming Natives"},"12":{"body":"for topic in \"client.string\" \"client.integer\" \"client.long\" \"client.float\" \"client.double\" \"client.boolean\" ; do \\\nkafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic $topic ; done","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Create All the Topics","id":"12","title":"Create All the Topics"},"13":{"body":"This code example shows you how to produce a message. The configuration ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG define what type are we using. props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, getSerializer());\nKafkaProducer producer = new KafkaProducer<>(props); for (int i = 0; i < messages; i++) { V value = createValue(); ProducerRecord record = new ProducerRecord<>( topic, value ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", value) );\n} Then, produce for each type: for type in \"string\" \"integer\" \"long\" \"float\" \"double\" \"boolean\" ; do \\ gradle kafka-native-clients:run --args=\"produce client.$type $type 100\" ; done","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Produce","id":"13","title":"Produce"},"14":{"body":"It's going to be the same for the consumer, but in this case you have to use the deserializer : ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG. props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, getDeserializer());\nKafkaConsumer consumer = new KafkaConsumer<>(props); ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.value());\n} Consume a topic, for example client.string: gradle kafka-native-clients:run --args=\"consume client.string string\"","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Consume","id":"14","title":"Consume"},"15":{"body":"In this sandbox Schema Registry is already running, we are going to use it in some examples. Schema Registry will allow you to create applications that share the same data structure when they communicate with each other. This service could be key for your productions services, especially in a microservices ecosystems. Although, you will find that evolving a schema could be a problem, particularly when in your firsts stages of a new services. It is important to know that Schema Registry is not a plugin or a kafka extension. It is a separated services running in its own machine. So, the concept Schema Evolution and Compatibility will become essential for you. Check this out: Schema Evolution and Compatibility , there you will find the compatibility strategies for multiple use cases. Additionally, here you will find a lot of information about Schema Registry: Getting Started with Schemas and Schema Registries .","breadcrumbs":"Message Schemas » Message Schemas","id":"15","title":"Message Schemas"},"16":{"body":"It is worth mentioning that just like Schema Registry, Kafka Connect is an external and independent service to Kafka. Kafka Connect will be very useful when you want to have constant flow of data from a data store ( source ) to another ( sink ). Kafka Connect works with plugin, you can find several connector on Confluent Hub . In this sandbox we have installed 3 plugins: jdbc connector plugin mqtt connector plugin Plugins above can be found at: ls kafka-connect/plugins","breadcrumbs":"What is Kafka Connect? » What is Kafka Connect?","id":"16","title":"What is Kafka Connect?"},"17":{"body":"In this example you are going to learn how to move data from a source ( mysql ), to multiple targets ( postgres and mongo ). important This example does not support deletion, for that you have to implement tombstone events at the source and sink .","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Kafka Connect Database Example","id":"17","title":"Kafka Connect Database Example"},"18":{"body":"Run MySQL and PostgreSQL: docker compose --profile sql up -d Populate it: mysql --host=mysql --user=root --database=sandbox < kafka-connect/sql/customers.sql That command should have created the table customers and inserted 200 records. Now you can open Adminer or run: mysql --host=mysql --user=root --database=sandbox -e \"select * from customers\"","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Populate Database","id":"18","title":"Populate Database"},"19":{"body":"Check the installed plugins: http kafka-connect:8083/connector-plugins Now you have to hit the kafka connect rest service to create a new source, next you have the rest payload: { \"name\": \"mysql-source\", \"config\": { \"tasks.max\": \"1\", \"table.whitelist\": \"customers\", \"connector.class\": \"io.confluent.connect.jdbc.JdbcSourceConnector\", \"connection.url\": \"jdbc:mysql://mysql:3306/sandbox\", \"connection.user\": \"root\", \"connection.password\": \"notasecret\", \"mode\": \"timestamp\", \"timestamp.column.name\": \"created\", \"topic.prefix\": \"connect.\", \"transforms\": \"createKey\", \"transforms.createKey.type\": \"org.apache.kafka.connect.transforms.ValueToKey\", \"transforms.createKey.fields\": \"id\" }\n} Create the connector using the API: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-mysql-source.json If you open AKHQ you should see a new topic: connect.customers.","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Source Connector","id":"19","title":"Create Source Connector"},"2":{"body":"docker java","breadcrumbs":"Introduction » Dependencies","id":"2","title":"Dependencies"},"20":{"body":"Payload: { \"name\": \"postgres-sink\", \"config\": { \"tasks.max\": \"1\", \"connector.class\": \"io.confluent.connect.jdbc.JdbcSinkConnector\", \"connection.url\": \"jdbc:postgresql://postgres:5432/sandbox\", \"connection.user\": \"postgres\", \"connection.password\": \"notasecret\", \"delete.enabled\": false, \"pk.mode\": \"record_key\", \"pk.key\": \"id\", \"insert.mode\": \"upsert\", \"auto.create\": true, \"topics\": \"connect.customers\", \"transforms\": \"dropPrefix\", \"transforms.dropPrefix.type\": \"org.apache.kafka.connect.transforms.RegexRouter\", \"transforms.dropPrefix.regex\": \"connect\\\\.(.*)\", \"transforms.dropPrefix.replacement\": \"$1\" }\n} Create sink connector: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-postgres-sink.json This sink connector is going to create a table customers on postgres and insert all records. Now you can open Adminer or run: psql --host=postgres --user=postgres --dbname=sandbox -c \"select * from customers\" List connector: http kafka-connect:8083/connectors","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Sink Connector","id":"20","title":"Create Sink Connector"},"21":{"body":"http DELETE kafka-connect:8083/connectors/postgres-sink\nhttp DELETE kafka-connect:8083/connectors/mysql-source","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Deleting Connectors","id":"21","title":"Deleting Connectors"},"22":{"body":"","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Kafka Connect MQTT Example","id":"22","title":"Kafka Connect MQTT Example"},"23":{"body":"Start MQTT server: docker compose --profile mqtt up -d In one terminal, subscribe to mqtt topics: mosquitto_sub -h mosquitto -t \"house/+/brightness\" In another terminal, publish messages: mosquitto_pub -h mosquitto -t \"house/room/brightness\" -m \"800LM\"\nmosquitto_pub -h mosquitto -t \"house/kitchen/brightness\" -m \"1000LM\"","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Setup Broker","id":"23","title":"Setup Broker"},"24":{"body":"Payload: { \"name\": \"mqtt-source\", \"config\": { \"connector.class\": \"io.confluent.connect.mqtt.MqttSourceConnector\", \"tasks.max\": \"1\", \"mqtt.server.uri\": \"tcp://mosquitto:1883\", \"mqtt.topics\":\"house/+/brightness\", \"kafka.topic\":\"connect.brightness\", \"mqtt.qos\": \"2\", \"confluent.topic.bootstrap.servers\": \"kafka1:9092\", \"confluent.topic.replication.factor\": \"1\" }\n} Create a connector using the API: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-mqtt-source.json In one terminal, consume from kafka: kafka-console-consumer --from-beginning --group connect.mqtt \\ --topic connect.brightness \\ --bootstrap-server kafka1:9092 \\ --property print.key=true In another terminal, publish new messages to the MQTT broker: mosquitto_pub -h mosquitto -t \"house/room/brightness\" -m \"810LM\"\nmosquitto_pub -h mosquitto -t \"house/kitchen/brightness\" -m \"1020LM\" Deleting the connector: http DELETE kafka-connect:8083/connectors/mqtt-source","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Create Source Connector","id":"24","title":"Create Source Connector"},"25":{"body":"Performance tuning involves two important metrics: Latency measures how long it takes to process one event. Throughput measures how many events arrive within a specific amount of time. Run help: kafka-producer-perf-test --help\nkafka-consumer-perf-test --help Create a topic: kafka-topics --create \\ --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.performance","breadcrumbs":"Performance Tools » Performance Tools","id":"25","title":"Performance Tools"},"26":{"body":"Test producer ( confluent doc ): kafka-producer-perf-test --topic sandbox.performance \\ --throughput -1 \\ --num-records 3000000 \\ --record-size 1024 \\ --producer-props acks=all bootstrap.servers=kafka1:9092 Throughput in MB/sec. Latency in milliseconds. Test consumer ( confluent doc ): kafka-consumer-perf-test --topic sandbox.performance \\ --bootstrap-server kafka1:9092 \\ --messages 3000000 start.time, end.time: shows test start and end time. data.consumed.in.MB: shows the size of all messages consumed. MB.sec: shows how much data transferred in megabytes per second (Throughput on size). data.consumed.in.nMsg: shows the count of the total messages consumed during this test. nMsg.sec: shows how many messages were consumed in a second (Throughput on the count of messages). Test end to end latency ( confluent doc ): kafka-e2e-latency kafka1:9092 sandbox.performance 10000 all 1024 Following are the required arguments: broker_list: The location of the bootstrap broker for both the producer and the consumer. topic: The topic name used by both the producer and the consumer to send/receive messages. num_messages: The number of messages to send producer_acks: The producer setting for acks. message_size_bytes: size of each message in bytes.","breadcrumbs":"Performance Tools » Performance Tests","id":"26","title":"Performance Tests"},"27":{"body":"The kafka proxies are tools that simplify the communication between a component and kafka through a non-kafka protocol. Confluent provides a couple of proxies. It is important to mention that these tools are used when the use case is simple enough. Generally when you need a lot of control over clients, using proxies is not recommended.","breadcrumbs":"Kafka Proxies » Kafka Proxies","id":"27","title":"Kafka Proxies"},"28":{"body":"The Kafka REST Proxy provides a RESTful interface to a Kafka cluster. Use this when you really need a rest interface since it is usually more complex than using conventional kafka clients. You can check the API reference here .","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Kafka REST Proxy","id":"28","title":"Kafka REST Proxy"},"29":{"body":"Run Kafka REST Proxy: docker compose --profile proxies up -d Check the cluster information: http kafka-rest:8082/v3/clusters","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Setup","id":"29","title":"Setup"},"3":{"body":"Clone the repo: git clone https://github.com/sauljabin/kafka-sandbox.git\ncd kafka-sandbox Run the kafka cluster: docker compose up -d Check running services: docker compose ps Open AKHQ (a web UI for kafka) at http://localhost:8080/ .","breadcrumbs":"Quick Start » Quick Start","id":"3","title":"Quick Start"},"30":{"body":"Payload: { \"topic_name\": \"proxy.rest\", \"partitions_count\": 3, \"replication_factor\": 3\n} Hit rest proxy: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics < kafka-rest/requests/create-topic.json List topics: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics | jq -r '.data[].topic_name'","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Create Topic","id":"30","title":"Create Topic"},"31":{"body":"Payload: { \"key\": { \"type\": \"STRING\", \"data\": \"ce59e9a6-aafd-44f4-bdc6-f285adfcc836\" }, \"value\": { \"type\": \"AVRO\", \"schema\": \"{\\\"type\\\": \\\"record\\\", \\\"name\\\": \\\"User\\\", \\\"fields\\\": [{\\\"name\\\": \\\"name\\\", \\\"type\\\": \\\"string\\\"}]}\", \"data\": { \"name\": \"John Doe\" } }\n} Send payload: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics/proxy.rest/records < kafka-rest/requests/produce-avro-message.json","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Produce","id":"31","title":"Produce"},"32":{"body":"kafka-avro-console-consumer --bootstrap-server kafka1:9092 \\ --topic proxy.rest \\ --from-beginning \\ --property schema.registry.url=http://schema-registry:8081","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Consume","id":"32","title":"Consume"},"33":{"body":"MQTT Proxy enables MQTT clients to use the MQTT protocol to publish data directly to Apache Kafka. This does not convert kafka into a MQTT broker, this aims to provide a simple way to publish/persist IoT data to Kafka.","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Kafka MQTT Proxy","id":"33","title":"Kafka MQTT Proxy"},"34":{"body":"Run Kafka MQTT Proxy: docker compose --profile proxies up -d","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Setup","id":"34","title":"Setup"},"35":{"body":"Create topic: kafka-topics --create \\ --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic proxy.mqtt Publish using mqtt proxy: mosquitto_pub -h kafka-mqtt -p 1884 -t \"house/room/temperature\" -m \"20C\" Check the data: kafka-console-consumer --from-beginning \\ --bootstrap-server kafka1:9092 \\ --group proxy.mqtt \\ --topic proxy.mqtt \\ --property print.key=true","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Publish Messages","id":"35","title":"Publish Messages"},"36":{"body":"This example shows you how to use json and schema registry for producing and consuming.","breadcrumbs":"JSON Producer and Consumer » JSON Producer and Consumer","id":"36","title":"JSON Producer and Consumer"},"37":{"body":"json schema confluent example","breadcrumbs":"JSON Producer and Consumer » Other Links","id":"37","title":"Other Links"},"38":{"body":"The first step is to create the structure: package kafka.sandbox.cli; import com.fasterxml.jackson.annotation.JsonProperty;\nimport lombok.Builder;\nimport lombok.Data; @Builder\n@Data\npublic class User { @JsonProperty public String id; @JsonProperty public String firstName; @JsonProperty public String lastName; @JsonProperty public String address; @JsonProperty public int age;\n} Confluent java library uses jackson annotations .","breadcrumbs":"JSON Producer and Consumer » POJO","id":"38","title":"POJO"},"39":{"body":"It is possible to produce with or without Schema Registry. It'll depend on the configurations. Producer: if (useSchemaRegistry) { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaJsonSchemaSerializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaJsonSerializer.class);\n} Consumer: if (useSchemaRegistry) { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaJsonSchemaDeserializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaJsonDeserializer.class);\n}","breadcrumbs":"JSON Producer and Consumer » Configurations","id":"39","title":"Configurations"},"4":{"body":"For opening the sandbox environment just run: docker compose exec cli bash important You will use this environment throughout the sandbox. Remember to open it before executing a command different to docker compose ....","breadcrumbs":"Sandbox Environment » Sandbox Environment","id":"4","title":"Sandbox Environment"},"40":{"body":"Create a topic to produce json messages without Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.users Create a topic to produce json messages with Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.schema.users","breadcrumbs":"JSON Producer and Consumer » Setup","id":"40","title":"Setup"},"41":{"body":"gradle kafka-json-clients:run --args=\"produce client.users 100\"\ngradle kafka-json-clients:run --args=\"consume client.users\"","breadcrumbs":"JSON Producer and Consumer » Produce/Consume without Schema Registry","id":"41","title":"Produce/Consume without Schema Registry"},"42":{"body":"gradle kafka-json-clients:run --args=\"produce -s client.schema.users 100\"\ngradle kafka-json-clients:run --args=\"consume -s client.schema.users\"","breadcrumbs":"JSON Producer and Consumer » Produce/Consume with Schema Registry","id":"42","title":"Produce/Consume with Schema Registry"},"43":{"body":"Next, you will see how to serialize/deserialize messages using avro schemas.","breadcrumbs":"Avro Producer and Consumer » Avro Producer and Consumer","id":"43","title":"Avro Producer and Consumer"},"44":{"body":"confluent avro producer and consumer examples kafka consumer settings kafka producer settings","breadcrumbs":"Avro Producer and Consumer » Other Links","id":"44","title":"Other Links"},"45":{"body":"Avro allows us to serialize/deserialize messages. Here it's our example avro schema: { \"type\": \"record\", \"name\": \"Supplier\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"id\", \"type\": \"string\" }, { \"name\": \"name\", \"type\": \"string\" }, { \"name\": \"address\", \"type\": \"string\" }, { \"name\": \"country\", \"type\": \"string\" } ]\n}","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"45","title":"Avro Schema"},"46":{"body":"kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Create Topic","id":"46","title":"Create Topic"},"47":{"body":"As you can see now we are using the autogenerated class Supplier. KafkaProducer producer = new KafkaProducer<>(props); for (int i = 0; i < messages; i++) { Supplier supplier = createNew(); ProducerRecord record = new ProducerRecord<>( topic, supplier.getId().toString(), supplier ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", supplier) );\n} gradle kafka-avro-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Avro Producer and Consumer » Produce","id":"47","title":"Produce"},"48":{"body":"It is the same for the consumer, we are using the avro class Supplier. ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.key());\n} gradle kafka-avro-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"48","title":"Consume"},"49":{"body":"These example show you how to use Unions .","breadcrumbs":"Avro Producer and Consumer » Avro Union » Avro Union","id":"49","title":"Avro Union"},"5":{"body":"","breadcrumbs":"What is Kafka? » What is Kafka?","id":"5","title":"What is Kafka?"},"50":{"body":"In this schema we create a field metric that can be a TimerMetric or CounterMetric. { \"type\": \"record\", \"name\": \"Metric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"metricId\", \"type\": \"string\" }, { \"name\": \"metricType\", \"type\": { \"type\": \"enum\", \"name\": \"MetricType\", \"symbols\": [ \"TIMER\", \"COUNTER\" ], \"default\": \"TIMER\" } }, { \"name\": \"metric\", \"type\": [ { \"type\": \"record\", \"name\": \"TimerMetric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"avg\", \"type\": \"double\" } ] }, { \"type\": \"record\", \"name\": \"CounterMetric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"count\", \"type\": \"long\" } ] } ] } ]\n} The Metric java class will define an object (for the metric field) instead of a specific type (TimerMetric or CounterMetric). private java.lang.Object metric;","breadcrumbs":"Avro Producer and Consumer » Avro Union » Avro Schema","id":"50","title":"Avro Schema"},"51":{"body":"Create a topic: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.metrics","breadcrumbs":"Avro Producer and Consumer » Avro Union » Setup","id":"51","title":"Setup"},"52":{"body":"gradle kafka-avro-union-clients:run --args=\"produce client.metrics 100\"","breadcrumbs":"Avro Producer and Consumer » Avro Union » Produce","id":"52","title":"Produce"},"53":{"body":"gradle kafka-avro-union-clients:run --args=\"consume client.metrics\"","breadcrumbs":"Avro Producer and Consumer » Avro Union » Consume","id":"53","title":"Consume"},"54":{"body":"Next, you will see how to serialize/deserialize messages using protobuf.","breadcrumbs":"Protobuf Producer and Consumer » Protobuf Producer and Consumer","id":"54","title":"Protobuf Producer and Consumer"},"55":{"body":"confluent protobuf producer and consumer examples","breadcrumbs":"Protobuf Producer and Consumer » Other Links","id":"55","title":"Other Links"},"56":{"body":"Protobuf allows us to serialize/deserialize messages. syntax = \"proto3\";\nimport \"google/protobuf/timestamp.proto\"; option java_multiple_files = true;\noption java_package = \"kafka.sandbox.proto\"; enum InvoiceStatus { PAID = 0; PENDING = 1;\n} message Invoice { string id = 1; google.protobuf.Timestamp created_at = 3; Customer customer = 4; repeated Product products = 5; InvoiceStatus status = 6;\n} message Product { string id = 1; string name = 2; string code = 3; double price = 4;\n} message Customer { string id = 1; string firstName = 2; string lastName = 3; Address address = 4;\n} message Address { string city = 1; string zipCode = 2; string street = 3;\n}","breadcrumbs":"Protobuf Producer and Consumer » Protobuf Schema","id":"56","title":"Protobuf Schema"},"57":{"body":"It is possible to produce with or without Schema Registry. It'll depend on the configurations. Producer: if (useSchemaRegistry) { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaProtobufSerializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { // ProtobufSerializer is a custom class props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, ProtobufSerializer.class);\n} Consumer: if (useSchemaRegistry) { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaProtobufDeserializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { // ProtobufDeserializer is a custom class props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, ProtobufDeserializer.class); // here we pass a custom configuration to the deserializer props.put(ProtobufDeserializer.PROTOBUF_PARSER, Invoice.parser());\n}","breadcrumbs":"Protobuf Producer and Consumer » Configurations","id":"57","title":"Configurations"},"58":{"body":"Create a topic to produce protobuf messages without Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.invoices Create a topic to produce protobuf messages with Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.schema.invoices","breadcrumbs":"Protobuf Producer and Consumer » Setup","id":"58","title":"Setup"},"59":{"body":"gradle kafka-protobuf-clients:run --args=\"produce client.invoices 100\"\ngradle kafka-protobuf-clients:run --args=\"consume client.invoices\"","breadcrumbs":"Protobuf Producer and Consumer » Produce/Consume without Schema Registry","id":"59","title":"Produce/Consume without Schema Registry"},"6":{"body":"kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test","breadcrumbs":"What is Kafka? » Create a Topic","id":"6","title":"Create a Topic"},"60":{"body":"gradle kafka-protobuf-clients:run --args=\"produce -s client.schema.invoices 100\"\ngradle kafka-protobuf-clients:run --args=\"consume -s client.schema.invoices\"","breadcrumbs":"Protobuf Producer and Consumer » Produce/Consume with Schema Registry","id":"60","title":"Produce/Consume with Schema Registry"},"61":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"61","title":"Spring Boot"},"62":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"62","title":"Other LInks"},"63":{"body":"Run spring boot: gradle kafka-spring-boot:bootRun","breadcrumbs":"Spring Boot » Setup","id":"63","title":"Setup"},"64":{"body":"Spring has the class KafkaTemplate that allows you to produce messages. @Value(\"${spring.kafka.topic}\")\nprivate String topic; @Autowired\nprivate KafkaTemplate kafkaTemplate; public void sendCustomer(Customer customer) { log.info(\"Producing message: {}\", customer); kafkaTemplate.send(topic, customer.getId().toString(), customer);\n} In another terminal: http :8585/produce messages==10","breadcrumbs":"Spring Boot » Produce","id":"64","title":"Produce"},"65":{"body":"You can use the KafkaListener annotation. @KafkaListener(topics = { \"${spring.kafka.topic}\" })\npublic void consume(ConsumerRecord record) { log.info(\"Customer ID: {}\", record.value());\n}","breadcrumbs":"Spring Boot » Consume","id":"65","title":"Consume"},"66":{"body":"Kafka Streams is a client library providing organizations with a particularly efficient framework for processing streaming data. It offers a streamlined method for creating applications and microservices that must process data in real-time to be effective. kafka streams examples more kafka streams examples here . kafka stream architecture In this example we are going to create a data processing pipeline (topology), which is going to count the suppliers by country (check the Kafka Clients - Avro Producer and Consumer section). So, kafka stream is going to consume form the client.suppliers topic, then is going to process the data and finally is going to publish the results in the topic streams.results. // read from suppliers topic\nKStream suppliers = builder.stream(source); // aggregate the new supplier counts by country\nKTable aggregated = suppliers // map the country as key .map((key, value) -> new KeyValue<>(value.getCountry().toString(), value)) .groupByKey() // aggregate and materialize the store .count(Materialized.as(\"SupplierCountByCountry\")); // write the results to a topic\naggregated.toStream() // print results .peek((key, value) -> log.info(\"Country = {}, Total supplier counts = {}\", key, value)) // publish results .to(sink, Produced.with(Serdes.String(), Serdes.Long())); // build the topology\nTopology topology = builder.build();","breadcrumbs":"Kafka Streams » Kafka Streams","id":"66","title":"Kafka Streams"},"67":{"body":"gradle kafka-streams:run --args=\"streams client.suppliers streams.results\" Print results (in another terminal): kafka-console-consumer --from-beginning --group kafka-streams.consumer \\ --topic streams.results \\ --bootstrap-server kafka1:9092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): gradle kafka-avro-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"67","title":"Run Topology"},"68":{"body":"Interactive Queries allow you to leverage the state of your application from outside your application. The Kafka Streams API enables your applications to be queryable. interactive queries This example is using gRPC to request queries to the kafka stream server.","breadcrumbs":"Kafka Streams » Interactive Queries » Interactive Queries","id":"68","title":"Interactive Queries"},"69":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: gradle -q kafka-streams:run --args=\"count Ecuador\" This is possible because we have access to the kafka streams stores in runtime. This way we can query over the store a return and response. Check the gRPC server: ReadOnlyKeyValueStore keyValueStore = streams.store( StoreQueryParameters.fromNameAndType(\"SupplierCountByCountry\", QueryableStoreTypes.keyValueStore())); String country = request.getName();\nLong total = keyValueStore.get(country);\nString value = String.format(\"Country: %s, Total Suppliers: %s\", country, total != null ? total : 0);\nCountReply reply = CountReply.newBuilder().setMessage(value).build();\nresponseObserver.onNext(reply); Check the gRPC client: ManagedChannel channel = Grpc.newChannelBuilder(\"localhost:5050\", InsecureChannelCredentials.create()) .build(); CounterServiceBlockingStub blockingStub = CounterServiceGrpc.newBlockingStub(channel);\nCountReply countByCountry = blockingStub.getCountByCountry(CountRequest.newBuilder().setName(country).build());\nSystem.out.println(countByCountry.getMessage());","breadcrumbs":"Kafka Streams » Interactive Queries » Query Results","id":"69","title":"Query Results"},"7":{"body":"kafka-topics --list --bootstrap-server kafka1:9092 At this point you must understand that the most important concept for you is the partition. You will be tempted to focus on the topic concept, but you should focus on the partition. This is due to the very nature of a distributed system.","breadcrumbs":"What is Kafka? » List Topics","id":"7","title":"List Topics"},"70":{"body":"ksqlDB is a database that's purpose-built for stream processing applications. ksqlDB it is not a SQL database, it provides an extra layer for implementing kstream, ktable and connectors through a language (ksql) based on sql. ksqldb ksqldb settings","breadcrumbs":"What is ksqlDB » What is ksqlDB?","id":"70","title":"What is ksqlDB?"},"71":{"body":"Start ksqldb: docker compose --profile ksqldb up -d After a few seconds check if it is up: http ksqldb:8088/info One line shell interaction: ksql -e \"SHOW STREAMS;\" http://ksqldb:8088 Interactive ksqlDB shell: ksql http://ksqldb:8088 Then enter SHOW STREAMS;.","breadcrumbs":"What is ksqlDB » Run ksqlDB","id":"71","title":"Run ksqlDB"},"72":{"body":"ksqlDB extensions are pieces of logic for transforming or aggregating events that ksqlDB can't currently express. ksqldb extensions (udf, udtf, udaf) Check the Kafka ksqlDB section. For creating the jar extension, you can use the following command (development purposes): gradle kafka-ksqldb-extensions:shadowJar","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » ksqlDB Extensions","id":"72","title":"ksqlDB Extensions"},"73":{"body":"package kafka.sandbox.ksqldb; import io.confluent.ksql.function.udf.Udf;\nimport io.confluent.ksql.function.udf.UdfDescription;\nimport io.confluent.ksql.function.udf.UdfParameter; @UdfDescription( name = \"taxes\", author = \"kafka sandbox\", version = \"1.0.0\", description = \"A custom taxes formula for orders.\"\n)\npublic class TaxesUdf { public static final double TAXES = .12; @Udf(description = \"Calculate taxes.\") public double taxes(@UdfParameter double amount) { return amount * TAXES; }\n}","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » Custom UDF","id":"73","title":"Custom UDF"},"74":{"body":"","breadcrumbs":"What is ksqlDB » ksqlDB Queries » ksqlDB Queries","id":"74","title":"ksqlDB Queries"},"75":{"body":"Create orders stream: ksql -f kafka-ksqldb/ksql/create-orders.ksql http://ksqldb:8088 The previous command executed this: CREATE STREAM orders (orderId INT KEY, orderUnits INT, totalAmount DOUBLE) WITH (kafka_topic='ksqldb.orders', key_format='json', value_format='json', partitions=10, replicas=3); CREATE STREAM orderSizes WITH (kafka_topic='ksqldb.order_sizes', key_format='json', value_format='json', partitions=10, replicas=3) AS SELECT orderId, orderUnits, totalAmount, CASE WHEN orderUnits < 2 THEN 'small' WHEN orderUnits < 4 THEN 'medium' ELSE 'large' END AS orderSize, taxes(totalAmount) AS tax FROM orders EMIT CHANGES; List of streams: ksql -e \"SHOW STREAMS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Create a Stream","id":"75","title":"Create a Stream"},"76":{"body":"As any other SQL interpreter, ksqlDB will use the command INSERT to populate a table. INSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000000, 2, 100.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000001, 4, 200.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000002, 6, 300.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000003, 3, 150.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000004, 1, 50.0); Insert orders: ksql -f kafka-ksqldb/ksql/insert-orders.ksql http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Insert","id":"76","title":"Insert"},"77":{"body":"ksql -e \"PRINT 'ksqldb.order_sizes' FROM BEGINNING;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Show","id":"77","title":"Show"},"78":{"body":"ksql -e \"DROP STREAM ORDERSIZES;\" http://ksqldb:8088\nksql -e \"DROP STREAM ORDERS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Drop","id":"78","title":"Drop"},"79":{"body":"ksqldb test runner One interesting feature that ksqlDB has is the test runner, it allows you to test a query before deploying it.","breadcrumbs":"What is ksqlDB » ksqlDB Tests » ksqlDB Tests","id":"79","title":"ksqlDB Tests"},"8":{"body":"","breadcrumbs":"Consuming and Producing » Consuming and Producing","id":"8","title":"Consuming and Producing"},"80":{"body":"ksql-test-runner -e kafka-ksqldb-extensions/extensions/ \\ -s kafka-ksqldb/ksql/create-orders.ksql \\ -i kafka-ksqldb/tests/orders-input.json \\ -o kafka-ksqldb/tests/orders-output.json | grep \">>>\"","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Run a Test","id":"80","title":"Run a Test"},"81":{"body":"A test has 2 parts, inputs and outputs, the ksqldb test runner will compare then to define if the test passes or fails. orders-input.json { \"inputs\": [ {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000000, \"value\": {\"orderUnits\": 2, \"totalAmount\": 100.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000001, \"value\": {\"orderUnits\": 4, \"totalAmount\": 200.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000002, \"value\": {\"orderUnits\": 6, \"totalAmount\": 300.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000003, \"value\": {\"orderUnits\": 3, \"totalAmount\": 150.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000004, \"value\": {\"orderUnits\": 1, \"totalAmount\": 50.0}} ]\n} orders-output.json { \"outputs\": [ {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000000, \"value\": {\"ORDERUNITS\": 2, \"TOTALAMOUNT\": 100.0, \"ORDERSIZE\": \"medium\", \"TAX\": 12.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000001, \"value\": {\"ORDERUNITS\": 4, \"TOTALAMOUNT\": 200.0, \"ORDERSIZE\": \"large\" , \"TAX\": 24.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000002, \"value\": {\"ORDERUNITS\": 6, \"TOTALAMOUNT\": 300.0, \"ORDERSIZE\": \"large\" , \"TAX\": 36.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000003, \"value\": {\"ORDERUNITS\": 3, \"TOTALAMOUNT\": 150.0, \"ORDERSIZE\": \"medium\", \"TAX\": 18.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000004, \"value\": {\"ORDERUNITS\": 1, \"TOTALAMOUNT\": 50.0, \"ORDERSIZE\": \"small\" , \"TAX\": 6.0}} ]\n}","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Tests","id":"81","title":"Tests"},"82":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down tip If you want to remove the data pass -v at the end of the previous command.","breadcrumbs":"Cleanup » Cleanup","id":"82","title":"Cleanup"},"83":{"body":"Service Port AKHQ Kafka UI 8080 Adminer SQL UI 9090 MySQL 3306 PostgreSQL 5432 Mosquitto 1883 Kafka 1 19092 Kafka 2 29092 Kafka 3 39092 Schema Registry 8081 Kafka REST 8082 Kafka Connect 8083 Kafka MQTT 1884 ksqlDB 8088 Kafka Clients Spring Boot 8585 Kafka Streams gRPC Server 5050","breadcrumbs":"Ports Table » Ports","id":"83","title":"Ports"},"84":{"body":"You can access this mdbook at: https://sauljabin.github.io/kafka-sandbox https://github.com/sauljabin/kafka-sandbox","breadcrumbs":"About this book » About this Book","id":"84","title":"About this Book"},"9":{"body":"kafka-console-producer --bootstrap-server kafka1:9092 \\ --topic sandbox.test","breadcrumbs":"Consuming and Producing » Produce Messages","id":"9","title":"Produce 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Sandbox helps you to deploy a kafka sandbox locally. It intends to be a simple way to get started with kafka and help you on your learning path. It provides you with a wide variety of tools from the kafka ecosystem and a simple way to run them all. It also includes a set of tools and tips to make it easier for you to use kafka. This is not intended to replace official courses. note This repository was set up for development and learning purposes. It does not include security since it is not a production system.","breadcrumbs":"Introduction » Introduction","id":"0","title":"Introduction"},"1":{"body":"Confluent free courses Confluent docker images references Confluent versions interoperability","breadcrumbs":"Introduction » Interesting Links","id":"1","title":"Interesting Links"},"10":{"body":"kafka-console-consumer --from-beginning \\ --bootstrap-server kafka1:9092 \\ --group sandbox.test \\ --topic sandbox.test It is key to know that kafka stores binary data, it does not care if the internal serialization of the data represents a character string, image, number, or even if the data is encrypted or plain. All the serialization/deserialization process occurs on the client side, when producing or consuming.","breadcrumbs":"Consuming and Producing » Consume Messages","id":"10","title":"Consume Messages"},"11":{"body":"Now we are going to develop consumers and producer with java.","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Producing and Consuming Natives","id":"11","title":"Producing and Consuming Natives"},"12":{"body":"for topic in \"client.string\" \"client.integer\" \"client.long\" \"client.float\" \"client.double\" \"client.boolean\" ; do \\\nkafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic $topic ; done","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Create All the Topics","id":"12","title":"Create All the Topics"},"13":{"body":"This code example shows you how to produce a message. The configuration ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG define what type are we using. props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, getSerializer());\nKafkaProducer producer = new KafkaProducer<>(props); for (int i = 0; i < messages; i++) { V value = createValue(); ProducerRecord record = new ProducerRecord<>( topic, value ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", value) );\n} Then, produce for each type: for type in \"string\" \"integer\" \"long\" \"float\" \"double\" \"boolean\" ; do \\ gradle kafka-native-clients:run --args=\"produce client.$type $type 100\" ; done","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Produce","id":"13","title":"Produce"},"14":{"body":"It's going to be the same for the consumer, but in this case you have to use the deserializer : ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG. props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, getDeserializer());\nKafkaConsumer consumer = new KafkaConsumer<>(props); ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.value());\n} Consume a topic, for example client.string: gradle kafka-native-clients:run --args=\"consume client.string string\"","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Consume","id":"14","title":"Consume"},"15":{"body":"In this sandbox Schema Registry is already running, we are going to use it in some examples. Schema Registry will allow you to create applications that share the same data structure when they communicate with each other. This service could be key for your productions services, especially in a microservices ecosystems. Although, you will find that evolving a schema could be a problem, particularly when in your firsts stages of a new services. It is important to know that Schema Registry is not a plugin or a kafka extension. It is a separated services running in its own machine. So, the concept Schema Evolution and Compatibility will become essential for you. Check this out: Schema Evolution and Compatibility , there you will find the compatibility strategies for multiple use cases. Additionally, here you will find a lot of information about Schema Registry: Getting Started with Schemas and Schema Registries .","breadcrumbs":"Message Schemas » Message Schemas","id":"15","title":"Message Schemas"},"16":{"body":"It is worth mentioning that just like Schema Registry, Kafka Connect is an external and independent service to Kafka. Kafka Connect will be very useful when you want to have constant flow of data from a data store ( source ) to another ( sink ). Kafka Connect works with plugin, you can find several connector on Confluent Hub . In this sandbox we have installed 3 plugins: jdbc connector plugin mqtt connector plugin Plugins above can be found at: ls kafka-connect/plugins","breadcrumbs":"What is Kafka Connect? » What is Kafka Connect?","id":"16","title":"What is Kafka Connect?"},"17":{"body":"In this example you are going to learn how to move data from a source ( mysql ), to multiple targets ( postgres and mongo ). important This example does not support deletion, for that you have to implement tombstone events at the source and sink .","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Kafka Connect Database Example","id":"17","title":"Kafka Connect Database Example"},"18":{"body":"Run MySQL and PostgreSQL: docker compose --profile sql up -d Populate it: mysql --host=mysql --user=root --database=sandbox < kafka-connect/sql/customers.sql That command should have created the table customers and inserted 200 records. Now you can open Adminer or run: mysql --host=mysql --user=root --database=sandbox -e \"select * from customers\"","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Populate Database","id":"18","title":"Populate Database"},"19":{"body":"Check the installed plugins: http kafka-connect:8083/connector-plugins Now you have to hit the kafka connect rest service to create a new source, next you have the rest payload: { \"name\": \"mysql-source\", \"config\": { \"tasks.max\": \"1\", \"table.whitelist\": \"customers\", \"connector.class\": \"io.confluent.connect.jdbc.JdbcSourceConnector\", \"connection.url\": \"jdbc:mysql://mysql:3306/sandbox\", \"connection.user\": \"root\", \"connection.password\": \"notasecret\", \"mode\": \"timestamp\", \"timestamp.column.name\": \"created\", \"topic.prefix\": \"connect.\", \"transforms\": \"createKey\", \"transforms.createKey.type\": \"org.apache.kafka.connect.transforms.ValueToKey\", \"transforms.createKey.fields\": \"id\" }\n} Create the connector using the API: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-mysql-source.json If you open AKHQ you should see a new topic: connect.customers.","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Source Connector","id":"19","title":"Create Source Connector"},"2":{"body":"docker java","breadcrumbs":"Introduction » Dependencies","id":"2","title":"Dependencies"},"20":{"body":"Payload: { \"name\": \"postgres-sink\", \"config\": { \"tasks.max\": \"1\", \"connector.class\": \"io.confluent.connect.jdbc.JdbcSinkConnector\", \"connection.url\": \"jdbc:postgresql://postgres:5432/sandbox\", \"connection.user\": \"postgres\", \"connection.password\": \"notasecret\", \"delete.enabled\": false, \"pk.mode\": \"record_key\", \"pk.key\": \"id\", \"insert.mode\": \"upsert\", \"auto.create\": true, \"topics\": \"connect.customers\", \"transforms\": \"dropPrefix\", \"transforms.dropPrefix.type\": \"org.apache.kafka.connect.transforms.RegexRouter\", \"transforms.dropPrefix.regex\": \"connect\\\\.(.*)\", \"transforms.dropPrefix.replacement\": \"$1\" }\n} Create sink connector: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-postgres-sink.json This sink connector is going to create a table customers on postgres and insert all records. Now you can open Adminer or run: psql --host=postgres --user=postgres --dbname=sandbox -c \"select * from customers\" List connector: http kafka-connect:8083/connectors","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Sink Connector","id":"20","title":"Create Sink Connector"},"21":{"body":"http DELETE kafka-connect:8083/connectors/postgres-sink\nhttp DELETE kafka-connect:8083/connectors/mysql-source","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Deleting Connectors","id":"21","title":"Deleting Connectors"},"22":{"body":"","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Kafka Connect MQTT Example","id":"22","title":"Kafka Connect MQTT Example"},"23":{"body":"Start MQTT server: docker compose --profile mqtt up -d In one terminal, subscribe to mqtt topics: mosquitto_sub -h mosquitto -t \"house/+/brightness\" In another terminal, publish messages: mosquitto_pub -h mosquitto -t \"house/room/brightness\" -m \"800LM\"\nmosquitto_pub -h mosquitto -t \"house/kitchen/brightness\" -m \"1000LM\"","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Setup Broker","id":"23","title":"Setup Broker"},"24":{"body":"Payload: { \"name\": \"mqtt-source\", \"config\": { \"connector.class\": \"io.confluent.connect.mqtt.MqttSourceConnector\", \"tasks.max\": \"1\", \"mqtt.server.uri\": \"tcp://mosquitto:1883\", \"mqtt.topics\":\"house/+/brightness\", \"kafka.topic\":\"connect.brightness\", \"mqtt.qos\": \"2\", \"confluent.topic.bootstrap.servers\": \"kafka1:9092\", \"confluent.topic.replication.factor\": \"1\" }\n} Create a connector using the API: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-mqtt-source.json In one terminal, consume from kafka: kafka-console-consumer --from-beginning --group connect.mqtt \\ --topic connect.brightness \\ --bootstrap-server kafka1:9092 \\ --property print.key=true In another terminal, publish new messages to the MQTT broker: mosquitto_pub -h mosquitto -t \"house/room/brightness\" -m \"810LM\"\nmosquitto_pub -h mosquitto -t \"house/kitchen/brightness\" -m \"1020LM\" Deleting the connector: http DELETE kafka-connect:8083/connectors/mqtt-source","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Create Source Connector","id":"24","title":"Create Source Connector"},"25":{"body":"Performance tuning involves two important metrics: Latency measures how long it takes to process one event. Throughput measures how many events arrive within a specific amount of time. Run help: kafka-producer-perf-test --help\nkafka-consumer-perf-test --help Create a topic: kafka-topics --create \\ --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.performance","breadcrumbs":"Performance Tools » Performance Tools","id":"25","title":"Performance Tools"},"26":{"body":"Test producer ( confluent doc ): kafka-producer-perf-test --topic sandbox.performance \\ --throughput -1 \\ --num-records 3000000 \\ --record-size 1024 \\ --producer-props acks=all bootstrap.servers=kafka1:9092 Throughput in MB/sec. Latency in milliseconds. Test consumer ( confluent doc ): kafka-consumer-perf-test --topic sandbox.performance \\ --bootstrap-server kafka1:9092 \\ --messages 3000000 start.time, end.time: shows test start and end time. data.consumed.in.MB: shows the size of all messages consumed. MB.sec: shows how much data transferred in megabytes per second (Throughput on size). data.consumed.in.nMsg: shows the count of the total messages consumed during this test. nMsg.sec: shows how many messages were consumed in a second (Throughput on the count of messages). Test end to end latency ( confluent doc ): kafka-e2e-latency kafka1:9092 sandbox.performance 10000 all 1024 Following are the required arguments: broker_list: The location of the bootstrap broker for both the producer and the consumer. topic: The topic name used by both the producer and the consumer to send/receive messages. num_messages: The number of messages to send producer_acks: The producer setting for acks. message_size_bytes: size of each message in bytes.","breadcrumbs":"Performance Tools » Performance Tests","id":"26","title":"Performance Tests"},"27":{"body":"The kafka proxies are tools that simplify the communication between a component and kafka through a non-kafka protocol. Confluent provides a couple of proxies. It is important to mention that these tools are used when the use case is simple enough. Generally when you need a lot of control over clients, using proxies is not recommended.","breadcrumbs":"Kafka Proxies » Kafka Proxies","id":"27","title":"Kafka Proxies"},"28":{"body":"The Kafka REST Proxy provides a RESTful interface to a Kafka cluster. Use this when you really need a rest interface since it is usually more complex than using conventional kafka clients. You can check the API reference here .","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Kafka REST Proxy","id":"28","title":"Kafka REST Proxy"},"29":{"body":"Run Kafka REST Proxy: docker compose --profile proxies up -d Check the cluster information: http kafka-rest:8082/v3/clusters","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Setup","id":"29","title":"Setup"},"3":{"body":"Clone the repo: git clone https://github.com/sauljabin/kafka-sandbox.git\ncd kafka-sandbox Run the kafka cluster: docker compose up -d Check running services: docker compose ps Open AKHQ (a web UI for kafka) at http://localhost:8080/ .","breadcrumbs":"Quick Start » Quick Start","id":"3","title":"Quick Start"},"30":{"body":"Payload: { \"topic_name\": \"proxy.rest\", \"partitions_count\": 3, \"replication_factor\": 3\n} Hit rest proxy: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics < kafka-rest/requests/create-topic.json List topics: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics | jq -r '.data[].topic_name'","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Create Topic","id":"30","title":"Create Topic"},"31":{"body":"Payload: { \"key\": { \"type\": \"STRING\", \"data\": \"ce59e9a6-aafd-44f4-bdc6-f285adfcc836\" }, \"value\": { \"type\": \"AVRO\", \"schema\": \"{\\\"type\\\": \\\"record\\\", \\\"name\\\": \\\"User\\\", \\\"fields\\\": [{\\\"name\\\": \\\"name\\\", \\\"type\\\": \\\"string\\\"}]}\", \"data\": { \"name\": \"John Doe\" } }\n} Send payload: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics/proxy.rest/records < kafka-rest/requests/produce-avro-message.json","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Produce","id":"31","title":"Produce"},"32":{"body":"kafka-avro-console-consumer --bootstrap-server kafka1:9092 \\ --topic proxy.rest \\ --from-beginning \\ --property schema.registry.url=http://schema-registry:8081","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Consume","id":"32","title":"Consume"},"33":{"body":"MQTT Proxy enables MQTT clients to use the MQTT protocol to publish data directly to Apache Kafka. This does not convert kafka into a MQTT broker, this aims to provide a simple way to publish/persist IoT data to Kafka.","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Kafka MQTT Proxy","id":"33","title":"Kafka MQTT Proxy"},"34":{"body":"Run Kafka MQTT Proxy: docker compose --profile proxies up -d","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Setup","id":"34","title":"Setup"},"35":{"body":"Create topic: kafka-topics --create \\ --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic proxy.mqtt Publish using mqtt proxy: mosquitto_pub -h kafka-mqtt -p 1884 -t \"house/room/temperature\" -m \"20C\" Check the data: kafka-console-consumer --from-beginning \\ --bootstrap-server kafka1:9092 \\ --group proxy.mqtt \\ --topic proxy.mqtt \\ --property print.key=true","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Publish Messages","id":"35","title":"Publish Messages"},"36":{"body":"This example shows you how to use json and schema registry for producing and consuming.","breadcrumbs":"JSON Producer and Consumer » JSON Producer and Consumer","id":"36","title":"JSON Producer and Consumer"},"37":{"body":"json schema confluent example","breadcrumbs":"JSON Producer and Consumer » Other Links","id":"37","title":"Other Links"},"38":{"body":"The first step is to create the structure: package kafka.sandbox.cli; import com.fasterxml.jackson.annotation.JsonProperty;\nimport lombok.Builder;\nimport lombok.Data; @Builder\n@Data\npublic class User { @JsonProperty public String id; @JsonProperty public String firstName; @JsonProperty public String lastName; @JsonProperty public String address; @JsonProperty public int age;\n} Confluent java library uses jackson annotations .","breadcrumbs":"JSON Producer and Consumer » POJO","id":"38","title":"POJO"},"39":{"body":"It is possible to produce with or without Schema Registry. It'll depend on the configurations. Producer: if (useSchemaRegistry) { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaJsonSchemaSerializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaJsonSerializer.class);\n} Consumer: if (useSchemaRegistry) { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaJsonSchemaDeserializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaJsonDeserializer.class);\n}","breadcrumbs":"JSON Producer and Consumer » Configurations","id":"39","title":"Configurations"},"4":{"body":"For opening the sandbox environment just run: docker compose exec cli bash important You will use this environment throughout the sandbox. Remember to open it before executing a command different to docker compose ....","breadcrumbs":"Sandbox Environment » Sandbox Environment","id":"4","title":"Sandbox Environment"},"40":{"body":"Create a topic to produce json messages without Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.users Create a topic to produce json messages with Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.schema.users","breadcrumbs":"JSON Producer and Consumer » Setup","id":"40","title":"Setup"},"41":{"body":"gradle kafka-json-clients:run --args=\"produce client.users 100\"\ngradle kafka-json-clients:run --args=\"consume client.users\"","breadcrumbs":"JSON Producer and Consumer » Produce/Consume without Schema Registry","id":"41","title":"Produce/Consume without Schema Registry"},"42":{"body":"gradle kafka-json-clients:run --args=\"produce -s client.schema.users 100\"\ngradle kafka-json-clients:run --args=\"consume -s client.schema.users\"","breadcrumbs":"JSON Producer and Consumer » Produce/Consume with Schema Registry","id":"42","title":"Produce/Consume with Schema Registry"},"43":{"body":"Next, you will see how to serialize/deserialize messages using avro schemas.","breadcrumbs":"Avro Producer and Consumer » Avro Producer and Consumer","id":"43","title":"Avro Producer and Consumer"},"44":{"body":"confluent avro producer and consumer examples kafka consumer settings kafka producer settings","breadcrumbs":"Avro Producer and Consumer » Other Links","id":"44","title":"Other Links"},"45":{"body":"Avro allows us to serialize/deserialize messages. Here it's our example avro schema: { \"type\": \"record\", \"name\": \"Supplier\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"id\", \"type\": \"string\" }, { \"name\": \"name\", \"type\": \"string\" }, { \"name\": \"address\", \"type\": \"string\" }, { \"name\": \"country\", \"type\": \"string\" } ]\n}","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"45","title":"Avro Schema"},"46":{"body":"kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Create Topic","id":"46","title":"Create Topic"},"47":{"body":"As you can see now we are using the autogenerated class Supplier. KafkaProducer producer = new KafkaProducer<>(props); for (int i = 0; i < messages; i++) { Supplier supplier = createNew(); ProducerRecord record = new ProducerRecord<>( topic, supplier.getId().toString(), supplier ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", supplier) );\n} gradle kafka-avro-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Avro Producer and Consumer » Produce","id":"47","title":"Produce"},"48":{"body":"It is the same for the consumer, we are using the avro class Supplier. ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.key());\n} gradle kafka-avro-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"48","title":"Consume"},"49":{"body":"These example show you how to use Unions .","breadcrumbs":"Avro Producer and Consumer » Avro Union » Avro Union","id":"49","title":"Avro Union"},"5":{"body":"","breadcrumbs":"What is Kafka? » What is Kafka?","id":"5","title":"What is Kafka?"},"50":{"body":"In this schema we create a field metric that can be a TimerMetric or CounterMetric. { \"type\": \"record\", \"name\": \"Metric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"metricId\", \"type\": \"string\" }, { \"name\": \"metricType\", \"type\": { \"type\": \"enum\", \"name\": \"MetricType\", \"symbols\": [ \"TIMER\", \"COUNTER\" ], \"default\": \"TIMER\" } }, { \"name\": \"metric\", \"type\": [ { \"type\": \"record\", \"name\": \"TimerMetric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"avg\", \"type\": \"double\" } ] }, { \"type\": \"record\", \"name\": \"CounterMetric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"count\", \"type\": \"long\" } ] } ] } ]\n} The Metric java class will define an object (for the metric field) instead of a specific type (TimerMetric or CounterMetric). private java.lang.Object metric;","breadcrumbs":"Avro Producer and Consumer » Avro Union » Avro Schema","id":"50","title":"Avro Schema"},"51":{"body":"Create a topic: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.metrics","breadcrumbs":"Avro Producer and Consumer » Avro Union » Setup","id":"51","title":"Setup"},"52":{"body":"gradle kafka-avro-union-clients:run --args=\"produce client.metrics 100\"","breadcrumbs":"Avro Producer and Consumer » Avro Union » Produce","id":"52","title":"Produce"},"53":{"body":"gradle kafka-avro-union-clients:run --args=\"consume client.metrics\"","breadcrumbs":"Avro Producer and Consumer » Avro Union » Consume","id":"53","title":"Consume"},"54":{"body":"Next, you will see how to serialize/deserialize messages using protobuf.","breadcrumbs":"Protobuf Producer and Consumer » Protobuf Producer and Consumer","id":"54","title":"Protobuf Producer and Consumer"},"55":{"body":"confluent protobuf producer and consumer examples","breadcrumbs":"Protobuf Producer and Consumer » Other Links","id":"55","title":"Other Links"},"56":{"body":"Protobuf allows us to serialize/deserialize messages. syntax = \"proto3\";\nimport \"google/protobuf/timestamp.proto\"; option java_multiple_files = true;\noption java_package = \"kafka.sandbox.proto\"; enum InvoiceStatus { PAID = 0; PENDING = 1;\n} message Invoice { string id = 1; google.protobuf.Timestamp created_at = 3; Customer customer = 4; repeated Product products = 5; InvoiceStatus status = 6;\n} message Product { string id = 1; string name = 2; string code = 3; double price = 4;\n} message Customer { string id = 1; string firstName = 2; string lastName = 3; Address address = 4;\n} message Address { string city = 1; string zipCode = 2; string street = 3;\n}","breadcrumbs":"Protobuf Producer and Consumer » Protobuf Schema","id":"56","title":"Protobuf Schema"},"57":{"body":"It is possible to produce with or without Schema Registry. It'll depend on the configurations. Producer: if (useSchemaRegistry) { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaProtobufSerializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { // ProtobufSerializer is a custom class props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, ProtobufSerializer.class);\n} Consumer: if (useSchemaRegistry) { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaProtobufDeserializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { // ProtobufDeserializer is a custom class props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, ProtobufDeserializer.class); // here we pass a custom configuration to the deserializer props.put(ProtobufDeserializer.PROTOBUF_PARSER, Invoice.parser());\n}","breadcrumbs":"Protobuf Producer and Consumer » Configurations","id":"57","title":"Configurations"},"58":{"body":"Create a topic to produce protobuf messages without Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.invoices Create a topic to produce protobuf messages with Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.schema.invoices","breadcrumbs":"Protobuf Producer and Consumer » Setup","id":"58","title":"Setup"},"59":{"body":"gradle kafka-protobuf-clients:run --args=\"produce client.invoices 100\"\ngradle kafka-protobuf-clients:run --args=\"consume client.invoices\"","breadcrumbs":"Protobuf Producer and Consumer » Produce/Consume without Schema Registry","id":"59","title":"Produce/Consume without Schema Registry"},"6":{"body":"kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test","breadcrumbs":"What is Kafka? » Create a Topic","id":"6","title":"Create a Topic"},"60":{"body":"gradle kafka-protobuf-clients:run --args=\"produce -s client.schema.invoices 100\"\ngradle kafka-protobuf-clients:run --args=\"consume -s client.schema.invoices\"","breadcrumbs":"Protobuf Producer and Consumer » Produce/Consume with Schema Registry","id":"60","title":"Produce/Consume with Schema Registry"},"61":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"61","title":"Spring Boot"},"62":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"62","title":"Other LInks"},"63":{"body":"Run spring boot: gradle kafka-spring-boot:bootRun","breadcrumbs":"Spring Boot » Setup","id":"63","title":"Setup"},"64":{"body":"Spring has the class KafkaTemplate that allows you to produce messages. @Value(\"${spring.kafka.topic}\")\nprivate String topic; @Autowired\nprivate KafkaTemplate kafkaTemplate; public void sendCustomer(Customer customer) { log.info(\"Producing message: {}\", customer); kafkaTemplate.send(topic, customer.getId().toString(), customer);\n} In another terminal: http :8585/produce messages==10","breadcrumbs":"Spring Boot » Produce","id":"64","title":"Produce"},"65":{"body":"You can use the KafkaListener annotation. @KafkaListener(topics = { \"${spring.kafka.topic}\" })\npublic void consume(ConsumerRecord record) { log.info(\"Customer ID: {}\", record.value());\n}","breadcrumbs":"Spring Boot » Consume","id":"65","title":"Consume"},"66":{"body":"Kafka Streams is a client library providing organizations with a particularly efficient framework for processing streaming data. It offers a streamlined method for creating applications and microservices that must process data in real-time to be effective. kafka streams examples more kafka streams examples here . kafka stream architecture In this example we are going to create a data processing pipeline (topology), which is going to count the suppliers by country (check the Kafka Clients - Avro Producer and Consumer section). So, kafka stream is going to consume form the client.suppliers topic, then is going to process the data and finally is going to publish the results in the topic streams.results. // read from suppliers topic\nKStream suppliers = builder.stream(source); // aggregate the new supplier counts by country\nKTable aggregated = suppliers // map the country as key .map((key, value) -> new KeyValue<>(value.getCountry().toString(), value)) .groupByKey() // aggregate and materialize the store .count(Materialized.as(\"SupplierCountByCountry\")); // write the results to a topic\naggregated.toStream() // print results .peek((key, value) -> log.info(\"Country = {}, Total supplier counts = {}\", key, value)) // publish results .to(sink, Produced.with(Serdes.String(), Serdes.Long())); // build the topology\nTopology topology = builder.build();","breadcrumbs":"Kafka Streams » Kafka Streams","id":"66","title":"Kafka Streams"},"67":{"body":"gradle kafka-streams:run --args=\"streams client.suppliers streams.results\" Print results (in another terminal): kafka-console-consumer --from-beginning --group kafka-streams.consumer \\ --topic streams.results \\ --bootstrap-server kafka1:9092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): gradle kafka-avro-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"67","title":"Run Topology"},"68":{"body":"Interactive Queries allow you to leverage the state of your application from outside your application. The Kafka Streams API enables your applications to be queryable. interactive queries This example is using gRPC to request queries to the kafka stream server.","breadcrumbs":"Kafka Streams » Interactive Queries » Interactive Queries","id":"68","title":"Interactive Queries"},"69":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: gradle -q kafka-streams:run --args=\"count Ecuador\" This is possible because we have access to the kafka streams stores in runtime. This way we can query over the store a return and response. Check the gRPC server: ReadOnlyKeyValueStore keyValueStore = streams.store( StoreQueryParameters.fromNameAndType(\"SupplierCountByCountry\", QueryableStoreTypes.keyValueStore())); String country = request.getName();\nLong total = keyValueStore.get(country);\nString value = String.format(\"Country: %s, Total Suppliers: %s\", country, total != null ? total : 0);\nCountReply reply = CountReply.newBuilder().setMessage(value).build();\nresponseObserver.onNext(reply); Check the gRPC client: ManagedChannel channel = Grpc.newChannelBuilder(\"localhost:5050\", InsecureChannelCredentials.create()) .build(); CounterServiceBlockingStub blockingStub = CounterServiceGrpc.newBlockingStub(channel);\nCountReply countByCountry = blockingStub.getCountByCountry(CountRequest.newBuilder().setName(country).build());\nSystem.out.println(countByCountry.getMessage());","breadcrumbs":"Kafka Streams » Interactive Queries » Query Results","id":"69","title":"Query Results"},"7":{"body":"kafka-topics --list --bootstrap-server kafka1:9092 At this point you must understand that the most important concept for you is the partition. You will be tempted to focus on the topic concept, but you should focus on the partition. This is due to the very nature of a distributed system.","breadcrumbs":"What is Kafka? » List Topics","id":"7","title":"List Topics"},"70":{"body":"ksqlDB is a database that's purpose-built for stream processing applications. ksqlDB it is not a SQL database, it provides an extra layer for implementing kstream, ktable and connectors through a language (ksql) based on sql. ksqldb ksqldb settings","breadcrumbs":"What is ksqlDB » What is ksqlDB?","id":"70","title":"What is ksqlDB?"},"71":{"body":"Check if it's up: http ksqldb:8088/info One line shell interaction: ksql -e \"SHOW STREAMS;\" http://ksqldb:8088 Interactive ksqlDB shell: ksql http://ksqldb:8088 Then enter SHOW STREAMS;.","breadcrumbs":"What is ksqlDB » Run ksqlDB","id":"71","title":"Run ksqlDB"},"72":{"body":"ksqlDB extensions are pieces of logic for transforming or aggregating events that ksqlDB can't currently express. ksqldb extensions (udf, udtf, udaf) Check the Kafka ksqlDB section. For creating the jar extension, you can use the following command (development purposes): gradle kafka-ksqldb-extensions:shadowJar","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » ksqlDB Extensions","id":"72","title":"ksqlDB Extensions"},"73":{"body":"package kafka.sandbox.ksqldb; import io.confluent.ksql.function.udf.Udf;\nimport io.confluent.ksql.function.udf.UdfDescription;\nimport io.confluent.ksql.function.udf.UdfParameter; @UdfDescription( name = \"taxes\", author = \"kafka sandbox\", version = \"1.0.0\", description = \"A custom taxes formula for orders.\"\n)\npublic class TaxesUdf { public static final double TAXES = .12; @Udf(description = \"Calculate taxes.\") public double taxes(@UdfParameter double amount) { return amount * TAXES; }\n}","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » Custom UDF","id":"73","title":"Custom UDF"},"74":{"body":"","breadcrumbs":"What is ksqlDB » ksqlDB Queries » ksqlDB Queries","id":"74","title":"ksqlDB Queries"},"75":{"body":"Create orders stream: ksql -f kafka-ksqldb/ksql/create-orders.ksql http://ksqldb:8088 The previous command executed this: CREATE STREAM orders (orderId INT KEY, orderUnits INT, totalAmount DOUBLE) WITH (kafka_topic='ksqldb.orders', key_format='json', value_format='json', partitions=10, replicas=3); CREATE STREAM orderSizes WITH (kafka_topic='ksqldb.order_sizes', key_format='json', value_format='json', partitions=10, replicas=3) AS SELECT orderId, orderUnits, totalAmount, CASE WHEN orderUnits < 2 THEN 'small' WHEN orderUnits < 4 THEN 'medium' ELSE 'large' END AS orderSize, taxes(totalAmount) AS tax FROM orders EMIT CHANGES; List of streams: ksql -e \"SHOW STREAMS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Create a Stream","id":"75","title":"Create a Stream"},"76":{"body":"As any other SQL interpreter, ksqlDB will use the command INSERT to populate a table. INSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000000, 2, 100.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000001, 4, 200.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000002, 6, 300.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000003, 3, 150.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000004, 1, 50.0); Insert orders: ksql -f kafka-ksqldb/ksql/insert-orders.ksql http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Insert","id":"76","title":"Insert"},"77":{"body":"ksql -e \"PRINT 'ksqldb.order_sizes' FROM BEGINNING;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Show","id":"77","title":"Show"},"78":{"body":"ksql -e \"DROP STREAM ORDERSIZES;\" http://ksqldb:8088\nksql -e \"DROP STREAM ORDERS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Drop","id":"78","title":"Drop"},"79":{"body":"ksqldb test runner One interesting feature that ksqlDB has is the test runner, it allows you to test a query before deploying it.","breadcrumbs":"What is ksqlDB » ksqlDB Tests » ksqlDB Tests","id":"79","title":"ksqlDB Tests"},"8":{"body":"","breadcrumbs":"Consuming and Producing » Consuming and Producing","id":"8","title":"Consuming and Producing"},"80":{"body":"ksql-test-runner -e kafka-ksqldb-extensions/extensions/ \\ -s kafka-ksqldb/ksql/create-orders.ksql \\ -i kafka-ksqldb/tests/orders-input.json \\ -o kafka-ksqldb/tests/orders-output.json | grep \">>>\"","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Run a Test","id":"80","title":"Run a Test"},"81":{"body":"A test has 2 parts, inputs and outputs, the ksqldb test runner will compare then to define if the test passes or fails. orders-input.json { \"inputs\": [ {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000000, \"value\": {\"orderUnits\": 2, \"totalAmount\": 100.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000001, \"value\": {\"orderUnits\": 4, \"totalAmount\": 200.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000002, \"value\": {\"orderUnits\": 6, \"totalAmount\": 300.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000003, \"value\": {\"orderUnits\": 3, \"totalAmount\": 150.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000004, \"value\": {\"orderUnits\": 1, \"totalAmount\": 50.0}} ]\n} orders-output.json { \"outputs\": [ {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000000, \"value\": {\"ORDERUNITS\": 2, \"TOTALAMOUNT\": 100.0, \"ORDERSIZE\": \"medium\", \"TAX\": 12.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000001, \"value\": {\"ORDERUNITS\": 4, \"TOTALAMOUNT\": 200.0, \"ORDERSIZE\": \"large\" , \"TAX\": 24.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000002, \"value\": {\"ORDERUNITS\": 6, \"TOTALAMOUNT\": 300.0, \"ORDERSIZE\": \"large\" , \"TAX\": 36.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000003, \"value\": {\"ORDERUNITS\": 3, \"TOTALAMOUNT\": 150.0, \"ORDERSIZE\": \"medium\", \"TAX\": 18.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000004, \"value\": {\"ORDERUNITS\": 1, \"TOTALAMOUNT\": 50.0, \"ORDERSIZE\": \"small\" , \"TAX\": 6.0}} ]\n}","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Tests","id":"81","title":"Tests"},"82":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt down tip If you want to remove the data pass -v at the end of the previous command.","breadcrumbs":"Cleanup » Cleanup","id":"82","title":"Cleanup"},"83":{"body":"Service Port AKHQ Kafka UI 8080 Adminer SQL UI 9090 MySQL 3306 PostgreSQL 5432 Mosquitto 1883 Kafka 1 19092 Kafka 2 29092 Kafka 3 39092 Schema Registry 8081 Kafka REST 8082 Kafka Connect 8083 Kafka MQTT 1884 ksqlDB 8088 Kafka Clients Spring Boot 8585 Kafka Streams gRPC Server 5050","breadcrumbs":"Ports Table » Ports","id":"83","title":"Ports"},"84":{"body":"You can access this mdbook at: https://sauljabin.github.io/kafka-sandbox https://github.com/sauljabin/kafka-sandbox","breadcrumbs":"About this book » About this Book","id":"84","title":"About this Book"},"9":{"body":"kafka-console-producer --bootstrap-server kafka1:9092 \\ --topic sandbox.test","breadcrumbs":"Consuming and Producing » Produce Messages","id":"9","title":"Produce 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Sandbox helps you to deploy a kafka sandbox locally. It intends to be a simple way to get started with kafka and help you on your learning path. It provides you with a wide variety of tools from the kafka ecosystem and a simple way to run them all. It also includes a set of tools and tips to make it easier for you to use kafka. This is not intended to replace official courses. note This repository was set up for development and learning purposes. It does not include security since it is not a production system.","breadcrumbs":"Introduction » Introduction","id":"0","title":"Introduction"},"1":{"body":"Confluent free courses Confluent docker images references Confluent versions interoperability","breadcrumbs":"Introduction » Interesting Links","id":"1","title":"Interesting Links"},"10":{"body":"kafka-console-consumer --from-beginning \\ --bootstrap-server kafka1:9092 \\ --group sandbox.test \\ --topic sandbox.test It is key to know that kafka stores binary data, it does not care if the internal serialization of the data represents a character string, image, number, or even if the data is encrypted or plain. All the serialization/deserialization process occurs on the client side, when producing or consuming.","breadcrumbs":"Consuming and Producing » Consume Messages","id":"10","title":"Consume Messages"},"11":{"body":"Now we are going to develop consumers and producer with java.","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Producing and Consuming Natives","id":"11","title":"Producing and Consuming Natives"},"12":{"body":"for topic in \"client.string\" \"client.integer\" \"client.long\" \"client.float\" \"client.double\" \"client.boolean\" ; do \\\nkafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic $topic ; done","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Create All the Topics","id":"12","title":"Create All the Topics"},"13":{"body":"This code example shows you how to produce a message. The configuration ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG define what type are we using. props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, getSerializer());\nKafkaProducer producer = new KafkaProducer<>(props); for (int i = 0; i < messages; i++) { V value = createValue(); ProducerRecord record = new ProducerRecord<>( topic, value ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", value) );\n} Then, produce for each type: for type in \"string\" \"integer\" \"long\" \"float\" \"double\" \"boolean\" ; do \\ gradle kafka-native-clients:run --args=\"produce client.$type $type 100\" ; done","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Produce","id":"13","title":"Produce"},"14":{"body":"It's going to be the same for the consumer, but in this case you have to use the deserializer : ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG. props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, getDeserializer());\nKafkaConsumer consumer = new KafkaConsumer<>(props); ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.value());\n} Consume a topic, for example client.string: gradle kafka-native-clients:run --args=\"consume client.string string\"","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Consume","id":"14","title":"Consume"},"15":{"body":"In this sandbox Schema Registry is already running, we are going to use it in some examples. Schema Registry will allow you to create applications that share the same data structure when they communicate with each other. This service could be key for your productions services, especially in a microservices ecosystems. Although, you will find that evolving a schema could be a problem, particularly when in your firsts stages of a new services. It is important to know that Schema Registry is not a plugin or a kafka extension. It is a separated services running in its own machine. So, the concept Schema Evolution and Compatibility will become essential for you. Check this out: Schema Evolution and Compatibility , there you will find the compatibility strategies for multiple use cases. Additionally, here you will find a lot of information about Schema Registry: Getting Started with Schemas and Schema Registries .","breadcrumbs":"Message Schemas » Message Schemas","id":"15","title":"Message Schemas"},"16":{"body":"It is worth mentioning that just like Schema Registry, Kafka Connect is an external and independent service to Kafka. Kafka Connect will be very useful when you want to have constant flow of data from a data store ( source ) to another ( sink ). Kafka Connect works with plugin, you can find several connector on Confluent Hub . In this sandbox we have installed 3 plugins: jdbc connector plugin mqtt connector plugin Plugins above can be found at: ls kafka-connect/plugins","breadcrumbs":"What is Kafka Connect? » What is Kafka Connect?","id":"16","title":"What is Kafka Connect?"},"17":{"body":"In this example you are going to learn how to move data from a source ( mysql ), to multiple targets ( postgres and mongo ). important This example does not support deletion, for that you have to implement tombstone events at the source and sink .","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Kafka Connect Database Example","id":"17","title":"Kafka Connect Database Example"},"18":{"body":"Run MySQL and PostgreSQL: docker compose --profile sql up -d Populate it: mysql --host=mysql --user=root --database=sandbox < kafka-connect/sql/customers.sql That command should have created the table customers and inserted 200 records. Now you can open Adminer or run: mysql --host=mysql --user=root --database=sandbox -e \"select * from customers\"","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Populate Database","id":"18","title":"Populate Database"},"19":{"body":"Check the installed plugins: http kafka-connect:8083/connector-plugins Now you have to hit the kafka connect rest service to create a new source, next you have the rest payload: { \"name\": \"mysql-source\", \"config\": { \"tasks.max\": \"1\", \"table.whitelist\": \"customers\", \"connector.class\": \"io.confluent.connect.jdbc.JdbcSourceConnector\", \"connection.url\": \"jdbc:mysql://mysql:3306/sandbox\", \"connection.user\": \"root\", \"connection.password\": \"notasecret\", \"mode\": \"timestamp\", \"timestamp.column.name\": \"created\", \"topic.prefix\": \"connect.\", \"transforms\": \"createKey\", \"transforms.createKey.type\": \"org.apache.kafka.connect.transforms.ValueToKey\", \"transforms.createKey.fields\": \"id\" }\n} Create the connector using the API: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-mysql-source.json If you open AKHQ you should see a new topic: connect.customers.","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Source Connector","id":"19","title":"Create Source Connector"},"2":{"body":"docker java","breadcrumbs":"Introduction » Dependencies","id":"2","title":"Dependencies"},"20":{"body":"Payload: { \"name\": \"postgres-sink\", \"config\": { \"tasks.max\": \"1\", \"connector.class\": \"io.confluent.connect.jdbc.JdbcSinkConnector\", \"connection.url\": \"jdbc:postgresql://postgres:5432/sandbox\", \"connection.user\": \"postgres\", \"connection.password\": \"notasecret\", \"delete.enabled\": false, \"pk.mode\": \"record_key\", \"pk.key\": \"id\", \"insert.mode\": \"upsert\", \"auto.create\": true, \"topics\": \"connect.customers\", \"transforms\": \"dropPrefix\", \"transforms.dropPrefix.type\": \"org.apache.kafka.connect.transforms.RegexRouter\", \"transforms.dropPrefix.regex\": \"connect\\\\.(.*)\", \"transforms.dropPrefix.replacement\": \"$1\" }\n} Create sink connector: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-postgres-sink.json This sink connector is going to create a table customers on postgres and insert all records. Now you can open Adminer or run: psql --host=postgres --user=postgres --dbname=sandbox -c \"select * from customers\" List connector: http kafka-connect:8083/connectors","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Sink Connector","id":"20","title":"Create Sink Connector"},"21":{"body":"http DELETE kafka-connect:8083/connectors/postgres-sink\nhttp DELETE kafka-connect:8083/connectors/mysql-source","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Deleting Connectors","id":"21","title":"Deleting Connectors"},"22":{"body":"","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Kafka Connect MQTT Example","id":"22","title":"Kafka Connect MQTT Example"},"23":{"body":"Start MQTT server: docker compose --profile mqtt up -d In one terminal, subscribe to mqtt topics: mosquitto_sub -h mosquitto -t \"house/+/brightness\" In another terminal, publish messages: mosquitto_pub -h mosquitto -t \"house/room/brightness\" -m \"800LM\"\nmosquitto_pub -h mosquitto -t \"house/kitchen/brightness\" -m \"1000LM\"","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Setup Broker","id":"23","title":"Setup Broker"},"24":{"body":"Payload: { \"name\": \"mqtt-source\", \"config\": { \"connector.class\": \"io.confluent.connect.mqtt.MqttSourceConnector\", \"tasks.max\": \"1\", \"mqtt.server.uri\": \"tcp://mosquitto:1883\", \"mqtt.topics\":\"house/+/brightness\", \"kafka.topic\":\"connect.brightness\", \"mqtt.qos\": \"2\", \"confluent.topic.bootstrap.servers\": \"kafka1:9092\", \"confluent.topic.replication.factor\": \"1\" }\n} Create a connector using the API: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-mqtt-source.json In one terminal, consume from kafka: kafka-console-consumer --from-beginning --group connect.mqtt \\ --topic connect.brightness \\ --bootstrap-server kafka1:9092 \\ --property print.key=true In another terminal, publish new messages to the MQTT broker: mosquitto_pub -h mosquitto -t \"house/room/brightness\" -m \"810LM\"\nmosquitto_pub -h mosquitto -t \"house/kitchen/brightness\" -m \"1020LM\" Deleting the connector: http DELETE kafka-connect:8083/connectors/mqtt-source","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Create Source Connector","id":"24","title":"Create Source Connector"},"25":{"body":"Performance tuning involves two important metrics: Latency measures how long it takes to process one event. Throughput measures how many events arrive within a specific amount of time. Run help: kafka-producer-perf-test --help\nkafka-consumer-perf-test --help Create a topic: kafka-topics --create \\ --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.performance","breadcrumbs":"Performance Tools » Performance Tools","id":"25","title":"Performance Tools"},"26":{"body":"Test producer ( confluent doc ): kafka-producer-perf-test --topic sandbox.performance \\ --throughput -1 \\ --num-records 3000000 \\ --record-size 1024 \\ --producer-props acks=all bootstrap.servers=kafka1:9092 Throughput in MB/sec. Latency in milliseconds. Test consumer ( confluent doc ): kafka-consumer-perf-test --topic sandbox.performance \\ --bootstrap-server kafka1:9092 \\ --messages 3000000 start.time, end.time: shows test start and end time. data.consumed.in.MB: shows the size of all messages consumed. MB.sec: shows how much data transferred in megabytes per second (Throughput on size). data.consumed.in.nMsg: shows the count of the total messages consumed during this test. nMsg.sec: shows how many messages were consumed in a second (Throughput on the count of messages). Test end to end latency ( confluent doc ): kafka-e2e-latency kafka1:9092 sandbox.performance 10000 all 1024 Following are the required arguments: broker_list: The location of the bootstrap broker for both the producer and the consumer. topic: The topic name used by both the producer and the consumer to send/receive messages. num_messages: The number of messages to send producer_acks: The producer setting for acks. message_size_bytes: size of each message in bytes.","breadcrumbs":"Performance Tools » Performance Tests","id":"26","title":"Performance Tests"},"27":{"body":"The kafka proxies are tools that simplify the communication between a component and kafka through a non-kafka protocol. Confluent provides a couple of proxies. It is important to mention that these tools are used when the use case is simple enough. Generally when you need a lot of control over clients, using proxies is not recommended.","breadcrumbs":"Kafka Proxies » Kafka Proxies","id":"27","title":"Kafka Proxies"},"28":{"body":"The Kafka REST Proxy provides a RESTful interface to a Kafka cluster. Use this when you really need a rest interface since it is usually more complex than using conventional kafka clients. You can check the API reference here .","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Kafka REST Proxy","id":"28","title":"Kafka REST Proxy"},"29":{"body":"Run Kafka REST Proxy: docker compose --profile proxies up -d Check the cluster information: http kafka-rest:8082/v3/clusters","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Setup","id":"29","title":"Setup"},"3":{"body":"Clone the repo: git clone https://github.com/sauljabin/kafka-sandbox.git\ncd kafka-sandbox Run the kafka cluster: docker compose up -d Check running services: docker compose ps Open AKHQ (a web UI for kafka) at http://localhost:8080/ .","breadcrumbs":"Quick Start » Quick Start","id":"3","title":"Quick Start"},"30":{"body":"Payload: { \"topic_name\": \"proxy.rest\", \"partitions_count\": 3, \"replication_factor\": 3\n} Hit rest proxy: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics < kafka-rest/requests/create-topic.json List topics: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics | jq -r '.data[].topic_name'","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Create Topic","id":"30","title":"Create Topic"},"31":{"body":"Payload: { \"key\": { \"type\": \"STRING\", \"data\": \"ce59e9a6-aafd-44f4-bdc6-f285adfcc836\" }, \"value\": { \"type\": \"AVRO\", \"schema\": \"{\\\"type\\\": \\\"record\\\", \\\"name\\\": \\\"User\\\", \\\"fields\\\": [{\\\"name\\\": \\\"name\\\", \\\"type\\\": \\\"string\\\"}]}\", \"data\": { \"name\": \"John Doe\" } }\n} Send payload: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics/proxy.rest/records < kafka-rest/requests/produce-avro-message.json","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Produce","id":"31","title":"Produce"},"32":{"body":"kafka-avro-console-consumer --bootstrap-server kafka1:9092 \\ --topic proxy.rest \\ --from-beginning \\ --property schema.registry.url=http://schema-registry:8081","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Consume","id":"32","title":"Consume"},"33":{"body":"MQTT Proxy enables MQTT clients to use the MQTT protocol to publish data directly to Apache Kafka. This does not convert kafka into a MQTT broker, this aims to provide a simple way to publish/persist IoT data to Kafka.","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Kafka MQTT Proxy","id":"33","title":"Kafka MQTT Proxy"},"34":{"body":"Run Kafka MQTT Proxy: docker compose --profile proxies up -d","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Setup","id":"34","title":"Setup"},"35":{"body":"Create topic: kafka-topics --create \\ --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic proxy.mqtt Publish using mqtt proxy: mosquitto_pub -h kafka-mqtt -p 1884 -t \"house/room/temperature\" -m \"20C\" Check the data: kafka-console-consumer --from-beginning \\ --bootstrap-server kafka1:9092 \\ --group proxy.mqtt \\ --topic proxy.mqtt \\ --property print.key=true","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Publish Messages","id":"35","title":"Publish Messages"},"36":{"body":"This example shows you how to use json and schema registry for producing and consuming.","breadcrumbs":"JSON Producer and Consumer » JSON Producer and Consumer","id":"36","title":"JSON Producer and Consumer"},"37":{"body":"json schema confluent example","breadcrumbs":"JSON Producer and Consumer » Other Links","id":"37","title":"Other Links"},"38":{"body":"The first step is to create the structure: package kafka.sandbox.cli; import com.fasterxml.jackson.annotation.JsonProperty;\nimport lombok.Builder;\nimport lombok.Data; @Builder\n@Data\npublic class User { @JsonProperty public String id; @JsonProperty public String firstName; @JsonProperty public String lastName; @JsonProperty public String address; @JsonProperty public int age;\n} Confluent java library uses jackson annotations .","breadcrumbs":"JSON Producer and Consumer » POJO","id":"38","title":"POJO"},"39":{"body":"It is possible to produce with or without Schema Registry. It'll depend on the configurations. Producer: if (useSchemaRegistry) { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaJsonSchemaSerializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaJsonSerializer.class);\n} Consumer: if (useSchemaRegistry) { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaJsonSchemaDeserializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaJsonDeserializer.class);\n}","breadcrumbs":"JSON Producer and Consumer » Configurations","id":"39","title":"Configurations"},"4":{"body":"For opening the sandbox environment just run: docker compose exec cli bash important You will use this environment throughout the sandbox. Remember to open it before executing a command different to docker compose ....","breadcrumbs":"Sandbox Environment » Sandbox Environment","id":"4","title":"Sandbox Environment"},"40":{"body":"Create a topic to produce json messages without Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.users Create a topic to produce json messages with Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.schema.users","breadcrumbs":"JSON Producer and Consumer » Setup","id":"40","title":"Setup"},"41":{"body":"gradle kafka-json-clients:run --args=\"produce client.users 100\"\ngradle kafka-json-clients:run --args=\"consume client.users\"","breadcrumbs":"JSON Producer and Consumer » Produce/Consume without Schema Registry","id":"41","title":"Produce/Consume without Schema Registry"},"42":{"body":"gradle kafka-json-clients:run --args=\"produce -s client.schema.users 100\"\ngradle kafka-json-clients:run --args=\"consume -s client.schema.users\"","breadcrumbs":"JSON Producer and Consumer » Produce/Consume with Schema Registry","id":"42","title":"Produce/Consume with Schema Registry"},"43":{"body":"Next, you will see how to serialize/deserialize messages using avro schemas.","breadcrumbs":"Avro Producer and Consumer » Avro Producer and Consumer","id":"43","title":"Avro Producer and Consumer"},"44":{"body":"confluent avro producer and consumer examples kafka consumer settings kafka producer settings","breadcrumbs":"Avro Producer and Consumer » Other Links","id":"44","title":"Other Links"},"45":{"body":"Avro allows us to serialize/deserialize messages. Here it's our example avro schema: { \"type\": \"record\", \"name\": \"Supplier\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"id\", \"type\": \"string\" }, { \"name\": \"name\", \"type\": \"string\" }, { \"name\": \"address\", \"type\": \"string\" }, { \"name\": \"country\", \"type\": \"string\" } ]\n}","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"45","title":"Avro Schema"},"46":{"body":"kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Create Topic","id":"46","title":"Create Topic"},"47":{"body":"As you can see now we are using the autogenerated class Supplier. KafkaProducer producer = new KafkaProducer<>(props); for (int i = 0; i < messages; i++) { Supplier supplier = createNew(); ProducerRecord record = new ProducerRecord<>( topic, supplier.getId().toString(), supplier ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", supplier) );\n} gradle kafka-avro-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Avro Producer and Consumer » Produce","id":"47","title":"Produce"},"48":{"body":"It is the same for the consumer, we are using the avro class Supplier. ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.key());\n} gradle kafka-avro-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"48","title":"Consume"},"49":{"body":"These example show you how to use Unions .","breadcrumbs":"Avro Producer and Consumer » Avro Union » Avro Union","id":"49","title":"Avro Union"},"5":{"body":"","breadcrumbs":"What is Kafka? » What is Kafka?","id":"5","title":"What is Kafka?"},"50":{"body":"In this schema we create a field metric that can be a TimerMetric or CounterMetric. { \"type\": \"record\", \"name\": \"Metric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"metricId\", \"type\": \"string\" }, { \"name\": \"metricType\", \"type\": { \"type\": \"enum\", \"name\": \"MetricType\", \"symbols\": [ \"TIMER\", \"COUNTER\" ], \"default\": \"TIMER\" } }, { \"name\": \"metric\", \"type\": [ { \"type\": \"record\", \"name\": \"TimerMetric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"avg\", \"type\": \"double\" } ] }, { \"type\": \"record\", \"name\": \"CounterMetric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"count\", \"type\": \"long\" } ] } ] } ]\n} The Metric java class will define an object (for the metric field) instead of a specific type (TimerMetric or CounterMetric). private java.lang.Object metric;","breadcrumbs":"Avro Producer and Consumer » Avro Union » Avro Schema","id":"50","title":"Avro Schema"},"51":{"body":"Create a topic: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.metrics","breadcrumbs":"Avro Producer and Consumer » Avro Union » Setup","id":"51","title":"Setup"},"52":{"body":"gradle kafka-avro-union-clients:run --args=\"produce client.metrics 100\"","breadcrumbs":"Avro Producer and Consumer » Avro Union » Produce","id":"52","title":"Produce"},"53":{"body":"gradle kafka-avro-union-clients:run --args=\"consume client.metrics\"","breadcrumbs":"Avro Producer and Consumer » Avro Union » Consume","id":"53","title":"Consume"},"54":{"body":"Next, you will see how to serialize/deserialize messages using protobuf.","breadcrumbs":"Protobuf Producer and Consumer » Protobuf Producer and Consumer","id":"54","title":"Protobuf Producer and Consumer"},"55":{"body":"confluent protobuf producer and consumer examples","breadcrumbs":"Protobuf Producer and Consumer » Other Links","id":"55","title":"Other Links"},"56":{"body":"Protobuf allows us to serialize/deserialize messages. syntax = \"proto3\";\nimport \"google/protobuf/timestamp.proto\"; option java_multiple_files = true;\noption java_package = \"kafka.sandbox.proto\"; enum InvoiceStatus { PAID = 0; PENDING = 1;\n} message Invoice { string id = 1; google.protobuf.Timestamp created_at = 3; Customer customer = 4; repeated Product products = 5; InvoiceStatus status = 6;\n} message Product { string id = 1; string name = 2; string code = 3; double price = 4;\n} message Customer { string id = 1; string firstName = 2; string lastName = 3; Address address = 4;\n} message Address { string city = 1; string zipCode = 2; string street = 3;\n}","breadcrumbs":"Protobuf Producer and Consumer » Protobuf Schema","id":"56","title":"Protobuf Schema"},"57":{"body":"It is possible to produce with or without Schema Registry. It'll depend on the configurations. Producer: if (useSchemaRegistry) { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaProtobufSerializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { // ProtobufSerializer is a custom class props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, ProtobufSerializer.class);\n} Consumer: if (useSchemaRegistry) { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaProtobufDeserializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { // ProtobufDeserializer is a custom class props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, ProtobufDeserializer.class); // here we pass a custom configuration to the deserializer props.put(ProtobufDeserializer.PROTOBUF_PARSER, Invoice.parser());\n}","breadcrumbs":"Protobuf Producer and Consumer » Configurations","id":"57","title":"Configurations"},"58":{"body":"Create a topic to produce protobuf messages without Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.invoices Create a topic to produce protobuf messages with Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.schema.invoices","breadcrumbs":"Protobuf Producer and Consumer » Setup","id":"58","title":"Setup"},"59":{"body":"gradle kafka-protobuf-clients:run --args=\"produce client.invoices 100\"\ngradle kafka-protobuf-clients:run --args=\"consume client.invoices\"","breadcrumbs":"Protobuf Producer and Consumer » Produce/Consume without Schema Registry","id":"59","title":"Produce/Consume without Schema Registry"},"6":{"body":"kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test","breadcrumbs":"What is Kafka? » Create a Topic","id":"6","title":"Create a Topic"},"60":{"body":"gradle kafka-protobuf-clients:run --args=\"produce -s client.schema.invoices 100\"\ngradle kafka-protobuf-clients:run --args=\"consume -s client.schema.invoices\"","breadcrumbs":"Protobuf Producer and Consumer » Produce/Consume with Schema Registry","id":"60","title":"Produce/Consume with Schema Registry"},"61":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"61","title":"Spring Boot"},"62":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"62","title":"Other LInks"},"63":{"body":"Run spring boot: gradle kafka-spring-boot:bootRun","breadcrumbs":"Spring Boot » Setup","id":"63","title":"Setup"},"64":{"body":"Spring has the class KafkaTemplate that allows you to produce messages. @Value(\"${spring.kafka.topic}\")\nprivate String topic; @Autowired\nprivate KafkaTemplate kafkaTemplate; public void sendCustomer(Customer customer) { log.info(\"Producing message: {}\", customer); kafkaTemplate.send(topic, customer.getId().toString(), customer);\n} In another terminal: http :8585/produce messages==10","breadcrumbs":"Spring Boot » Produce","id":"64","title":"Produce"},"65":{"body":"You can use the KafkaListener annotation. @KafkaListener(topics = { \"${spring.kafka.topic}\" })\npublic void consume(ConsumerRecord record) { log.info(\"Customer ID: {}\", record.value());\n}","breadcrumbs":"Spring Boot » Consume","id":"65","title":"Consume"},"66":{"body":"Kafka Streams is a client library providing organizations with a particularly efficient framework for processing streaming data. It offers a streamlined method for creating applications and microservices that must process data in real-time to be effective. kafka streams examples more kafka streams examples here . kafka stream architecture In this example we are going to create a data processing pipeline (topology), which is going to count the suppliers by country (check the Kafka Clients - Avro Producer and Consumer section). So, kafka stream is going to consume form the client.suppliers topic, then is going to process the data and finally is going to publish the results in the topic streams.results. // read from suppliers topic\nKStream suppliers = builder.stream(source); // aggregate the new supplier counts by country\nKTable aggregated = suppliers // map the country as key .map((key, value) -> new KeyValue<>(value.getCountry().toString(), value)) .groupByKey() // aggregate and materialize the store .count(Materialized.as(\"SupplierCountByCountry\")); // write the results to a topic\naggregated.toStream() // print results .peek((key, value) -> log.info(\"Country = {}, Total supplier counts = {}\", key, value)) // publish results .to(sink, Produced.with(Serdes.String(), Serdes.Long())); // build the topology\nTopology topology = builder.build();","breadcrumbs":"Kafka Streams » Kafka Streams","id":"66","title":"Kafka Streams"},"67":{"body":"gradle kafka-streams:run --args=\"streams client.suppliers streams.results\" Print results (in another terminal): kafka-console-consumer --from-beginning --group kafka-streams.consumer \\ --topic streams.results \\ --bootstrap-server kafka1:9092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): gradle kafka-avro-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"67","title":"Run Topology"},"68":{"body":"Interactive Queries allow you to leverage the state of your application from outside your application. The Kafka Streams API enables your applications to be queryable. interactive queries This example is using gRPC to request queries to the kafka stream server.","breadcrumbs":"Kafka Streams » Interactive Queries » Interactive Queries","id":"68","title":"Interactive Queries"},"69":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: gradle -q kafka-streams:run --args=\"count Ecuador\" This is possible because we have access to the kafka streams stores in runtime. This way we can query over the store a return and response. Check the gRPC server: ReadOnlyKeyValueStore keyValueStore = streams.store( StoreQueryParameters.fromNameAndType(\"SupplierCountByCountry\", QueryableStoreTypes.keyValueStore())); String country = request.getName();\nLong total = keyValueStore.get(country);\nString value = String.format(\"Country: %s, Total Suppliers: %s\", country, total != null ? total : 0);\nCountReply reply = CountReply.newBuilder().setMessage(value).build();\nresponseObserver.onNext(reply); Check the gRPC client: ManagedChannel channel = Grpc.newChannelBuilder(\"localhost:5050\", InsecureChannelCredentials.create()) .build(); CounterServiceBlockingStub blockingStub = CounterServiceGrpc.newBlockingStub(channel);\nCountReply countByCountry = blockingStub.getCountByCountry(CountRequest.newBuilder().setName(country).build());\nSystem.out.println(countByCountry.getMessage());","breadcrumbs":"Kafka Streams » Interactive Queries » Query Results","id":"69","title":"Query Results"},"7":{"body":"kafka-topics --list --bootstrap-server kafka1:9092 At this point you must understand that the most important concept for you is the partition. You will be tempted to focus on the topic concept, but you should focus on the partition. This is due to the very nature of a distributed system.","breadcrumbs":"What is Kafka? » List Topics","id":"7","title":"List Topics"},"70":{"body":"ksqlDB is a database that's purpose-built for stream processing applications. ksqlDB it is not a SQL database, it provides an extra layer for implementing kstream, ktable and connectors through a language (ksql) based on sql. ksqldb ksqldb settings","breadcrumbs":"What is ksqlDB » What is ksqlDB?","id":"70","title":"What is ksqlDB?"},"71":{"body":"Start ksqldb: docker compose --profile ksqldb up -d After a few seconds check if it is up: http ksqldb:8088/info One line shell interaction: ksql -e \"SHOW STREAMS;\" http://ksqldb:8088 Interactive ksqlDB shell: ksql http://ksqldb:8088 Then enter SHOW STREAMS;.","breadcrumbs":"What is ksqlDB » Run ksqlDB","id":"71","title":"Run ksqlDB"},"72":{"body":"ksqlDB extensions are pieces of logic for transforming or aggregating events that ksqlDB can't currently express. ksqldb extensions (udf, udtf, udaf) Check the Kafka ksqlDB section. For creating the jar extension, you can use the following command (development purposes): gradle kafka-ksqldb-extensions:shadowJar","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » ksqlDB Extensions","id":"72","title":"ksqlDB Extensions"},"73":{"body":"package kafka.sandbox.ksqldb; import io.confluent.ksql.function.udf.Udf;\nimport io.confluent.ksql.function.udf.UdfDescription;\nimport io.confluent.ksql.function.udf.UdfParameter; @UdfDescription( name = \"taxes\", author = \"kafka sandbox\", version = \"1.0.0\", description = \"A custom taxes formula for orders.\"\n)\npublic class TaxesUdf { public static final double TAXES = .12; @Udf(description = \"Calculate taxes.\") public double taxes(@UdfParameter double amount) { return amount * TAXES; }\n}","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » Custom UDF","id":"73","title":"Custom UDF"},"74":{"body":"","breadcrumbs":"What is ksqlDB » ksqlDB Queries » ksqlDB Queries","id":"74","title":"ksqlDB Queries"},"75":{"body":"Create orders stream: ksql -f kafka-ksqldb/ksql/create-orders.ksql http://ksqldb:8088 The previous command executed this: CREATE STREAM orders (orderId INT KEY, orderUnits INT, totalAmount DOUBLE) WITH (kafka_topic='ksqldb.orders', key_format='json', value_format='json', partitions=10, replicas=3); CREATE STREAM orderSizes WITH (kafka_topic='ksqldb.order_sizes', key_format='json', value_format='json', partitions=10, replicas=3) AS SELECT orderId, orderUnits, totalAmount, CASE WHEN orderUnits < 2 THEN 'small' WHEN orderUnits < 4 THEN 'medium' ELSE 'large' END AS orderSize, taxes(totalAmount) AS tax FROM orders EMIT CHANGES; List of streams: ksql -e \"SHOW STREAMS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Create a Stream","id":"75","title":"Create a Stream"},"76":{"body":"As any other SQL interpreter, ksqlDB will use the command INSERT to populate a table. INSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000000, 2, 100.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000001, 4, 200.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000002, 6, 300.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000003, 3, 150.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000004, 1, 50.0); Insert orders: ksql -f kafka-ksqldb/ksql/insert-orders.ksql http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Insert","id":"76","title":"Insert"},"77":{"body":"ksql -e \"PRINT 'ksqldb.order_sizes' FROM BEGINNING;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Show","id":"77","title":"Show"},"78":{"body":"ksql -e \"DROP STREAM ORDERSIZES;\" http://ksqldb:8088\nksql -e \"DROP STREAM ORDERS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Drop","id":"78","title":"Drop"},"79":{"body":"ksqldb test runner One interesting feature that ksqlDB has is the test runner, it allows you to test a query before deploying it.","breadcrumbs":"What is ksqlDB » ksqlDB Tests » ksqlDB Tests","id":"79","title":"ksqlDB Tests"},"8":{"body":"","breadcrumbs":"Consuming and Producing » Consuming and Producing","id":"8","title":"Consuming and Producing"},"80":{"body":"ksql-test-runner -e kafka-ksqldb-extensions/extensions/ \\ -s kafka-ksqldb/ksql/create-orders.ksql \\ -i kafka-ksqldb/tests/orders-input.json \\ -o kafka-ksqldb/tests/orders-output.json | grep \">>>\"","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Run a Test","id":"80","title":"Run a Test"},"81":{"body":"A test has 2 parts, inputs and outputs, the ksqldb test runner will compare then to define if the test passes or fails. orders-input.json { \"inputs\": [ {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000000, \"value\": {\"orderUnits\": 2, \"totalAmount\": 100.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000001, \"value\": {\"orderUnits\": 4, \"totalAmount\": 200.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000002, \"value\": {\"orderUnits\": 6, \"totalAmount\": 300.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000003, \"value\": {\"orderUnits\": 3, \"totalAmount\": 150.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000004, \"value\": {\"orderUnits\": 1, \"totalAmount\": 50.0}} ]\n} orders-output.json { \"outputs\": [ {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000000, \"value\": {\"ORDERUNITS\": 2, \"TOTALAMOUNT\": 100.0, \"ORDERSIZE\": \"medium\", \"TAX\": 12.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000001, \"value\": {\"ORDERUNITS\": 4, \"TOTALAMOUNT\": 200.0, \"ORDERSIZE\": \"large\" , \"TAX\": 24.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000002, \"value\": {\"ORDERUNITS\": 6, \"TOTALAMOUNT\": 300.0, \"ORDERSIZE\": \"large\" , \"TAX\": 36.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000003, \"value\": {\"ORDERUNITS\": 3, \"TOTALAMOUNT\": 150.0, \"ORDERSIZE\": \"medium\", \"TAX\": 18.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000004, \"value\": {\"ORDERUNITS\": 1, \"TOTALAMOUNT\": 50.0, \"ORDERSIZE\": \"small\" , \"TAX\": 6.0}} ]\n}","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Tests","id":"81","title":"Tests"},"82":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down tip If you want to remove the data pass -v at the end of the previous command.","breadcrumbs":"Cleanup » Cleanup","id":"82","title":"Cleanup"},"83":{"body":"Service Port AKHQ Kafka UI 8080 Adminer SQL UI 9090 MySQL 3306 PostgreSQL 5432 Mosquitto 1883 Kafka 1 19092 Kafka 2 29092 Kafka 3 39092 Schema Registry 8081 Kafka REST 8082 Kafka Connect 8083 Kafka MQTT 1884 ksqlDB 8088 Kafka Clients Spring Boot 8585 Kafka Streams gRPC Server 5050","breadcrumbs":"Ports Table » Ports","id":"83","title":"Ports"},"84":{"body":"You can access this mdbook at: https://sauljabin.github.io/kafka-sandbox https://github.com/sauljabin/kafka-sandbox","breadcrumbs":"About this book » About this Book","id":"84","title":"About this Book"},"9":{"body":"kafka-console-producer --bootstrap-server kafka1:9092 \\ --topic sandbox.test","breadcrumbs":"Consuming and Producing » Produce Messages","id":"9","title":"Produce 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Sandbox helps you to deploy a kafka sandbox locally. It intends to be a simple way to get started with kafka and help you on your learning path. It provides you with a wide variety of tools from the kafka ecosystem and a simple way to run them all. It also includes a set of tools and tips to make it easier for you to use kafka. This is not intended to replace official courses. note This repository was set up for development and learning purposes. It does not include security since it is not a production system.","breadcrumbs":"Introduction » Introduction","id":"0","title":"Introduction"},"1":{"body":"Confluent free courses Confluent docker images references Confluent versions interoperability","breadcrumbs":"Introduction » Interesting Links","id":"1","title":"Interesting Links"},"10":{"body":"kafka-console-consumer --from-beginning \\ --bootstrap-server kafka1:9092 \\ --group sandbox.test \\ --topic sandbox.test It is key to know that kafka stores binary data, it does not care if the internal serialization of the data represents a character string, image, number, or even if the data is encrypted or plain. All the serialization/deserialization process occurs on the client side, when producing or consuming.","breadcrumbs":"Consuming and Producing » Consume Messages","id":"10","title":"Consume Messages"},"11":{"body":"Now we are going to develop consumers and producer with java.","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Producing and Consuming Natives","id":"11","title":"Producing and Consuming Natives"},"12":{"body":"for topic in \"client.string\" \"client.integer\" \"client.long\" \"client.float\" \"client.double\" \"client.boolean\" ; do \\\nkafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic $topic ; done","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Create All the Topics","id":"12","title":"Create All the Topics"},"13":{"body":"This code example shows you how to produce a message. The configuration ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG define what type are we using. props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, getSerializer());\nKafkaProducer producer = new KafkaProducer<>(props); for (int i = 0; i < messages; i++) { V value = createValue(); ProducerRecord record = new ProducerRecord<>( topic, value ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", value) );\n} Then, produce for each type: for type in \"string\" \"integer\" \"long\" \"float\" \"double\" \"boolean\" ; do \\ gradle kafka-native-clients:run --args=\"produce client.$type $type 100\" ; done","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Produce","id":"13","title":"Produce"},"14":{"body":"It's going to be the same for the consumer, but in this case you have to use the deserializer : ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG. props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, getDeserializer());\nKafkaConsumer consumer = new KafkaConsumer<>(props); ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.value());\n} Consume a topic, for example client.string: gradle kafka-native-clients:run --args=\"consume client.string string\"","breadcrumbs":"Consuming and Producing » Native Consumer and Producer » Consume","id":"14","title":"Consume"},"15":{"body":"In this sandbox Schema Registry is already running, we are going to use it in some examples. Schema Registry will allow you to create applications that share the same data structure when they communicate with each other. This service could be key for your productions services, especially in a microservices ecosystems. Although, you will find that evolving a schema could be a problem, particularly when in your firsts stages of a new services. It is important to know that Schema Registry is not a plugin or a kafka extension. It is a separated services running in its own machine. So, the concept Schema Evolution and Compatibility will become essential for you. Check this out: Schema Evolution and Compatibility , there you will find the compatibility strategies for multiple use cases. Additionally, here you will find a lot of information about Schema Registry: Getting Started with Schemas and Schema Registries .","breadcrumbs":"Message Schemas » Message Schemas","id":"15","title":"Message Schemas"},"16":{"body":"It is worth mentioning that just like Schema Registry, Kafka Connect is an external and independent service to Kafka. Kafka Connect will be very useful when you want to have constant flow of data from a data store ( source ) to another ( sink ). Kafka Connect works with plugin, you can find several connector on Confluent Hub . In this sandbox we have installed 3 plugins: jdbc connector plugin mqtt connector plugin Plugins above can be found at: ls kafka-connect/plugins","breadcrumbs":"What is Kafka Connect? » What is Kafka Connect?","id":"16","title":"What is Kafka Connect?"},"17":{"body":"In this example you are going to learn how to move data from a source ( mysql ), to multiple targets ( postgres and mongo ). important This example does not support deletion, for that you have to implement tombstone events at the source and sink .","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Kafka Connect Database Example","id":"17","title":"Kafka Connect Database Example"},"18":{"body":"Run MySQL and PostgreSQL: docker compose --profile sql up -d Populate it: mysql --host=mysql --user=root --database=sandbox < kafka-connect/sql/customers.sql That command should have created the table customers and inserted 200 records. Now you can open Adminer or run: mysql --host=mysql --user=root --database=sandbox -e \"select * from customers\"","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Populate Database","id":"18","title":"Populate Database"},"19":{"body":"Check the installed plugins: http kafka-connect:8083/connector-plugins Now you have to hit the kafka connect rest service to create a new source, next you have the rest payload: { \"name\": \"mysql-source\", \"config\": { \"tasks.max\": \"1\", \"table.whitelist\": \"customers\", \"connector.class\": \"io.confluent.connect.jdbc.JdbcSourceConnector\", \"connection.url\": \"jdbc:mysql://mysql:3306/sandbox\", \"connection.user\": \"root\", \"connection.password\": \"notasecret\", \"mode\": \"timestamp\", \"timestamp.column.name\": \"created\", \"topic.prefix\": \"connect.\", \"transforms\": \"createKey\", \"transforms.createKey.type\": \"org.apache.kafka.connect.transforms.ValueToKey\", \"transforms.createKey.fields\": \"id\" }\n} Create the connector using the API: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-mysql-source.json If you open AKHQ you should see a new topic: connect.customers.","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Source Connector","id":"19","title":"Create Source Connector"},"2":{"body":"docker java","breadcrumbs":"Introduction » Dependencies","id":"2","title":"Dependencies"},"20":{"body":"Payload: { \"name\": \"postgres-sink\", \"config\": { \"tasks.max\": \"1\", \"connector.class\": \"io.confluent.connect.jdbc.JdbcSinkConnector\", \"connection.url\": \"jdbc:postgresql://postgres:5432/sandbox\", \"connection.user\": \"postgres\", \"connection.password\": \"notasecret\", \"delete.enabled\": false, \"pk.mode\": \"record_key\", \"pk.key\": \"id\", \"insert.mode\": \"upsert\", \"auto.create\": true, \"topics\": \"connect.customers\", \"transforms\": \"dropPrefix\", \"transforms.dropPrefix.type\": \"org.apache.kafka.connect.transforms.RegexRouter\", \"transforms.dropPrefix.regex\": \"connect\\\\.(.*)\", \"transforms.dropPrefix.replacement\": \"$1\" }\n} Create sink connector: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-postgres-sink.json This sink connector is going to create a table customers on postgres and insert all records. Now you can open Adminer or run: psql --host=postgres --user=postgres --dbname=sandbox -c \"select * from customers\" List connector: http kafka-connect:8083/connectors","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Sink Connector","id":"20","title":"Create Sink Connector"},"21":{"body":"http DELETE kafka-connect:8083/connectors/postgres-sink\nhttp DELETE kafka-connect:8083/connectors/mysql-source","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Deleting Connectors","id":"21","title":"Deleting Connectors"},"22":{"body":"","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Kafka Connect MQTT Example","id":"22","title":"Kafka Connect MQTT Example"},"23":{"body":"Start MQTT server: docker compose --profile mqtt up -d In one terminal, subscribe to mqtt topics: mosquitto_sub -h mosquitto -t \"house/+/brightness\" In another terminal, publish messages: mosquitto_pub -h mosquitto -t \"house/room/brightness\" -m \"800LM\"\nmosquitto_pub -h mosquitto -t \"house/kitchen/brightness\" -m \"1000LM\"","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Setup Broker","id":"23","title":"Setup Broker"},"24":{"body":"Payload: { \"name\": \"mqtt-source\", \"config\": { \"connector.class\": \"io.confluent.connect.mqtt.MqttSourceConnector\", \"tasks.max\": \"1\", \"mqtt.server.uri\": \"tcp://mosquitto:1883\", \"mqtt.topics\":\"house/+/brightness\", \"kafka.topic\":\"connect.brightness\", \"mqtt.qos\": \"2\", \"confluent.topic.bootstrap.servers\": \"kafka1:9092\", \"confluent.topic.replication.factor\": \"1\" }\n} Create a connector using the API: http kafka-connect:8083/connectors < kafka-connect/requests/create-connector-mqtt-source.json In one terminal, consume from kafka: kafka-console-consumer --from-beginning --group connect.mqtt \\ --topic connect.brightness \\ --bootstrap-server kafka1:9092 \\ --property print.key=true In another terminal, publish new messages to the MQTT broker: mosquitto_pub -h mosquitto -t \"house/room/brightness\" -m \"810LM\"\nmosquitto_pub -h mosquitto -t \"house/kitchen/brightness\" -m \"1020LM\" Deleting the connector: http DELETE kafka-connect:8083/connectors/mqtt-source","breadcrumbs":"What is Kafka Connect? » Kafka Connect MQTT Example » Create Source Connector","id":"24","title":"Create Source Connector"},"25":{"body":"Performance tuning involves two important metrics: Latency measures how long it takes to process one event. Throughput measures how many events arrive within a specific amount of time. Run help: kafka-producer-perf-test --help\nkafka-consumer-perf-test --help Create a topic: kafka-topics --create \\ --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.performance","breadcrumbs":"Performance Tools » Performance Tools","id":"25","title":"Performance Tools"},"26":{"body":"Test producer ( confluent doc ): kafka-producer-perf-test --topic sandbox.performance \\ --throughput -1 \\ --num-records 3000000 \\ --record-size 1024 \\ --producer-props acks=all bootstrap.servers=kafka1:9092 Throughput in MB/sec. Latency in milliseconds. Test consumer ( confluent doc ): kafka-consumer-perf-test --topic sandbox.performance \\ --bootstrap-server kafka1:9092 \\ --messages 3000000 start.time, end.time: shows test start and end time. data.consumed.in.MB: shows the size of all messages consumed. MB.sec: shows how much data transferred in megabytes per second (Throughput on size). data.consumed.in.nMsg: shows the count of the total messages consumed during this test. nMsg.sec: shows how many messages were consumed in a second (Throughput on the count of messages). Test end to end latency ( confluent doc ): kafka-e2e-latency kafka1:9092 sandbox.performance 10000 all 1024 Following are the required arguments: broker_list: The location of the bootstrap broker for both the producer and the consumer. topic: The topic name used by both the producer and the consumer to send/receive messages. num_messages: The number of messages to send producer_acks: The producer setting for acks. message_size_bytes: size of each message in bytes.","breadcrumbs":"Performance Tools » Performance Tests","id":"26","title":"Performance Tests"},"27":{"body":"The kafka proxies are tools that simplify the communication between a component and kafka through a non-kafka protocol. Confluent provides a couple of proxies. It is important to mention that these tools are used when the use case is simple enough. Generally when you need a lot of control over clients, using proxies is not recommended.","breadcrumbs":"Kafka Proxies » Kafka Proxies","id":"27","title":"Kafka Proxies"},"28":{"body":"The Kafka REST Proxy provides a RESTful interface to a Kafka cluster. Use this when you really need a rest interface since it is usually more complex than using conventional kafka clients. You can check the API reference here .","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Kafka REST Proxy","id":"28","title":"Kafka REST Proxy"},"29":{"body":"Run Kafka REST Proxy: docker compose --profile proxies up -d Check the cluster information: http kafka-rest:8082/v3/clusters","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Setup","id":"29","title":"Setup"},"3":{"body":"Clone the repo: git clone https://github.com/sauljabin/kafka-sandbox.git\ncd kafka-sandbox Run the kafka cluster: docker compose up -d Check running services: docker compose ps Open AKHQ (a web UI for kafka) at http://localhost:8080/ .","breadcrumbs":"Quick Start » Quick Start","id":"3","title":"Quick Start"},"30":{"body":"Payload: { \"topic_name\": \"proxy.rest\", \"partitions_count\": 3, \"replication_factor\": 3\n} Hit rest proxy: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics < kafka-rest/requests/create-topic.json List topics: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics | jq -r '.data[].topic_name'","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Create Topic","id":"30","title":"Create Topic"},"31":{"body":"Payload: { \"key\": { \"type\": \"STRING\", \"data\": \"ce59e9a6-aafd-44f4-bdc6-f285adfcc836\" }, \"value\": { \"type\": \"AVRO\", \"schema\": \"{\\\"type\\\": \\\"record\\\", \\\"name\\\": \\\"User\\\", \\\"fields\\\": [{\\\"name\\\": \\\"name\\\", \\\"type\\\": \\\"string\\\"}]}\", \"data\": { \"name\": \"John Doe\" } }\n} Send payload: http kafka-rest:8082/v3/clusters/${CLUSTER_ID}/topics/proxy.rest/records < kafka-rest/requests/produce-avro-message.json","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Produce","id":"31","title":"Produce"},"32":{"body":"kafka-avro-console-consumer --bootstrap-server kafka1:9092 \\ --topic proxy.rest \\ --from-beginning \\ --property schema.registry.url=http://schema-registry:8081","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Consume","id":"32","title":"Consume"},"33":{"body":"MQTT Proxy enables MQTT clients to use the MQTT protocol to publish data directly to Apache Kafka. This does not convert kafka into a MQTT broker, this aims to provide a simple way to publish/persist IoT data to Kafka.","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Kafka MQTT Proxy","id":"33","title":"Kafka MQTT Proxy"},"34":{"body":"Run Kafka MQTT Proxy: docker compose --profile proxies up -d","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Setup","id":"34","title":"Setup"},"35":{"body":"Create topic: kafka-topics --create \\ --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic proxy.mqtt Publish using mqtt proxy: mosquitto_pub -h kafka-mqtt -p 1884 -t \"house/room/temperature\" -m \"20C\" Check the data: kafka-console-consumer --from-beginning \\ --bootstrap-server kafka1:9092 \\ --group proxy.mqtt \\ --topic proxy.mqtt \\ --property print.key=true","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Publish Messages","id":"35","title":"Publish Messages"},"36":{"body":"This example shows you how to use json and schema registry for producing and consuming.","breadcrumbs":"JSON Producer and Consumer » JSON Producer and Consumer","id":"36","title":"JSON Producer and Consumer"},"37":{"body":"json schema confluent example","breadcrumbs":"JSON Producer and Consumer » Other Links","id":"37","title":"Other Links"},"38":{"body":"The first step is to create the structure: package kafka.sandbox.cli; import com.fasterxml.jackson.annotation.JsonProperty;\nimport lombok.Builder;\nimport lombok.Data; @Builder\n@Data\npublic class User { @JsonProperty public String id; @JsonProperty public String firstName; @JsonProperty public String lastName; @JsonProperty public String address; @JsonProperty public int age;\n} Confluent java library uses jackson annotations .","breadcrumbs":"JSON Producer and Consumer » POJO","id":"38","title":"POJO"},"39":{"body":"It is possible to produce with or without Schema Registry. It'll depend on the configurations. Producer: if (useSchemaRegistry) { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaJsonSchemaSerializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaJsonSerializer.class);\n} Consumer: if (useSchemaRegistry) { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaJsonSchemaDeserializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaJsonDeserializer.class);\n}","breadcrumbs":"JSON Producer and Consumer » Configurations","id":"39","title":"Configurations"},"4":{"body":"For opening the sandbox environment just run: docker compose exec cli bash important You will use this environment throughout the sandbox. Remember to open it before executing a command different to docker compose ....","breadcrumbs":"Sandbox Environment » Sandbox Environment","id":"4","title":"Sandbox Environment"},"40":{"body":"Create a topic to produce json messages without Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.users Create a topic to produce json messages with Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.schema.users","breadcrumbs":"JSON Producer and Consumer » Setup","id":"40","title":"Setup"},"41":{"body":"gradle kafka-json-clients:run --args=\"produce client.users 100\"\ngradle kafka-json-clients:run --args=\"consume client.users\"","breadcrumbs":"JSON Producer and Consumer » Produce/Consume without Schema Registry","id":"41","title":"Produce/Consume without Schema Registry"},"42":{"body":"gradle kafka-json-clients:run --args=\"produce -s client.schema.users 100\"\ngradle kafka-json-clients:run --args=\"consume -s client.schema.users\"","breadcrumbs":"JSON Producer and Consumer » Produce/Consume with Schema Registry","id":"42","title":"Produce/Consume with Schema Registry"},"43":{"body":"Next, you will see how to serialize/deserialize messages using avro schemas.","breadcrumbs":"Avro Producer and Consumer » Avro Producer and Consumer","id":"43","title":"Avro Producer and Consumer"},"44":{"body":"confluent avro producer and consumer examples kafka consumer settings kafka producer settings","breadcrumbs":"Avro Producer and Consumer » Other Links","id":"44","title":"Other Links"},"45":{"body":"Avro allows us to serialize/deserialize messages. Here it's our example avro schema: { \"type\": \"record\", \"name\": \"Supplier\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"id\", \"type\": \"string\" }, { \"name\": \"name\", \"type\": \"string\" }, { \"name\": \"address\", \"type\": \"string\" }, { \"name\": \"country\", \"type\": \"string\" } ]\n}","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"45","title":"Avro Schema"},"46":{"body":"kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Create Topic","id":"46","title":"Create Topic"},"47":{"body":"As you can see now we are using the autogenerated class Supplier. KafkaProducer producer = new KafkaProducer<>(props); for (int i = 0; i < messages; i++) { Supplier supplier = createNew(); ProducerRecord record = new ProducerRecord<>( topic, supplier.getId().toString(), supplier ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", supplier) );\n} gradle kafka-avro-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Avro Producer and Consumer » Produce","id":"47","title":"Produce"},"48":{"body":"It is the same for the consumer, we are using the avro class Supplier. ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.key());\n} gradle kafka-avro-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"48","title":"Consume"},"49":{"body":"These example show you how to use Unions .","breadcrumbs":"Avro Producer and Consumer » Avro Union » Avro Union","id":"49","title":"Avro Union"},"5":{"body":"","breadcrumbs":"What is Kafka? » What is Kafka?","id":"5","title":"What is Kafka?"},"50":{"body":"In this schema we create a field metric that can be a TimerMetric or CounterMetric. { \"type\": \"record\", \"name\": \"Metric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"metricId\", \"type\": \"string\" }, { \"name\": \"metricType\", \"type\": { \"type\": \"enum\", \"name\": \"MetricType\", \"symbols\": [ \"TIMER\", \"COUNTER\" ], \"default\": \"TIMER\" } }, { \"name\": \"metric\", \"type\": [ { \"type\": \"record\", \"name\": \"TimerMetric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"avg\", \"type\": \"double\" } ] }, { \"type\": \"record\", \"name\": \"CounterMetric\", \"namespace\": \"kafka.sandbox.avro\", \"version\": \"1\", \"fields\": [ { \"name\": \"count\", \"type\": \"long\" } ] } ] } ]\n} The Metric java class will define an object (for the metric field) instead of a specific type (TimerMetric or CounterMetric). private java.lang.Object metric;","breadcrumbs":"Avro Producer and Consumer » Avro Union » Avro Schema","id":"50","title":"Avro Schema"},"51":{"body":"Create a topic: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.metrics","breadcrumbs":"Avro Producer and Consumer » Avro Union » Setup","id":"51","title":"Setup"},"52":{"body":"gradle kafka-avro-union-clients:run --args=\"produce client.metrics 100\"","breadcrumbs":"Avro Producer and Consumer » Avro Union » Produce","id":"52","title":"Produce"},"53":{"body":"gradle kafka-avro-union-clients:run --args=\"consume client.metrics\"","breadcrumbs":"Avro Producer and Consumer » Avro Union » Consume","id":"53","title":"Consume"},"54":{"body":"Next, you will see how to serialize/deserialize messages using protobuf.","breadcrumbs":"Protobuf Producer and Consumer » Protobuf Producer and Consumer","id":"54","title":"Protobuf Producer and Consumer"},"55":{"body":"confluent protobuf producer and consumer examples","breadcrumbs":"Protobuf Producer and Consumer » Other Links","id":"55","title":"Other Links"},"56":{"body":"Protobuf allows us to serialize/deserialize messages. syntax = \"proto3\";\nimport \"google/protobuf/timestamp.proto\"; option java_multiple_files = true;\noption java_package = \"kafka.sandbox.proto\"; enum InvoiceStatus { PAID = 0; PENDING = 1;\n} message Invoice { string id = 1; google.protobuf.Timestamp created_at = 3; Customer customer = 4; repeated Product products = 5; InvoiceStatus status = 6;\n} message Product { string id = 1; string name = 2; string code = 3; double price = 4;\n} message Customer { string id = 1; string firstName = 2; string lastName = 3; Address address = 4;\n} message Address { string city = 1; string zipCode = 2; string street = 3;\n}","breadcrumbs":"Protobuf Producer and Consumer » Protobuf Schema","id":"56","title":"Protobuf Schema"},"57":{"body":"It is possible to produce with or without Schema Registry. It'll depend on the configurations. Producer: if (useSchemaRegistry) { props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, KafkaProtobufSerializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { // ProtobufSerializer is a custom class props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, ProtobufSerializer.class);\n} Consumer: if (useSchemaRegistry) { props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaProtobufDeserializer.class); props.put(AbstractKafkaSchemaSerDeConfig.SCHEMA_REGISTRY_URL_CONFIG, SCHEMA_REGISTRY_URL);\n} else { // ProtobufDeserializer is a custom class props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, ProtobufDeserializer.class); // here we pass a custom configuration to the deserializer props.put(ProtobufDeserializer.PROTOBUF_PARSER, Invoice.parser());\n}","breadcrumbs":"Protobuf Producer and Consumer » Configurations","id":"57","title":"Configurations"},"58":{"body":"Create a topic to produce protobuf messages without Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.invoices Create a topic to produce protobuf messages with Schema Registry: kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.schema.invoices","breadcrumbs":"Protobuf Producer and Consumer » Setup","id":"58","title":"Setup"},"59":{"body":"gradle kafka-protobuf-clients:run --args=\"produce client.invoices 100\"\ngradle kafka-protobuf-clients:run --args=\"consume client.invoices\"","breadcrumbs":"Protobuf Producer and Consumer » Produce/Consume without Schema Registry","id":"59","title":"Produce/Consume without Schema Registry"},"6":{"body":"kafka-topics --create --bootstrap-server kafka1:9092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test","breadcrumbs":"What is Kafka? » Create a Topic","id":"6","title":"Create a Topic"},"60":{"body":"gradle kafka-protobuf-clients:run --args=\"produce -s client.schema.invoices 100\"\ngradle kafka-protobuf-clients:run --args=\"consume -s client.schema.invoices\"","breadcrumbs":"Protobuf Producer and Consumer » Produce/Consume with Schema Registry","id":"60","title":"Produce/Consume with Schema Registry"},"61":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"61","title":"Spring Boot"},"62":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"62","title":"Other LInks"},"63":{"body":"Run spring boot: gradle kafka-spring-boot:bootRun","breadcrumbs":"Spring Boot » Setup","id":"63","title":"Setup"},"64":{"body":"Spring has the class KafkaTemplate that allows you to produce messages. @Value(\"${spring.kafka.topic}\")\nprivate String topic; @Autowired\nprivate KafkaTemplate kafkaTemplate; public void sendCustomer(Customer customer) { log.info(\"Producing message: {}\", customer); kafkaTemplate.send(topic, customer.getId().toString(), customer);\n} In another terminal: http :8585/produce messages==10","breadcrumbs":"Spring Boot » Produce","id":"64","title":"Produce"},"65":{"body":"You can use the KafkaListener annotation. @KafkaListener(topics = { \"${spring.kafka.topic}\" })\npublic void consume(ConsumerRecord record) { log.info(\"Customer ID: {}\", record.value());\n}","breadcrumbs":"Spring Boot » Consume","id":"65","title":"Consume"},"66":{"body":"Kafka Streams is a client library providing organizations with a particularly efficient framework for processing streaming data. It offers a streamlined method for creating applications and microservices that must process data in real-time to be effective. kafka streams examples more kafka streams examples here . kafka stream architecture In this example we are going to create a data processing pipeline (topology), which is going to count the suppliers by country (check the Kafka Clients - Avro Producer and Consumer section). So, kafka stream is going to consume form the client.suppliers topic, then is going to process the data and finally is going to publish the results in the topic streams.results. // read from suppliers topic\nKStream suppliers = builder.stream(source); // aggregate the new supplier counts by country\nKTable aggregated = suppliers // map the country as key .map((key, value) -> new KeyValue<>(value.getCountry().toString(), value)) .groupByKey() // aggregate and materialize the store .count(Materialized.as(\"SupplierCountByCountry\")); // write the results to a topic\naggregated.toStream() // print results .peek((key, value) -> log.info(\"Country = {}, Total supplier counts = {}\", key, value)) // publish results .to(sink, Produced.with(Serdes.String(), Serdes.Long())); // build the topology\nTopology topology = builder.build();","breadcrumbs":"Kafka Streams » Kafka Streams","id":"66","title":"Kafka Streams"},"67":{"body":"gradle kafka-streams:run --args=\"streams client.suppliers streams.results\" Print results (in another terminal): kafka-console-consumer --from-beginning --group kafka-streams.consumer \\ --topic streams.results \\ --bootstrap-server kafka1:9092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): gradle kafka-avro-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"67","title":"Run Topology"},"68":{"body":"Interactive Queries allow you to leverage the state of your application from outside your application. The Kafka Streams API enables your applications to be queryable. interactive queries This example is using gRPC to request queries to the kafka stream server.","breadcrumbs":"Kafka Streams » Interactive Queries » Interactive Queries","id":"68","title":"Interactive Queries"},"69":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: gradle -q kafka-streams:run --args=\"count Ecuador\" This is possible because we have access to the kafka streams stores in runtime. This way we can query over the store a return and response. Check the gRPC server: ReadOnlyKeyValueStore keyValueStore = streams.store( StoreQueryParameters.fromNameAndType(\"SupplierCountByCountry\", QueryableStoreTypes.keyValueStore())); String country = request.getName();\nLong total = keyValueStore.get(country);\nString value = String.format(\"Country: %s, Total Suppliers: %s\", country, total != null ? total : 0);\nCountReply reply = CountReply.newBuilder().setMessage(value).build();\nresponseObserver.onNext(reply); Check the gRPC client: ManagedChannel channel = Grpc.newChannelBuilder(\"localhost:5050\", InsecureChannelCredentials.create()) .build(); CounterServiceBlockingStub blockingStub = CounterServiceGrpc.newBlockingStub(channel);\nCountReply countByCountry = blockingStub.getCountByCountry(CountRequest.newBuilder().setName(country).build());\nSystem.out.println(countByCountry.getMessage());","breadcrumbs":"Kafka Streams » Interactive Queries » Query Results","id":"69","title":"Query Results"},"7":{"body":"kafka-topics --list --bootstrap-server kafka1:9092 At this point you must understand that the most important concept for you is the partition. You will be tempted to focus on the topic concept, but you should focus on the partition. This is due to the very nature of a distributed system.","breadcrumbs":"What is Kafka? » List Topics","id":"7","title":"List Topics"},"70":{"body":"ksqlDB is a database that's purpose-built for stream processing applications. ksqlDB it is not a SQL database, it provides an extra layer for implementing kstream, ktable and connectors through a language (ksql) based on sql. ksqldb ksqldb settings","breadcrumbs":"What is ksqlDB » What is ksqlDB?","id":"70","title":"What is ksqlDB?"},"71":{"body":"Check if it's up: http ksqldb:8088/info One line shell interaction: ksql -e \"SHOW STREAMS;\" http://ksqldb:8088 Interactive ksqlDB shell: ksql http://ksqldb:8088 Then enter SHOW STREAMS;.","breadcrumbs":"What is ksqlDB » Run ksqlDB","id":"71","title":"Run ksqlDB"},"72":{"body":"ksqlDB extensions are pieces of logic for transforming or aggregating events that ksqlDB can't currently express. ksqldb extensions (udf, udtf, udaf) Check the Kafka ksqlDB section. For creating the jar extension, you can use the following command (development purposes): gradle kafka-ksqldb-extensions:shadowJar","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » ksqlDB Extensions","id":"72","title":"ksqlDB Extensions"},"73":{"body":"package kafka.sandbox.ksqldb; import io.confluent.ksql.function.udf.Udf;\nimport io.confluent.ksql.function.udf.UdfDescription;\nimport io.confluent.ksql.function.udf.UdfParameter; @UdfDescription( name = \"taxes\", author = \"kafka sandbox\", version = \"1.0.0\", description = \"A custom taxes formula for orders.\"\n)\npublic class TaxesUdf { public static final double TAXES = .12; @Udf(description = \"Calculate taxes.\") public double taxes(@UdfParameter double amount) { return amount * TAXES; }\n}","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » Custom UDF","id":"73","title":"Custom UDF"},"74":{"body":"","breadcrumbs":"What is ksqlDB » ksqlDB Queries » ksqlDB Queries","id":"74","title":"ksqlDB Queries"},"75":{"body":"Create orders stream: ksql -f kafka-ksqldb/ksql/create-orders.ksql http://ksqldb:8088 The previous command executed this: CREATE STREAM orders (orderId INT KEY, orderUnits INT, totalAmount DOUBLE) WITH (kafka_topic='ksqldb.orders', key_format='json', value_format='json', partitions=10, replicas=3); CREATE STREAM orderSizes WITH (kafka_topic='ksqldb.order_sizes', key_format='json', value_format='json', partitions=10, replicas=3) AS SELECT orderId, orderUnits, totalAmount, CASE WHEN orderUnits < 2 THEN 'small' WHEN orderUnits < 4 THEN 'medium' ELSE 'large' END AS orderSize, taxes(totalAmount) AS tax FROM orders EMIT CHANGES; List of streams: ksql -e \"SHOW STREAMS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Create a Stream","id":"75","title":"Create a Stream"},"76":{"body":"As any other SQL interpreter, ksqlDB will use the command INSERT to populate a table. INSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000000, 2, 100.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000001, 4, 200.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000002, 6, 300.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000003, 3, 150.0);\nINSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000004, 1, 50.0); Insert orders: ksql -f kafka-ksqldb/ksql/insert-orders.ksql http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Insert","id":"76","title":"Insert"},"77":{"body":"ksql -e \"PRINT 'ksqldb.order_sizes' FROM BEGINNING;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Show","id":"77","title":"Show"},"78":{"body":"ksql -e \"DROP STREAM ORDERSIZES;\" http://ksqldb:8088\nksql -e \"DROP STREAM ORDERS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Drop","id":"78","title":"Drop"},"79":{"body":"ksqldb test runner One interesting feature that ksqlDB has is the test runner, it allows you to test a query before deploying it.","breadcrumbs":"What is ksqlDB » ksqlDB Tests » ksqlDB Tests","id":"79","title":"ksqlDB Tests"},"8":{"body":"","breadcrumbs":"Consuming and Producing » Consuming and Producing","id":"8","title":"Consuming and Producing"},"80":{"body":"ksql-test-runner -e kafka-ksqldb-extensions/extensions/ \\ -s kafka-ksqldb/ksql/create-orders.ksql \\ -i kafka-ksqldb/tests/orders-input.json \\ -o kafka-ksqldb/tests/orders-output.json | grep \">>>\"","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Run a Test","id":"80","title":"Run a Test"},"81":{"body":"A test has 2 parts, inputs and outputs, the ksqldb test runner will compare then to define if the test passes or fails. orders-input.json { \"inputs\": [ {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000000, \"value\": {\"orderUnits\": 2, \"totalAmount\": 100.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000001, \"value\": {\"orderUnits\": 4, \"totalAmount\": 200.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000002, \"value\": {\"orderUnits\": 6, \"totalAmount\": 300.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000003, \"value\": {\"orderUnits\": 3, \"totalAmount\": 150.0}}, {\"topic\": \"ksqldb.orders\", \"timestamp\": 0, \"key\": 1000004, \"value\": {\"orderUnits\": 1, \"totalAmount\": 50.0}} ]\n} orders-output.json { \"outputs\": [ {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000000, \"value\": {\"ORDERUNITS\": 2, \"TOTALAMOUNT\": 100.0, \"ORDERSIZE\": \"medium\", \"TAX\": 12.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000001, \"value\": {\"ORDERUNITS\": 4, \"TOTALAMOUNT\": 200.0, \"ORDERSIZE\": \"large\" , \"TAX\": 24.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000002, \"value\": {\"ORDERUNITS\": 6, \"TOTALAMOUNT\": 300.0, \"ORDERSIZE\": \"large\" , \"TAX\": 36.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000003, \"value\": {\"ORDERUNITS\": 3, \"TOTALAMOUNT\": 150.0, \"ORDERSIZE\": \"medium\", \"TAX\": 18.0}}, {\"topic\": \"ksqldb.order_sizes\", \"timestamp\": 0, \"key\": 1000004, \"value\": {\"ORDERUNITS\": 1, \"TOTALAMOUNT\": 50.0, \"ORDERSIZE\": \"small\" , \"TAX\": 6.0}} ]\n}","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Tests","id":"81","title":"Tests"},"82":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt down tip If you want to remove the data pass -v at the end of the previous command.","breadcrumbs":"Cleanup » Cleanup","id":"82","title":"Cleanup"},"83":{"body":"Service Port AKHQ Kafka UI 8080 Adminer SQL UI 9090 MySQL 3306 PostgreSQL 5432 Mosquitto 1883 Kafka 1 19092 Kafka 2 29092 Kafka 3 39092 Schema Registry 8081 Kafka REST 8082 Kafka Connect 8083 Kafka MQTT 1884 ksqlDB 8088 Kafka Clients Spring Boot 8585 Kafka Streams gRPC Server 5050","breadcrumbs":"Ports Table » Ports","id":"83","title":"Ports"},"84":{"body":"You can access this mdbook at: https://sauljabin.github.io/kafka-sandbox https://github.com/sauljabin/kafka-sandbox","breadcrumbs":"About this book » About this Book","id":"84","title":"About this Book"},"9":{"body":"kafka-console-producer --bootstrap-server kafka1:9092 \\ --topic sandbox.test","breadcrumbs":"Consuming and Producing » Produce Messages","id":"9","title":"Produce 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\ No newline at end of file
diff --git a/what-is-ksqldb.html b/what-is-ksqldb.html
index 065c06d..a500818 100644
--- a/what-is-ksqldb.html
+++ b/what-is-ksqldb.html
@@ -252,10 +252,7 @@ 
    What is ksqlDB?
 
  • ksqldb settings
    • 
 
 
    Run ksqlDB
    
-
    Start ksqldb:
    
-
    docker compose --profile ksqldb up -d
-
    
-
    After a few seconds check if it is up:
    
+
    Check if it's up:
    
 
    http ksqldb:8088/info
 
    
 
    One line shell interaction: