Shutting down all services:
docker compose --profile proxies --profile sql --profile mqtt down +docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down Remove with data: -docker compose --profile proxies --profile sql --profile mqtt down -v +docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down -v
docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down
Remove with data:
docker compose --profile proxies --profile sql --profile mqtt down -v +docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down -v
docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down -v
brew install avro-tools
ksqlDB extensions are pieces of logic for transforming or aggregating events that ksqlDB can't currently express.
Check the Kafka ksqlDB section.
For creating the jar extension, you can use the following command (development purposes):
jar
./gradlew kafka-ksqldb-extensions:shadowJar +
+⚠️ Java 11 is needed here. +
⚠️ Java 11 is needed here.
package kafka.sandbox.ksqldb; + +import io.confluent.ksql.function.udf.Udf; +import io.confluent.ksql.function.udf.UdfDescription; +import io.confluent.ksql.function.udf.UdfParameter; + +@UdfDescription( + name = "taxes", + author = "kafka sandbox", + version = "1.0.0", + description = "A custom taxes formula for orders." +) +public class TaxesUdf { + + public static final double TAXES = .12; + + @Udf(description = "Calculate taxes.") + public double taxes(@UdfParameter double amount) { + return amount * TAXES; + } +} +
Create orders stream:
docker compose exec ksqldb-cli ksql -f /sandbox/ksql/create-orders.ksql http://ksqldb:8088 +
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:
docker compose exec ksqldb-cli ksql -e "SHOW STREAMS;" http://ksqldb:8088 +
As any other SQL interpreter, ksqlDB will use the command INSERT to populate a table.
INSERT
INSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000000, 2, 100.0); +INSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000001, 4, 200.0); +INSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000002, 6, 300.0); +INSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000003, 3, 150.0); +INSERT INTO orders (orderId, orderUnits, totalAmount) VALUES (1000004, 1, 50.0); +
Insert orders:
docker compose exec ksqldb-cli ksql -f /sandbox/ksql/insert-orders.ksql http://ksqldb:8088 +
Show content:
docker compose exec ksqldb-cli ksql -e "PRINT 'ksqldb.order_sizes' FROM BEGINNING;" http://ksqldb:8088 +
One interesting feature that ksqlDB has is the test runner, it allows you to test a query before deploying it.
docker compose exec ksqldb-cli ksql-test-runner -e /extensions/ \ + -s /sandbox/ksql/create-orders.ksql \ + -i /sandbox/tests/orders-input.json \ + -o /sandbox/tests/orders-output.json | grep '>>>' +
A test has 2 parts, inputs and outputs, the ksqldb test runner will compare then to define if +the test passes or fails.
{ + "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}} + ] +} +
{ + "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}} + ] +} +
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.
docker compose --profile ksqldb up -d +
After a few seconds check if it is up:
http :8088/info +
One line shell interaction:
Interactive ksqlDB shell:
docker compose exec ksqldb-cli ksql http://ksqldb:8088 +SHOW STREAMS; +
docker compose --profile proxies --profile sql --profile mqtt down +docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down Remove with data: -docker compose --profile proxies --profile sql --profile mqtt down -v +docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down -v Ports ServicePort diff --git a/quick-start.html b/quick-start.html index cda6d73..58cab61 100644 --- a/quick-start.html +++ b/quick-start.html @@ -88,7 +88,7 @@ - Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. CleanupPorts TableAbout this book + Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. What is ksqlDB12.1. ksqlDB Extensions12.2. ksqlDB Queries12.3. ksqlDB Tests13. CleanupPorts TableAbout this book diff --git a/searchindex.js b/searchindex.js index 0e341e5..6335c66 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Object.assign(window.search, {"doc_urls":["introduction.html#introduction","introduction.html#interesting-links","install-dependencies.html#install-dependencies","install-dependencies.html#install-java-and-docker","install-dependencies.html#rest-and-json-tools","install-dependencies.html#kubernetes-tools","install-dependencies.html#mqtt-tools","install-dependencies.html#kafka-cli","install-dependencies.html#avro-tools","install-dependencies.html#sql-clients","quick-start.html#quick-start","what-is-kafka.html#what-is-kafka","consuming-and-producing.html#consuming-and-producing","consuming-and-producing.html#produce-messages","consuming-and-producing.html#consume-messages","message-schemas.html#message-schemas","what-is-kafka-connect.html#what-is-kafka-connect","kafka-connect-database-example.html#kafka-connect-database-example","kafka-connect-database-example.html#populate-database","kafka-connect-database-example.html#create-source-connector","kafka-connect-database-example.html#create-sink-connector","kafka-connect-database-example.html#deleting-connectors","kafka-connect-mqtt-example.html#kafka-connect-mqtt-example","kafka-connect-mqtt-example.html#setup-broker","kafka-connect-mqtt-example.html#create-source-connector","performance-tools.html#performance-tools","performance-tools.html#performance-tests","kafka-proxies.html#kafka-proxies","kafka-rest-proxy.html#kafka-rest-proxy","kafka-rest-proxy.html#setup","kafka-rest-proxy.html#create-topic","kafka-rest-proxy.html#produce","kafka-mqtt-proxy.html#kafka-mqtt-proxy","kafka-mqtt-proxy.html#setup","kafka-mqtt-proxy.html#publish-messages","avro-producer-and-consumer.html#avro-producer-and-consumer","avro-producer-and-consumer.html#other-links","avro-producer-and-consumer.html#avro-schema","avro-producer-and-consumer.html#setup","avro-producer-and-consumer.html#produce","avro-producer-and-consumer.html#consume","spring-boot.html#spring-boot","spring-boot.html#other-links","spring-boot.html#setup","spring-boot.html#produce","spring-boot.html#consume","kafka-streams.html#kafka-streams","kafka-streams.html#run-topology","interactive-queries.html#interactive-queries","interactive-queries.html#query-results","cleanup.html#cleanup","ports-table.html#ports","about-this-book.html#about-this-book","about-this-book.html#developing-commands"],"index":{"documentStore":{"docInfo":{"0":{"body":40,"breadcrumbs":2,"title":1},"1":{"body":10,"breadcrumbs":3,"title":2},"10":{"body":28,"breadcrumbs":4,"title":2},"11":{"body":53,"breadcrumbs":2,"title":1},"12":{"body":0,"breadcrumbs":4,"title":2},"13":{"body":8,"breadcrumbs":4,"title":2},"14":{"body":37,"breadcrumbs":4,"title":2},"15":{"body":76,"breadcrumbs":4,"title":2},"16":{"body":48,"breadcrumbs":4,"title":2},"17":{"body":19,"breadcrumbs":10,"title":4},"18":{"body":38,"breadcrumbs":8,"title":2},"19":{"body":63,"breadcrumbs":9,"title":3},"2":{"body":0,"breadcrumbs":4,"title":2},"20":{"body":71,"breadcrumbs":9,"title":3},"21":{"body":8,"breadcrumbs":8,"title":2},"22":{"body":0,"breadcrumbs":10,"title":4},"23":{"body":40,"breadcrumbs":8,"title":2},"24":{"body":76,"breadcrumbs":9,"title":3},"25":{"body":49,"breadcrumbs":4,"title":2},"26":{"body":125,"breadcrumbs":4,"title":2},"27":{"body":33,"breadcrumbs":4,"title":2},"28":{"body":24,"breadcrumbs":8,"title":3},"29":{"body":25,"breadcrumbs":6,"title":1},"3":{"body":2,"breadcrumbs":5,"title":3},"30":{"body":22,"breadcrumbs":7,"title":2},"31":{"body":35,"breadcrumbs":6,"title":1},"32":{"body":25,"breadcrumbs":8,"title":3},"33":{"body":10,"breadcrumbs":6,"title":1},"34":{"body":44,"breadcrumbs":7,"title":2},"35":{"body":18,"breadcrumbs":6,"title":3},"36":{"body":11,"breadcrumbs":4,"title":1},"37":{"body":50,"breadcrumbs":5,"title":2},"38":{"body":15,"breadcrumbs":4,"title":1},"39":{"body":38,"breadcrumbs":4,"title":1},"4":{"body":10,"breadcrumbs":5,"title":3},"40":{"body":22,"breadcrumbs":4,"title":1},"41":{"body":7,"breadcrumbs":4,"title":2},"42":{"body":7,"breadcrumbs":3,"title":1},"43":{"body":9,"breadcrumbs":3,"title":1},"44":{"body":30,"breadcrumbs":3,"title":1},"45":{"body":13,"breadcrumbs":3,"title":1},"46":{"body":121,"breadcrumbs":4,"title":2},"47":{"body":37,"breadcrumbs":4,"title":2},"48":{"body":24,"breadcrumbs":6,"title":2},"49":{"body":76,"breadcrumbs":6,"title":2},"5":{"body":17,"breadcrumbs":4,"title":2},"50":{"body":24,"breadcrumbs":2,"title":1},"51":{"body":49,"breadcrumbs":3,"title":1},"52":{"body":5,"breadcrumbs":2,"title":1},"53":{"body":18,"breadcrumbs":3,"title":2},"6":{"body":10,"breadcrumbs":4,"title":2},"7":{"body":6,"breadcrumbs":4,"title":2},"8":{"body":4,"breadcrumbs":4,"title":2},"9":{"body":7,"breadcrumbs":4,"title":2}},"docs":{"0":{"body":"Kafka 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. 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":"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":"10","title":"Quick Start"},"11":{"body":"Let's deploy a three node kafka cluster on the ports: 19092, 29092, 39092: docker compose up -d Create a topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test List topics: kafka-topics --list \\ --bootstrap-server localhost:19092 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? » What is Kafka?","id":"11","title":"What is Kafka?"},"12":{"body":"","breadcrumbs":"Consuming and Producing » Consuming and Producing","id":"12","title":"Consuming and Producing"},"13":{"body":"kafka-console-producer --bootstrap-server localhost:19092 \\ --topic sandbox.test","breadcrumbs":"Consuming and Producing » Produce Messages","id":"13","title":"Produce Messages"},"14":{"body":"kafka-console-consumer --from-beginning \\ --bootstrap-server localhost:19092 \\ --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":"14","title":"Consume Messages"},"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 ). 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=127.0.0.1 --port=3306 \\ --user=root --password=notasecret \\ --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=127.0.0.1 --port=3306 \\ --user=root --password=notasecret \\ --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 :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 :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":"","breadcrumbs":"Install Dependencies » Install Dependencies","id":"2","title":"Install 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 :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: PGPASSWORD=notasecret psql --host=127.0.0.1 --port=5432 \\ --user=postgres --dbname=sandbox\\ -c \"select * from customers\" List connector: http :8083/connectors","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Sink Connector","id":"20","title":"Create Sink Connector"},"21":{"body":"http DELETE :8083/connectors/postgres-sink\nhttp DELETE :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: mqtt sub -h localhost -t 'house/+/brightness' In another terminal, publish messages: mqtt pub -h localhost -t 'house/room/brightness' -m '800LM'\nmqtt pub -h localhost -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 :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 localhost:19092 \\ --property print.key=true In another terminal, publish new messages to the MQTT broker: mqtt pub -h localhost -t 'house/room/brightness' -m '810LM'\nmqtt pub -h localhost -t 'house/kitchen/brightness' -m '1020LM' Deleting the connector: http DELETE :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 localhost:19092 \\ --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=localhost:19092 Throughput in MB/sec. Latency in milliseconds. Test consumer ( confluent doc ): kafka-consumer-perf-test --topic sandbox.performance \\ --bootstrap-server localhost:19092 \\ --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 localhost:19092 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 :8082/v3/clusters Expose the cluster id into an env: export CLUSTER_ID=$(http :8082/v3/clusters | jq -r '.data[].cluster_id')","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Setup","id":"29","title":"Setup"},"3":{"body":"docker java","breadcrumbs":"Install Dependencies » Install Java and Docker","id":"3","title":"Install Java and Docker"},"30":{"body":"Payload: { \"topic_name\": \"proxy.rest\", \"partitions_count\": 3, \"replication_factor\": 3\n} Hit rest proxy: http :8082/v3/clusters/${CLUSTER_ID}/topics < kafka-rest/requests/create-topic.json List topics: http :8082/v3/clusters/${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 :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":"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":"32","title":"Kafka MQTT Proxy"},"33":{"body":"Run Kafka REST Proxy: docker compose --profile proxies up -d","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Setup","id":"33","title":"Setup"},"34":{"body":"Create topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic proxy.mqtt Publish using mqtt proxy: mqtt pub -h localhost -p 1884 -t 'house/room/temperature' -m '20C' Check the data: kafka-console-consumer --from-beginning \\ --bootstrap-server localhost:19092 \\ --group proxy.mqtt \\ --topic proxy.mqtt \\ --property print.key=true","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Publish Messages","id":"34","title":"Publish Messages"},"35":{"body":"These examples produce and consume messages from the supplier topic. 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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. 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":"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":"10","title":"Quick Start"},"11":{"body":"Let's deploy a three node kafka cluster on the ports: 19092, 29092, 39092: docker compose up -d Create a topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test List topics: kafka-topics --list \\ --bootstrap-server localhost:19092 At this point you must understand that the most important concept for you is the partition. 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Here it is 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} For compiling the AVRO schema into java classes you should use the following command: avro-tools compile schema kafka-avro/src/main/avro/suppliers-v1.avsc kafka-avro/src/main/java/","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"37","title":"Avro Schema"},"38":{"body":"Create a topic: kafka-topics --create --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Setup","id":"38","title":"Setup"},"39":{"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 = createNewCustomer(); ProducerRecord record = new ProducerRecord<>( topic, supplier.getId().toString(), supplier ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", supplier) );\n} ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Avro Producer and Consumer » Produce","id":"39","title":"Produce"},"4":{"body":"httpie - rest client jq - json parser brew install httpie jq","breadcrumbs":"Install Dependencies » REST and JSON tools","id":"4","title":"REST and JSON tools"},"40":{"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} ./gradlew kafka-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"40","title":"Consume"},"41":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"41","title":"Spring Boot"},"42":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"42","title":"Other LInks"},"43":{"body":"Run spring boot: ./gradlew kafka-spring-boot:bootRun\nhttp :8585/actuator/health","breadcrumbs":"Spring Boot » Setup","id":"43","title":"Setup"},"44":{"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":"44","title":"Produce"},"45":{"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":"45","title":"Consume"},"46":{"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":"46","title":"Kafka Streams"},"47":{"body":"./gradlew 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 localhost:19092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"47","title":"Run Topology"},"48":{"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":"48","title":"Interactive Queries"},"49":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: ./gradlew -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":"49","title":"Query Results"},"5":{"body":"helm - kubernetes charts manager kind - local kubernetes cluster kubectl - kubernetes client cli brew install helm kind kubectl","breadcrumbs":"Install Dependencies » Kubernetes Tools","id":"5","title":"Kubernetes Tools"},"50":{"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":"50","title":"What is ksqlDB?"},"51":{"body":"docker compose --profile ksqldb up -d After a few seconds check if it is up: http :8088/info One line shell interaction: docker compose exec ksqldb-cli ksql -e \"SHOW STREAMS;\" http://ksqldb:8088 Interactive ksqlDB shell: docker compose exec ksqldb-cli ksql http://ksqldb:8088\nSHOW STREAMS;","breadcrumbs":"What is ksqlDB » Run ksqlDB","id":"51","title":"Run ksqlDB"},"52":{"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): ./gradlew kafka-ksqldb-extensions:shadowJar ⚠️ Java 11 is needed here.","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » ksqlDB Extensions","id":"52","title":"ksqlDB Extensions"},"53":{"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":"53","title":"Custom UDF"},"54":{"body":"","breadcrumbs":"What is ksqlDB » ksqlDB Queries » ksqlDB Queries","id":"54","title":"ksqlDB Queries"},"55":{"body":"Create orders stream: docker compose exec ksqldb-cli ksql -f /sandbox/ksql/create-orders.ksql http://ksqldb:8088 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: docker compose exec ksqldb-cli ksql -e \"SHOW STREAMS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Create a Stream","id":"55","title":"Create a Stream"},"56":{"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);","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Insert","id":"56","title":"Insert"},"57":{"body":"Insert orders: docker compose exec ksqldb-cli ksql -f /sandbox/ksql/insert-orders.ksql http://ksqldb:8088 Show content: docker compose exec ksqldb-cli ksql -e \"PRINT 'ksqldb.order_sizes' FROM BEGINNING;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Show","id":"57","title":"Show"},"58":{"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":"58","title":"ksqlDB Tests"},"59":{"body":"docker compose exec ksqldb-cli ksql-test-runner -e /extensions/ \\ -s /sandbox/ksql/create-orders.ksql \\ -i /sandbox/tests/orders-input.json \\ -o /sandbox/tests/orders-output.json | grep '>>>'","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Run a Test","id":"59","title":"Run a Test"},"6":{"body":"mqtt-cli - MQTT client cli brew install hivemq/mqtt-cli/mqtt-cli","breadcrumbs":"Install Dependencies » MQTT tools","id":"6","title":"MQTT tools"},"60":{"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":"60","title":"Tests"},"61":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down Remove with data: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down -v","breadcrumbs":"Cleanup » Cleanup","id":"61","title":"Cleanup"},"62":{"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":"62","title":"Ports"},"63":{"body":"This book is power by mdBook . GitHub Repository .","breadcrumbs":"About this book » About This Book","id":"63","title":"About This Book"},"64":{"body":"You must install rust first. 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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. 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":"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":"10","title":"Quick Start"},"11":{"body":"Let's deploy a three node kafka cluster on the ports: 19092, 29092, 39092: docker compose up -d Create a topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test List topics: kafka-topics --list \\ --bootstrap-server localhost:19092 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? » What is Kafka?","id":"11","title":"What is Kafka?"},"12":{"body":"","breadcrumbs":"Consuming and Producing » Consuming and Producing","id":"12","title":"Consuming and Producing"},"13":{"body":"kafka-console-producer --bootstrap-server localhost:19092 \\ --topic sandbox.test","breadcrumbs":"Consuming and Producing » Produce Messages","id":"13","title":"Produce Messages"},"14":{"body":"kafka-console-consumer --from-beginning \\ --bootstrap-server localhost:19092 \\ --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":"14","title":"Consume Messages"},"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 ). 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=127.0.0.1 --port=3306 \\ --user=root --password=notasecret \\ --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=127.0.0.1 --port=3306 \\ --user=root --password=notasecret \\ --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 :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 :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":"","breadcrumbs":"Install Dependencies » Install Dependencies","id":"2","title":"Install 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 :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: PGPASSWORD=notasecret psql --host=127.0.0.1 --port=5432 \\ --user=postgres --dbname=sandbox\\ -c \"select * from customers\" List connector: http :8083/connectors","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Sink Connector","id":"20","title":"Create Sink Connector"},"21":{"body":"http DELETE :8083/connectors/postgres-sink\nhttp DELETE :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: mqtt sub -h localhost -t 'house/+/brightness' In another terminal, publish messages: mqtt pub -h localhost -t 'house/room/brightness' -m '800LM'\nmqtt pub -h localhost -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 :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 localhost:19092 \\ --property print.key=true In another terminal, publish new messages to the MQTT broker: mqtt pub -h localhost -t 'house/room/brightness' -m '810LM'\nmqtt pub -h localhost -t 'house/kitchen/brightness' -m '1020LM' Deleting the connector: http DELETE :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 localhost:19092 \\ --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=localhost:19092 Throughput in MB/sec. Latency in milliseconds. Test consumer ( confluent doc ): kafka-consumer-perf-test --topic sandbox.performance \\ --bootstrap-server localhost:19092 \\ --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 localhost:19092 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 :8082/v3/clusters Expose the cluster id into an env: export CLUSTER_ID=$(http :8082/v3/clusters | jq -r '.data[].cluster_id')","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Setup","id":"29","title":"Setup"},"3":{"body":"docker java","breadcrumbs":"Install Dependencies » Install Java and Docker","id":"3","title":"Install Java and Docker"},"30":{"body":"Payload: { \"topic_name\": \"proxy.rest\", \"partitions_count\": 3, \"replication_factor\": 3\n} Hit rest proxy: http :8082/v3/clusters/${CLUSTER_ID}/topics < kafka-rest/requests/create-topic.json List topics: http :8082/v3/clusters/${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 :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":"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":"32","title":"Kafka MQTT Proxy"},"33":{"body":"Run Kafka REST Proxy: docker compose --profile proxies up -d","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Setup","id":"33","title":"Setup"},"34":{"body":"Create topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic proxy.mqtt Publish using mqtt proxy: mqtt pub -h localhost -p 1884 -t 'house/room/temperature' -m '20C' Check the data: kafka-console-consumer --from-beginning \\ --bootstrap-server localhost:19092 \\ --group proxy.mqtt \\ --topic proxy.mqtt \\ --property print.key=true","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Publish Messages","id":"34","title":"Publish Messages"},"35":{"body":"These examples produce and consume messages from the supplier topic. The producer example produces random suppliers. The goal is to communicate producers and consumers with avro serialized messages.","breadcrumbs":"Avro Producer and Consumer » Avro Producer and Consumer","id":"35","title":"Avro Producer and Consumer"},"36":{"body":"confluent avro producer and consumer examples kafka consumer settings kafka producer settings","breadcrumbs":"Avro Producer and Consumer » Other Links","id":"36","title":"Other Links"},"37":{"body":"Avro allows us to serialize/deserialize messages. Here it is 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} For compiling the AVRO schema into java classes you should use the following command: avro-tools compile schema kafka-avro/src/main/avro/suppliers-v1.avsc kafka-avro/src/main/java/","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"37","title":"Avro Schema"},"38":{"body":"Create a topic: kafka-topics --create --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Setup","id":"38","title":"Setup"},"39":{"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 = createNewCustomer(); ProducerRecord record = new ProducerRecord<>( topic, supplier.getId().toString(), supplier ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", supplier) );\n} ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Avro Producer and Consumer » Produce","id":"39","title":"Produce"},"4":{"body":"httpie - rest client jq - json parser brew install httpie jq","breadcrumbs":"Install Dependencies » REST and JSON tools","id":"4","title":"REST and JSON tools"},"40":{"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} ./gradlew kafka-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"40","title":"Consume"},"41":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"41","title":"Spring Boot"},"42":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"42","title":"Other LInks"},"43":{"body":"Run spring boot: ./gradlew kafka-spring-boot:bootRun\nhttp :8585/actuator/health","breadcrumbs":"Spring Boot » Setup","id":"43","title":"Setup"},"44":{"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":"44","title":"Produce"},"45":{"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":"45","title":"Consume"},"46":{"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":"46","title":"Kafka Streams"},"47":{"body":"./gradlew 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 localhost:19092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"47","title":"Run Topology"},"48":{"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":"48","title":"Interactive Queries"},"49":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: ./gradlew -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":"49","title":"Query Results"},"5":{"body":"helm - kubernetes charts manager kind - local kubernetes cluster kubectl - kubernetes client cli brew install helm kind kubectl","breadcrumbs":"Install Dependencies » Kubernetes Tools","id":"5","title":"Kubernetes Tools"},"50":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt down Remove with data: docker compose --profile proxies --profile sql --profile mqtt down -v","breadcrumbs":"Cleanup » Cleanup","id":"50","title":"Cleanup"},"51":{"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":"51","title":"Ports"},"52":{"body":"This book is power by mdBook . 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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. 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Here it is 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} For compiling the AVRO schema into java classes you should use the following command: avro-tools compile schema kafka-avro/src/main/avro/suppliers-v1.avsc kafka-avro/src/main/java/","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"37","title":"Avro Schema"},"38":{"body":"Create a topic: kafka-topics --create --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Setup","id":"38","title":"Setup"},"39":{"body":"As you can see now we are using the autogenerated class Supplier. 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ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.key());\n} ./gradlew kafka-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"40","title":"Consume"},"41":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"41","title":"Spring Boot"},"42":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"42","title":"Other LInks"},"43":{"body":"Run spring boot: ./gradlew kafka-spring-boot:bootRun\nhttp :8585/actuator/health","breadcrumbs":"Spring Boot » Setup","id":"43","title":"Setup"},"44":{"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":"44","title":"Produce"},"45":{"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":"45","title":"Consume"},"46":{"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":"46","title":"Kafka Streams"},"47":{"body":"./gradlew 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 localhost:19092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"47","title":"Run Topology"},"48":{"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":"48","title":"Interactive Queries"},"49":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: ./gradlew -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":"49","title":"Query Results"},"5":{"body":"helm - kubernetes charts manager kind - local kubernetes cluster kubectl - kubernetes client cli brew install helm kind kubectl","breadcrumbs":"Install Dependencies » Kubernetes Tools","id":"5","title":"Kubernetes Tools"},"50":{"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":"50","title":"What is ksqlDB?"},"51":{"body":"docker compose --profile ksqldb up -d After a few seconds check if it is up: http :8088/info One line shell interaction: docker compose exec ksqldb-cli ksql -e \"SHOW STREAMS;\" http://ksqldb:8088 Interactive ksqlDB shell: docker compose exec ksqldb-cli ksql http://ksqldb:8088\nSHOW STREAMS;","breadcrumbs":"What is ksqlDB » Run ksqlDB","id":"51","title":"Run ksqlDB"},"52":{"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): ./gradlew kafka-ksqldb-extensions:shadowJar ⚠️ Java 11 is needed here.","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » ksqlDB Extensions","id":"52","title":"ksqlDB Extensions"},"53":{"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":"53","title":"Custom UDF"},"54":{"body":"","breadcrumbs":"What is ksqlDB » ksqlDB Queries » ksqlDB Queries","id":"54","title":"ksqlDB Queries"},"55":{"body":"Create orders stream: docker compose exec ksqldb-cli ksql -f /sandbox/ksql/create-orders.ksql http://ksqldb:8088 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: docker compose exec ksqldb-cli ksql -e \"SHOW STREAMS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Create a Stream","id":"55","title":"Create a Stream"},"56":{"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);","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Insert","id":"56","title":"Insert"},"57":{"body":"Insert orders: docker compose exec ksqldb-cli ksql -f /sandbox/ksql/insert-orders.ksql http://ksqldb:8088 Show content: docker compose exec ksqldb-cli ksql -e \"PRINT 'ksqldb.order_sizes' FROM BEGINNING;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Show","id":"57","title":"Show"},"58":{"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":"58","title":"ksqlDB Tests"},"59":{"body":"docker compose exec ksqldb-cli ksql-test-runner -e /extensions/ \\ -s /sandbox/ksql/create-orders.ksql \\ -i /sandbox/tests/orders-input.json \\ -o /sandbox/tests/orders-output.json | grep '>>>'","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Run a Test","id":"59","title":"Run a Test"},"6":{"body":"mqtt-cli - MQTT client cli brew install hivemq/mqtt-cli/mqtt-cli","breadcrumbs":"Install Dependencies » MQTT tools","id":"6","title":"MQTT tools"},"60":{"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":"60","title":"Tests"},"61":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down Remove with data: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down -v","breadcrumbs":"Cleanup » Cleanup","id":"61","title":"Cleanup"},"62":{"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":"62","title":"Ports"},"63":{"body":"This book is power by mdBook . GitHub Repository .","breadcrumbs":"About this book » About This Book","id":"63","title":"About This Book"},"64":{"body":"You must install rust first. 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Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. CleanupPorts TableAbout this book + Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. What is ksqlDB12.1. ksqlDB Extensions12.2. ksqlDB Queries12.3. ksqlDB Tests13. CleanupPorts TableAbout this book diff --git a/what-is-kafka-connect.html b/what-is-kafka-connect.html index 55bad87..6759069 100644 --- a/what-is-kafka-connect.html +++ b/what-is-kafka-connect.html @@ -88,7 +88,7 @@ - Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. CleanupPorts TableAbout this book + Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. What is ksqlDB12.1. ksqlDB Extensions12.2. ksqlDB Queries12.3. ksqlDB Tests13. CleanupPorts TableAbout this book diff --git a/what-is-kafka.html b/what-is-kafka.html index 742dda2..e06ba79 100644 --- a/what-is-kafka.html +++ b/what-is-kafka.html @@ -88,7 +88,7 @@ - Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. CleanupPorts TableAbout this book + Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. What is ksqlDB12.1. ksqlDB Extensions12.2. ksqlDB Queries12.3. ksqlDB Tests13. CleanupPorts TableAbout this book diff --git a/what-is-ksqldb.html b/what-is-ksqldb.html new file mode 100644 index 0000000..4a9411f --- /dev/null +++ b/what-is-ksqldb.html @@ -0,0 +1,251 @@ + + + + + + What is ksqlDB - Kafka Sandbox + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. What is ksqlDB12.1. ksqlDB Extensions12.2. ksqlDB Queries12.3. ksqlDB Tests13. CleanupPorts TableAbout this book + + + + + + + + + + + + + + + + + + + + + + + Light + Rust + Coal + Navy + Ayu + + + + + + + Kafka Sandbox + + + + + + + + + + + + + + + + + + + + + + + + + + + + + What is ksqlDB? +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 + +Run ksqlDB +docker compose --profile ksqldb up -d + +After a few seconds check if it is up: +http :8088/info + +One line shell interaction: +docker compose exec ksqldb-cli ksql -e "SHOW STREAMS;" http://ksqldb:8088 + +Interactive ksqlDB shell: +docker compose exec ksqldb-cli ksql http://ksqldb:8088 +SHOW STREAMS; + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
docker compose --profile proxies --profile sql --profile mqtt down -v +docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down -v Ports ServicePort diff --git a/quick-start.html b/quick-start.html index cda6d73..58cab61 100644 --- a/quick-start.html +++ b/quick-start.html @@ -88,7 +88,7 @@ - Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. CleanupPorts TableAbout this book + Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. What is ksqlDB12.1. ksqlDB Extensions12.2. ksqlDB Queries12.3. ksqlDB Tests13. CleanupPorts TableAbout this book diff --git a/searchindex.js b/searchindex.js index 0e341e5..6335c66 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Object.assign(window.search, {"doc_urls":["introduction.html#introduction","introduction.html#interesting-links","install-dependencies.html#install-dependencies","install-dependencies.html#install-java-and-docker","install-dependencies.html#rest-and-json-tools","install-dependencies.html#kubernetes-tools","install-dependencies.html#mqtt-tools","install-dependencies.html#kafka-cli","install-dependencies.html#avro-tools","install-dependencies.html#sql-clients","quick-start.html#quick-start","what-is-kafka.html#what-is-kafka","consuming-and-producing.html#consuming-and-producing","consuming-and-producing.html#produce-messages","consuming-and-producing.html#consume-messages","message-schemas.html#message-schemas","what-is-kafka-connect.html#what-is-kafka-connect","kafka-connect-database-example.html#kafka-connect-database-example","kafka-connect-database-example.html#populate-database","kafka-connect-database-example.html#create-source-connector","kafka-connect-database-example.html#create-sink-connector","kafka-connect-database-example.html#deleting-connectors","kafka-connect-mqtt-example.html#kafka-connect-mqtt-example","kafka-connect-mqtt-example.html#setup-broker","kafka-connect-mqtt-example.html#create-source-connector","performance-tools.html#performance-tools","performance-tools.html#performance-tests","kafka-proxies.html#kafka-proxies","kafka-rest-proxy.html#kafka-rest-proxy","kafka-rest-proxy.html#setup","kafka-rest-proxy.html#create-topic","kafka-rest-proxy.html#produce","kafka-mqtt-proxy.html#kafka-mqtt-proxy","kafka-mqtt-proxy.html#setup","kafka-mqtt-proxy.html#publish-messages","avro-producer-and-consumer.html#avro-producer-and-consumer","avro-producer-and-consumer.html#other-links","avro-producer-and-consumer.html#avro-schema","avro-producer-and-consumer.html#setup","avro-producer-and-consumer.html#produce","avro-producer-and-consumer.html#consume","spring-boot.html#spring-boot","spring-boot.html#other-links","spring-boot.html#setup","spring-boot.html#produce","spring-boot.html#consume","kafka-streams.html#kafka-streams","kafka-streams.html#run-topology","interactive-queries.html#interactive-queries","interactive-queries.html#query-results","cleanup.html#cleanup","ports-table.html#ports","about-this-book.html#about-this-book","about-this-book.html#developing-commands"],"index":{"documentStore":{"docInfo":{"0":{"body":40,"breadcrumbs":2,"title":1},"1":{"body":10,"breadcrumbs":3,"title":2},"10":{"body":28,"breadcrumbs":4,"title":2},"11":{"body":53,"breadcrumbs":2,"title":1},"12":{"body":0,"breadcrumbs":4,"title":2},"13":{"body":8,"breadcrumbs":4,"title":2},"14":{"body":37,"breadcrumbs":4,"title":2},"15":{"body":76,"breadcrumbs":4,"title":2},"16":{"body":48,"breadcrumbs":4,"title":2},"17":{"body":19,"breadcrumbs":10,"title":4},"18":{"body":38,"breadcrumbs":8,"title":2},"19":{"body":63,"breadcrumbs":9,"title":3},"2":{"body":0,"breadcrumbs":4,"title":2},"20":{"body":71,"breadcrumbs":9,"title":3},"21":{"body":8,"breadcrumbs":8,"title":2},"22":{"body":0,"breadcrumbs":10,"title":4},"23":{"body":40,"breadcrumbs":8,"title":2},"24":{"body":76,"breadcrumbs":9,"title":3},"25":{"body":49,"breadcrumbs":4,"title":2},"26":{"body":125,"breadcrumbs":4,"title":2},"27":{"body":33,"breadcrumbs":4,"title":2},"28":{"body":24,"breadcrumbs":8,"title":3},"29":{"body":25,"breadcrumbs":6,"title":1},"3":{"body":2,"breadcrumbs":5,"title":3},"30":{"body":22,"breadcrumbs":7,"title":2},"31":{"body":35,"breadcrumbs":6,"title":1},"32":{"body":25,"breadcrumbs":8,"title":3},"33":{"body":10,"breadcrumbs":6,"title":1},"34":{"body":44,"breadcrumbs":7,"title":2},"35":{"body":18,"breadcrumbs":6,"title":3},"36":{"body":11,"breadcrumbs":4,"title":1},"37":{"body":50,"breadcrumbs":5,"title":2},"38":{"body":15,"breadcrumbs":4,"title":1},"39":{"body":38,"breadcrumbs":4,"title":1},"4":{"body":10,"breadcrumbs":5,"title":3},"40":{"body":22,"breadcrumbs":4,"title":1},"41":{"body":7,"breadcrumbs":4,"title":2},"42":{"body":7,"breadcrumbs":3,"title":1},"43":{"body":9,"breadcrumbs":3,"title":1},"44":{"body":30,"breadcrumbs":3,"title":1},"45":{"body":13,"breadcrumbs":3,"title":1},"46":{"body":121,"breadcrumbs":4,"title":2},"47":{"body":37,"breadcrumbs":4,"title":2},"48":{"body":24,"breadcrumbs":6,"title":2},"49":{"body":76,"breadcrumbs":6,"title":2},"5":{"body":17,"breadcrumbs":4,"title":2},"50":{"body":24,"breadcrumbs":2,"title":1},"51":{"body":49,"breadcrumbs":3,"title":1},"52":{"body":5,"breadcrumbs":2,"title":1},"53":{"body":18,"breadcrumbs":3,"title":2},"6":{"body":10,"breadcrumbs":4,"title":2},"7":{"body":6,"breadcrumbs":4,"title":2},"8":{"body":4,"breadcrumbs":4,"title":2},"9":{"body":7,"breadcrumbs":4,"title":2}},"docs":{"0":{"body":"Kafka 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. 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":"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":"10","title":"Quick Start"},"11":{"body":"Let's deploy a three node kafka cluster on the ports: 19092, 29092, 39092: docker compose up -d Create a topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test List topics: kafka-topics --list \\ --bootstrap-server localhost:19092 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? » What is Kafka?","id":"11","title":"What is Kafka?"},"12":{"body":"","breadcrumbs":"Consuming and Producing » Consuming and Producing","id":"12","title":"Consuming and Producing"},"13":{"body":"kafka-console-producer --bootstrap-server localhost:19092 \\ --topic sandbox.test","breadcrumbs":"Consuming and Producing » Produce Messages","id":"13","title":"Produce Messages"},"14":{"body":"kafka-console-consumer --from-beginning \\ --bootstrap-server localhost:19092 \\ --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":"14","title":"Consume Messages"},"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 ). 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=127.0.0.1 --port=3306 \\ --user=root --password=notasecret \\ --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=127.0.0.1 --port=3306 \\ --user=root --password=notasecret \\ --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 :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 :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":"","breadcrumbs":"Install Dependencies » Install Dependencies","id":"2","title":"Install 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 :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: PGPASSWORD=notasecret psql --host=127.0.0.1 --port=5432 \\ --user=postgres --dbname=sandbox\\ -c \"select * from customers\" List connector: http :8083/connectors","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Sink Connector","id":"20","title":"Create Sink Connector"},"21":{"body":"http DELETE :8083/connectors/postgres-sink\nhttp DELETE :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: mqtt sub -h localhost -t 'house/+/brightness' In another terminal, publish messages: mqtt pub -h localhost -t 'house/room/brightness' -m '800LM'\nmqtt pub -h localhost -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 :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 localhost:19092 \\ --property print.key=true In another terminal, publish new messages to the MQTT broker: mqtt pub -h localhost -t 'house/room/brightness' -m '810LM'\nmqtt pub -h localhost -t 'house/kitchen/brightness' -m '1020LM' Deleting the connector: http DELETE :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 localhost:19092 \\ --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=localhost:19092 Throughput in MB/sec. Latency in milliseconds. Test consumer ( confluent doc ): kafka-consumer-perf-test --topic sandbox.performance \\ --bootstrap-server localhost:19092 \\ --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 localhost:19092 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 :8082/v3/clusters Expose the cluster id into an env: export CLUSTER_ID=$(http :8082/v3/clusters | jq -r '.data[].cluster_id')","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Setup","id":"29","title":"Setup"},"3":{"body":"docker java","breadcrumbs":"Install Dependencies » Install Java and Docker","id":"3","title":"Install Java and Docker"},"30":{"body":"Payload: { \"topic_name\": \"proxy.rest\", \"partitions_count\": 3, \"replication_factor\": 3\n} Hit rest proxy: http :8082/v3/clusters/${CLUSTER_ID}/topics < kafka-rest/requests/create-topic.json List topics: http :8082/v3/clusters/${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 :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":"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":"32","title":"Kafka MQTT Proxy"},"33":{"body":"Run Kafka REST Proxy: docker compose --profile proxies up -d","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Setup","id":"33","title":"Setup"},"34":{"body":"Create topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic proxy.mqtt Publish using mqtt proxy: mqtt pub -h localhost -p 1884 -t 'house/room/temperature' -m '20C' Check the data: kafka-console-consumer --from-beginning \\ --bootstrap-server localhost:19092 \\ --group proxy.mqtt \\ --topic proxy.mqtt \\ --property print.key=true","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Publish Messages","id":"34","title":"Publish Messages"},"35":{"body":"These examples produce and consume messages from the supplier topic. The producer example produces random suppliers. The goal is to communicate producers and consumers with avro serialized messages.","breadcrumbs":"Avro Producer and Consumer » Avro Producer and Consumer","id":"35","title":"Avro Producer and Consumer"},"36":{"body":"confluent avro producer and consumer examples kafka consumer settings kafka producer settings","breadcrumbs":"Avro Producer and Consumer » Other Links","id":"36","title":"Other Links"},"37":{"body":"Avro allows us to serialize/deserialize messages. Here it is 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} For compiling the AVRO schema into java classes you should use the following command: avro-tools compile schema kafka-avro/src/main/avro/suppliers-v1.avsc kafka-avro/src/main/java/","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"37","title":"Avro Schema"},"38":{"body":"Create a topic: kafka-topics --create --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Setup","id":"38","title":"Setup"},"39":{"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 = createNewCustomer(); ProducerRecord record = new ProducerRecord<>( topic, supplier.getId().toString(), supplier ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", supplier) );\n} ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Avro Producer and Consumer » Produce","id":"39","title":"Produce"},"4":{"body":"httpie - rest client jq - json parser brew install httpie jq","breadcrumbs":"Install Dependencies » REST and JSON tools","id":"4","title":"REST and JSON tools"},"40":{"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} ./gradlew kafka-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"40","title":"Consume"},"41":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"41","title":"Spring Boot"},"42":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"42","title":"Other LInks"},"43":{"body":"Run spring boot: ./gradlew kafka-spring-boot:bootRun\nhttp :8585/actuator/health","breadcrumbs":"Spring Boot » Setup","id":"43","title":"Setup"},"44":{"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":"44","title":"Produce"},"45":{"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":"45","title":"Consume"},"46":{"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":"46","title":"Kafka Streams"},"47":{"body":"./gradlew 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 localhost:19092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"47","title":"Run Topology"},"48":{"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":"48","title":"Interactive Queries"},"49":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: ./gradlew -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. 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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. 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":"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":"10","title":"Quick Start"},"11":{"body":"Let's deploy a three node kafka cluster on the ports: 19092, 29092, 39092: docker compose up -d Create a topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test List topics: kafka-topics --list \\ --bootstrap-server localhost:19092 At this point you must understand that the most important concept for you is the partition. 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Here it is 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} For compiling the AVRO schema into java classes you should use the following command: avro-tools compile schema kafka-avro/src/main/avro/suppliers-v1.avsc kafka-avro/src/main/java/","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"37","title":"Avro Schema"},"38":{"body":"Create a topic: kafka-topics --create --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Setup","id":"38","title":"Setup"},"39":{"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 = createNewCustomer(); ProducerRecord record = new ProducerRecord<>( topic, supplier.getId().toString(), supplier ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", supplier) );\n} ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Avro Producer and Consumer » Produce","id":"39","title":"Produce"},"4":{"body":"httpie - rest client jq - json parser brew install httpie jq","breadcrumbs":"Install Dependencies » REST and JSON tools","id":"4","title":"REST and JSON tools"},"40":{"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} ./gradlew kafka-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"40","title":"Consume"},"41":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"41","title":"Spring Boot"},"42":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"42","title":"Other LInks"},"43":{"body":"Run spring boot: ./gradlew kafka-spring-boot:bootRun\nhttp :8585/actuator/health","breadcrumbs":"Spring Boot » Setup","id":"43","title":"Setup"},"44":{"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":"44","title":"Produce"},"45":{"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":"45","title":"Consume"},"46":{"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":"46","title":"Kafka Streams"},"47":{"body":"./gradlew 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 localhost:19092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"47","title":"Run Topology"},"48":{"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":"48","title":"Interactive Queries"},"49":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: ./gradlew -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":"49","title":"Query Results"},"5":{"body":"helm - kubernetes charts manager kind - local kubernetes cluster kubectl - kubernetes client cli brew install helm kind kubectl","breadcrumbs":"Install Dependencies » Kubernetes Tools","id":"5","title":"Kubernetes Tools"},"50":{"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":"50","title":"What is ksqlDB?"},"51":{"body":"docker compose --profile ksqldb up -d After a few seconds check if it is up: http :8088/info One line shell interaction: docker compose exec ksqldb-cli ksql -e \"SHOW STREAMS;\" http://ksqldb:8088 Interactive ksqlDB shell: docker compose exec ksqldb-cli ksql http://ksqldb:8088\nSHOW STREAMS;","breadcrumbs":"What is ksqlDB » Run ksqlDB","id":"51","title":"Run ksqlDB"},"52":{"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): ./gradlew kafka-ksqldb-extensions:shadowJar ⚠️ Java 11 is needed here.","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » ksqlDB Extensions","id":"52","title":"ksqlDB Extensions"},"53":{"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":"53","title":"Custom UDF"},"54":{"body":"","breadcrumbs":"What is ksqlDB » ksqlDB Queries » ksqlDB Queries","id":"54","title":"ksqlDB Queries"},"55":{"body":"Create orders stream: docker compose exec ksqldb-cli ksql -f /sandbox/ksql/create-orders.ksql http://ksqldb:8088 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: docker compose exec ksqldb-cli ksql -e \"SHOW STREAMS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Create a Stream","id":"55","title":"Create a Stream"},"56":{"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);","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Insert","id":"56","title":"Insert"},"57":{"body":"Insert orders: docker compose exec ksqldb-cli ksql -f /sandbox/ksql/insert-orders.ksql http://ksqldb:8088 Show content: docker compose exec ksqldb-cli ksql -e \"PRINT 'ksqldb.order_sizes' FROM BEGINNING;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Show","id":"57","title":"Show"},"58":{"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":"58","title":"ksqlDB Tests"},"59":{"body":"docker compose exec ksqldb-cli ksql-test-runner -e /extensions/ \\ -s /sandbox/ksql/create-orders.ksql \\ -i /sandbox/tests/orders-input.json \\ -o /sandbox/tests/orders-output.json | grep '>>>'","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Run a Test","id":"59","title":"Run a Test"},"6":{"body":"mqtt-cli - MQTT client cli brew install hivemq/mqtt-cli/mqtt-cli","breadcrumbs":"Install Dependencies » MQTT tools","id":"6","title":"MQTT tools"},"60":{"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":"60","title":"Tests"},"61":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down Remove with data: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down -v","breadcrumbs":"Cleanup » Cleanup","id":"61","title":"Cleanup"},"62":{"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":"62","title":"Ports"},"63":{"body":"This book is power by mdBook . GitHub Repository .","breadcrumbs":"About this book » About This Book","id":"63","title":"About This Book"},"64":{"body":"You must install rust first. 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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. 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":"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":"10","title":"Quick Start"},"11":{"body":"Let's deploy a three node kafka cluster on the ports: 19092, 29092, 39092: docker compose up -d Create a topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic sandbox.test List topics: kafka-topics --list \\ --bootstrap-server localhost:19092 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? » What is Kafka?","id":"11","title":"What is Kafka?"},"12":{"body":"","breadcrumbs":"Consuming and Producing » Consuming and Producing","id":"12","title":"Consuming and Producing"},"13":{"body":"kafka-console-producer --bootstrap-server localhost:19092 \\ --topic sandbox.test","breadcrumbs":"Consuming and Producing » Produce Messages","id":"13","title":"Produce Messages"},"14":{"body":"kafka-console-consumer --from-beginning \\ --bootstrap-server localhost:19092 \\ --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":"14","title":"Consume Messages"},"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 ). 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=127.0.0.1 --port=3306 \\ --user=root --password=notasecret \\ --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=127.0.0.1 --port=3306 \\ --user=root --password=notasecret \\ --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 :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 :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":"","breadcrumbs":"Install Dependencies » Install Dependencies","id":"2","title":"Install 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 :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: PGPASSWORD=notasecret psql --host=127.0.0.1 --port=5432 \\ --user=postgres --dbname=sandbox\\ -c \"select * from customers\" List connector: http :8083/connectors","breadcrumbs":"What is Kafka Connect? » Kafka Connect Database Example » Create Sink Connector","id":"20","title":"Create Sink Connector"},"21":{"body":"http DELETE :8083/connectors/postgres-sink\nhttp DELETE :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: mqtt sub -h localhost -t 'house/+/brightness' In another terminal, publish messages: mqtt pub -h localhost -t 'house/room/brightness' -m '800LM'\nmqtt pub -h localhost -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 :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 localhost:19092 \\ --property print.key=true In another terminal, publish new messages to the MQTT broker: mqtt pub -h localhost -t 'house/room/brightness' -m '810LM'\nmqtt pub -h localhost -t 'house/kitchen/brightness' -m '1020LM' Deleting the connector: http DELETE :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 localhost:19092 \\ --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=localhost:19092 Throughput in MB/sec. Latency in milliseconds. Test consumer ( confluent doc ): kafka-consumer-perf-test --topic sandbox.performance \\ --bootstrap-server localhost:19092 \\ --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 localhost:19092 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 :8082/v3/clusters Expose the cluster id into an env: export CLUSTER_ID=$(http :8082/v3/clusters | jq -r '.data[].cluster_id')","breadcrumbs":"Kafka Proxies » Kafka Rest Proxy » Setup","id":"29","title":"Setup"},"3":{"body":"docker java","breadcrumbs":"Install Dependencies » Install Java and Docker","id":"3","title":"Install Java and Docker"},"30":{"body":"Payload: { \"topic_name\": \"proxy.rest\", \"partitions_count\": 3, \"replication_factor\": 3\n} Hit rest proxy: http :8082/v3/clusters/${CLUSTER_ID}/topics < kafka-rest/requests/create-topic.json List topics: http :8082/v3/clusters/${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 :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":"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":"32","title":"Kafka MQTT Proxy"},"33":{"body":"Run Kafka REST Proxy: docker compose --profile proxies up -d","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Setup","id":"33","title":"Setup"},"34":{"body":"Create topic: kafka-topics --create \\ --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic proxy.mqtt Publish using mqtt proxy: mqtt pub -h localhost -p 1884 -t 'house/room/temperature' -m '20C' Check the data: kafka-console-consumer --from-beginning \\ --bootstrap-server localhost:19092 \\ --group proxy.mqtt \\ --topic proxy.mqtt \\ --property print.key=true","breadcrumbs":"Kafka Proxies » Kafka MQTT Proxy » Publish Messages","id":"34","title":"Publish Messages"},"35":{"body":"These examples produce and consume messages from the supplier topic. The producer example produces random suppliers. The goal is to communicate producers and consumers with avro serialized messages.","breadcrumbs":"Avro Producer and Consumer » Avro Producer and Consumer","id":"35","title":"Avro Producer and Consumer"},"36":{"body":"confluent avro producer and consumer examples kafka consumer settings kafka producer settings","breadcrumbs":"Avro Producer and Consumer » Other Links","id":"36","title":"Other Links"},"37":{"body":"Avro allows us to serialize/deserialize messages. Here it is 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} For compiling the AVRO schema into java classes you should use the following command: avro-tools compile schema kafka-avro/src/main/avro/suppliers-v1.avsc kafka-avro/src/main/java/","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"37","title":"Avro Schema"},"38":{"body":"Create a topic: kafka-topics --create --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Setup","id":"38","title":"Setup"},"39":{"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 = createNewCustomer(); ProducerRecord record = new ProducerRecord<>( topic, supplier.getId().toString(), supplier ); producer.send( record, (metadata, exception) -> log.info(\"Producing message: {}\", supplier) );\n} ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Avro Producer and Consumer » Produce","id":"39","title":"Produce"},"4":{"body":"httpie - rest client jq - json parser brew install httpie jq","breadcrumbs":"Install Dependencies » REST and JSON tools","id":"4","title":"REST and JSON tools"},"40":{"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} ./gradlew kafka-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"40","title":"Consume"},"41":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"41","title":"Spring Boot"},"42":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"42","title":"Other LInks"},"43":{"body":"Run spring boot: ./gradlew kafka-spring-boot:bootRun\nhttp :8585/actuator/health","breadcrumbs":"Spring Boot » Setup","id":"43","title":"Setup"},"44":{"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":"44","title":"Produce"},"45":{"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":"45","title":"Consume"},"46":{"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":"46","title":"Kafka Streams"},"47":{"body":"./gradlew 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 localhost:19092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"47","title":"Run Topology"},"48":{"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":"48","title":"Interactive Queries"},"49":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: ./gradlew -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":"49","title":"Query Results"},"5":{"body":"helm - kubernetes charts manager kind - local kubernetes cluster kubectl - kubernetes client cli brew install helm kind kubectl","breadcrumbs":"Install Dependencies » Kubernetes Tools","id":"5","title":"Kubernetes Tools"},"50":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt down Remove with data: docker compose --profile proxies --profile sql --profile mqtt down -v","breadcrumbs":"Cleanup » Cleanup","id":"50","title":"Cleanup"},"51":{"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":"51","title":"Ports"},"52":{"body":"This book is power by mdBook . 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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. 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Here it is 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} For compiling the AVRO schema into java classes you should use the following command: avro-tools compile schema kafka-avro/src/main/avro/suppliers-v1.avsc kafka-avro/src/main/java/","breadcrumbs":"Avro Producer and Consumer » Avro Schema","id":"37","title":"Avro Schema"},"38":{"body":"Create a topic: kafka-topics --create --bootstrap-server localhost:19092 \\ --replication-factor 3 \\ --partitions 3 \\ --topic client.suppliers","breadcrumbs":"Avro Producer and Consumer » Setup","id":"38","title":"Setup"},"39":{"body":"As you can see now we are using the autogenerated class Supplier. 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ConsumerRecords records = consumer.poll(Duration.ofMillis(500)); for (ConsumerRecord record : records) { log.info(\"Supplier ID: {}\", record.key());\n} ./gradlew kafka-clients:run --args=\"consume client.suppliers\"","breadcrumbs":"Avro Producer and Consumer » Consume","id":"40","title":"Consume"},"41":{"body":"Spring Boot + Spring Kafka producer and consumer examples.","breadcrumbs":"Spring Boot » Spring Boot","id":"41","title":"Spring Boot"},"42":{"body":"confluent spring kafka examples spring kafka settings","breadcrumbs":"Spring Boot » Other LInks","id":"42","title":"Other LInks"},"43":{"body":"Run spring boot: ./gradlew kafka-spring-boot:bootRun\nhttp :8585/actuator/health","breadcrumbs":"Spring Boot » Setup","id":"43","title":"Setup"},"44":{"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":"44","title":"Produce"},"45":{"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":"45","title":"Consume"},"46":{"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":"46","title":"Kafka Streams"},"47":{"body":"./gradlew 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 localhost:19092 \\ --property print.key=true \\ --property value.deserializer=org.apache.kafka.common.serialization.LongDeserializer Send new suppliers (in another terminal): ./gradlew kafka-clients:run --args=\"produce client.suppliers 100\"","breadcrumbs":"Kafka Streams » Run Topology","id":"47","title":"Run Topology"},"48":{"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":"48","title":"Interactive Queries"},"49":{"body":"Having kafka streams running (see Kafka Streams ), you can query form the terminal a specific country, example: ./gradlew -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":"49","title":"Query Results"},"5":{"body":"helm - kubernetes charts manager kind - local kubernetes cluster kubectl - kubernetes client cli brew install helm kind kubectl","breadcrumbs":"Install Dependencies » Kubernetes Tools","id":"5","title":"Kubernetes Tools"},"50":{"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":"50","title":"What is ksqlDB?"},"51":{"body":"docker compose --profile ksqldb up -d After a few seconds check if it is up: http :8088/info One line shell interaction: docker compose exec ksqldb-cli ksql -e \"SHOW STREAMS;\" http://ksqldb:8088 Interactive ksqlDB shell: docker compose exec ksqldb-cli ksql http://ksqldb:8088\nSHOW STREAMS;","breadcrumbs":"What is ksqlDB » Run ksqlDB","id":"51","title":"Run ksqlDB"},"52":{"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): ./gradlew kafka-ksqldb-extensions:shadowJar ⚠️ Java 11 is needed here.","breadcrumbs":"What is ksqlDB » ksqlDB Extensions » ksqlDB Extensions","id":"52","title":"ksqlDB Extensions"},"53":{"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":"53","title":"Custom UDF"},"54":{"body":"","breadcrumbs":"What is ksqlDB » ksqlDB Queries » ksqlDB Queries","id":"54","title":"ksqlDB Queries"},"55":{"body":"Create orders stream: docker compose exec ksqldb-cli ksql -f /sandbox/ksql/create-orders.ksql http://ksqldb:8088 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: docker compose exec ksqldb-cli ksql -e \"SHOW STREAMS;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Create a Stream","id":"55","title":"Create a Stream"},"56":{"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);","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Insert","id":"56","title":"Insert"},"57":{"body":"Insert orders: docker compose exec ksqldb-cli ksql -f /sandbox/ksql/insert-orders.ksql http://ksqldb:8088 Show content: docker compose exec ksqldb-cli ksql -e \"PRINT 'ksqldb.order_sizes' FROM BEGINNING;\" http://ksqldb:8088","breadcrumbs":"What is ksqlDB » ksqlDB Queries » Show","id":"57","title":"Show"},"58":{"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":"58","title":"ksqlDB Tests"},"59":{"body":"docker compose exec ksqldb-cli ksql-test-runner -e /extensions/ \\ -s /sandbox/ksql/create-orders.ksql \\ -i /sandbox/tests/orders-input.json \\ -o /sandbox/tests/orders-output.json | grep '>>>'","breadcrumbs":"What is ksqlDB » ksqlDB Tests » Run a Test","id":"59","title":"Run a Test"},"6":{"body":"mqtt-cli - MQTT client cli brew install hivemq/mqtt-cli/mqtt-cli","breadcrumbs":"Install Dependencies » MQTT tools","id":"6","title":"MQTT tools"},"60":{"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":"60","title":"Tests"},"61":{"body":"Shutting down all services: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down Remove with data: docker compose --profile proxies --profile sql --profile mqtt --profile ksqldb down -v","breadcrumbs":"Cleanup » Cleanup","id":"61","title":"Cleanup"},"62":{"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":"62","title":"Ports"},"63":{"body":"This book is power by mdBook . GitHub Repository .","breadcrumbs":"About this book » About This Book","id":"63","title":"About This Book"},"64":{"body":"You must install rust first. 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CleanupPorts TableAbout this book diff --git a/what-is-kafka-connect.html b/what-is-kafka-connect.html index 55bad87..6759069 100644 --- a/what-is-kafka-connect.html +++ b/what-is-kafka-connect.html @@ -88,7 +88,7 @@ - Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. CleanupPorts TableAbout this book + Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. What is ksqlDB12.1. ksqlDB Extensions12.2. ksqlDB Queries12.3. ksqlDB Tests13. CleanupPorts TableAbout this book diff --git a/what-is-kafka.html b/what-is-kafka.html index 742dda2..e06ba79 100644 --- a/what-is-kafka.html +++ b/what-is-kafka.html @@ -88,7 +88,7 @@ - Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. CleanupPorts TableAbout this book + Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. What is ksqlDB12.1. ksqlDB Extensions12.2. ksqlDB Queries12.3. ksqlDB Tests13. CleanupPorts TableAbout this book diff --git a/what-is-ksqldb.html b/what-is-ksqldb.html new file mode 100644 index 0000000..4a9411f --- /dev/null +++ b/what-is-ksqldb.html @@ -0,0 +1,251 @@ + + + + + + What is ksqlDB - Kafka Sandbox + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Introduction1. Install Dependencies2. Quick Start3. What is Kafka?4. Consuming and Producing5. Message Schemas6. What is Kafka Connect?6.1. Kafka Connect Database Example6.2. Kafka Connect MQTT Example7. Performance Tools8. Kafka Proxies8.1. Kafka Rest Proxy8.2. Kafka MQTT Proxy9. Avro Producer and Consumer10. Spring Boot11. Kafka Streams11.1. Interactive Queries12. What is ksqlDB12.1. ksqlDB Extensions12.2. ksqlDB Queries12.3. ksqlDB Tests13. CleanupPorts TableAbout this book + + + + + + + + + + + + + + + + + + + + + + + Light + Rust + Coal + Navy + Ayu + + + + + + + Kafka Sandbox + + + + + + + + + + + + + + + + + + + + + + + + + + + + + What is ksqlDB? +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 + +Run ksqlDB +docker compose --profile ksqldb up -d + +After a few seconds check if it is up: +http :8088/info + +One line shell interaction: +docker compose exec ksqldb-cli ksql -e "SHOW STREAMS;" http://ksqldb:8088 + +Interactive ksqlDB shell: +docker compose exec ksqldb-cli ksql http://ksqldb:8088 +SHOW STREAMS; + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +