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kandi has reviewed debezium and discovered the below as its top functions. This is intended to give you an instant insight into debezium implemented functionality, and help decide if they suit your requirements.
Change data capture for a variety of databases. Please log issues at https://issues.redhat.com/browse/DBZ.
Building Debezium
$ git --version
$ javac -version
$ mvn -version
$ docker --version
Configure your Docker environment
export DOCKER_HOST=tcp://10.1.2.2:2376
export DOCKER_CERT_PATH=/path/to/cdk/.vagrant/machines/default/virtualbox/.docker
export DOCKER_TLS_VERIFY=1
Building the code
$ git clone https://github.com/debezium/debezium.git
$ cd debezium
Don't have Docker running locally for builds?
$ mvn clean verify -DskipITs
Building just the artifacts, without running tests, CheckStyle, etc.
$ mvn clean verify -Dquick
Running tests of the Postgres connector using the wal2json or pgoutput logical decoding plug-ins
$ mvn clean install -pl :debezium-connector-postgres -Pwal2json-decoder
Running tests of the Postgres connector with specific Apicurio Version
$ mvn clean install -pl debezium-connector-postgres -Pwal2json-decoder
-Ddebezium.test.apicurio.version=1.3.1.Final
Running tests of the Postgres connector against an external database, e.g. Amazon RDS
$ mvn clean install -pl debezium-connector-postgres -Pwal2json-decoder \
-Ddocker.skip.build=true -Ddocker.skip.run=true -Dpostgres.host=<your PG host> \
-Dpostgres.user=<your user> -Dpostgres.password=<your password> \
-Ddebezium.test.records.waittime=10
Running tests of the Oracle connector using Oracle XStream
$ mvn clean install -pl debezium-connector-oracle -Poracle,xstream -Dinstantclient.dir=<path-to-instantclient>
Running tests of the Oracle connector with a non-CDB database
$ mvn clean install -pl debezium-connector-oracle -Poracle -Dinstantclient.dir=<path-to-instantclient> -Ddatabase.pdb.name=
Running the tests for MongoDB with oplog capturing from an IDE
$ mvn docker:start -B -am -Passembly -Dcheckstyle.skip=true -Dformat.skip=true -Drevapi.skip -Dcapture.mode=oplog -Dversion.mongo.server=3.6 -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -Dmaven.wagon.http.pool=false -Dmaven.wagon.httpconnectionManager.ttlSeconds=120 -Dcapture.mode=oplog -Dmongo.server=3.6
Deserialize JSON with Camel Routes
.log("Received body: ${body}") // logs the full JSON
.setBody().jsonpathWriteAsString("$.payload")
.log("Reduced body: ${body}") // should log the new body (only the payload)
...
<dependency>
<groupId>org.apache.camel</groupId>
<artifactId>camel-jsonpath</artifactId>
</dependency>
<dependency>
<groupId>org.apache.camel.springboot</groupId>
<artifactId>camel-jsonpath-starter</artifactId>
</dependency>
-----------------------
.log("Received body: ${body}") // logs the full JSON
.setBody().jsonpathWriteAsString("$.payload")
.log("Reduced body: ${body}") // should log the new body (only the payload)
...
<dependency>
<groupId>org.apache.camel</groupId>
<artifactId>camel-jsonpath</artifactId>
</dependency>
<dependency>
<groupId>org.apache.camel.springboot</groupId>
<artifactId>camel-jsonpath-starter</artifactId>
</dependency>
-----------------------
.log("Received body: ${body}") // logs the full JSON
.setBody().jsonpathWriteAsString("$.payload")
.log("Reduced body: ${body}") // should log the new body (only the payload)
...
<dependency>
<groupId>org.apache.camel</groupId>
<artifactId>camel-jsonpath</artifactId>
</dependency>
<dependency>
<groupId>org.apache.camel.springboot</groupId>
<artifactId>camel-jsonpath-starter</artifactId>
</dependency>
Debezium New Record State Extraction SMT doesn't work properly in case of DELETE
ALTER TABLE some_table REPLICA IDENTITY FULL;
DL4006 warning: Set the SHELL option -o pipefail before RUN with a pipe in it
FROM strimzi/kafka:0.20.1-kafka-2.6.0
USER root:root
RUN mkdir -p /opt/kafka/plugins/debezium
# Download, unpack, and place the debezium-connector-postgres folder into the /opt/kafka/plugins/debezium directory
SHELL ["/bin/bash", "-o", "pipefail", "-c"]
RUN curl -s https://repo1.maven.org/maven2/io/debezium/debezium-connector-postgres/1.7.0.Final/debezium-connector-postgres-1.7.0.Final-plugin.tar.gz | tar xvz --transform 's/debezium-connector-postgres/debezium/' --directory /opt/kafka/plugins/
USER 1001
RUN wget -O - https://some.site | wc -l > /number
RUN set -o pipefail && wget -O - https://some.site | wc -l > /number
RUN ["/bin/bash", "-c", "set -o pipefail && wget -O - https://some.site | wc -l > /number"]
-----------------------
FROM strimzi/kafka:0.20.1-kafka-2.6.0
USER root:root
RUN mkdir -p /opt/kafka/plugins/debezium
# Download, unpack, and place the debezium-connector-postgres folder into the /opt/kafka/plugins/debezium directory
SHELL ["/bin/bash", "-o", "pipefail", "-c"]
RUN curl -s https://repo1.maven.org/maven2/io/debezium/debezium-connector-postgres/1.7.0.Final/debezium-connector-postgres-1.7.0.Final-plugin.tar.gz | tar xvz --transform 's/debezium-connector-postgres/debezium/' --directory /opt/kafka/plugins/
USER 1001
RUN wget -O - https://some.site | wc -l > /number
RUN set -o pipefail && wget -O - https://some.site | wc -l > /number
RUN ["/bin/bash", "-c", "set -o pipefail && wget -O - https://some.site | wc -l > /number"]
-----------------------
FROM strimzi/kafka:0.20.1-kafka-2.6.0
USER root:root
RUN mkdir -p /opt/kafka/plugins/debezium
# Download, unpack, and place the debezium-connector-postgres folder into the /opt/kafka/plugins/debezium directory
SHELL ["/bin/bash", "-o", "pipefail", "-c"]
RUN curl -s https://repo1.maven.org/maven2/io/debezium/debezium-connector-postgres/1.7.0.Final/debezium-connector-postgres-1.7.0.Final-plugin.tar.gz | tar xvz --transform 's/debezium-connector-postgres/debezium/' --directory /opt/kafka/plugins/
USER 1001
RUN wget -O - https://some.site | wc -l > /number
RUN set -o pipefail && wget -O - https://some.site | wc -l > /number
RUN ["/bin/bash", "-c", "set -o pipefail && wget -O - https://some.site | wc -l > /number"]
-----------------------
FROM strimzi/kafka:0.20.1-kafka-2.6.0
USER root:root
RUN mkdir -p /opt/kafka/plugins/debezium
# Download, unpack, and place the debezium-connector-postgres folder into the /opt/kafka/plugins/debezium directory
SHELL ["/bin/bash", "-o", "pipefail", "-c"]
RUN curl -s https://repo1.maven.org/maven2/io/debezium/debezium-connector-postgres/1.7.0.Final/debezium-connector-postgres-1.7.0.Final-plugin.tar.gz | tar xvz --transform 's/debezium-connector-postgres/debezium/' --directory /opt/kafka/plugins/
USER 1001
RUN wget -O - https://some.site | wc -l > /number
RUN set -o pipefail && wget -O - https://some.site | wc -l > /number
RUN ["/bin/bash", "-c", "set -o pipefail && wget -O - https://some.site | wc -l > /number"]
Hazelcast Change Data Capture with Postgres
wal_level = logical
how to create subject for ksqldb from kafka tapic
CREATE SOURCE CONNECTOR final_connector WITH (
'connector.class' = 'io.debezium.connector.mysql.MySqlConnector',
'database.hostname' = 'mysql',
'database.port' = '3306',
'database.user' = 'root',
'database.password' = 'mypassword',
'database.allowPublicKeyRetrieval' = 'true',
'database.server.id' = '184055',
'database.server.name' = 'db',
'database.whitelist' = 'mydb',
'database.history.kafka.bootstrap.servers' = 'kafka:9092',
'database.history.kafka.topic' = 'mydb',
'table.whitelist' = 'mydb.user',
'include.schema.changes' = 'false',
'transforms'= 'unwrap,extractkey',
'transforms.unwrap.type'= 'io.debezium.transforms.ExtractNewRecordState',
'transforms.extractkey.type'= 'org.apache.kafka.connect.transforms.ExtractField$Key',
'transforms.extractkey.field'= 'id',
'key.converter'= 'org.apache.kafka.connect.converters.IntegerConverter',
'value.converter'= 'io.confluent.connect.avro.AvroConverter',
'value.converter.schema.registry.url'= 'http://schema-registry:8081'
);
Implicitly cast an ISO8601 string to TIMESTAMPTZ (postgresql) for Debezium
CREATE CAST (varchar AS timestamptz) WITH INOUT AS ASSIGNMENT;
The connector does not work after stopping the Debezium Connector with Ctrl+C and restart the connector again
http GET localhost:8083/connectors
[
"testconnector"
]
http DELETE localhost:8083/connectors/testconnector
-----------------------
http GET localhost:8083/connectors
[
"testconnector"
]
http DELETE localhost:8083/connectors/testconnector
-----------------------
http GET localhost:8083/connectors
[
"testconnector"
]
http DELETE localhost:8083/connectors/testconnector
Unable to deserialise dynamic json with Jackson using generics
@JsonSubTypes
-----------------------
DebeziumCDCMessage<Object,Customer> respo=new ObjectMapper().readValue(message, DebeziumCDCMessage.class);
DebeziumCDCMessage<Object,Customer> respo=new ObjectMapper().readValue(message, new TypeReference<DebeziumCDCMessage<Object,Customer>>() {});
-----------------------
DebeziumCDCMessage<Object,Customer> respo=new ObjectMapper().readValue(message, DebeziumCDCMessage.class);
DebeziumCDCMessage<Object,Customer> respo=new ObjectMapper().readValue(message, new TypeReference<DebeziumCDCMessage<Object,Customer>>() {});
Configure a debezium connector for multiple tables in a database
"transforms.RerouteName.topic.regex":"([^.]+)\\.transaction_search\\.([^.]+)",
"transforms.RerouteName.topic.replacement": "$1.$2"
PySpark - Create a pyspark dataframe using Kakfa Json message
#+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
#|value |
#+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
#|[{"before":null,"after":{"transaction_id":20,"account_no":409000611074,"transaction_date":18490,"transaction_details":"INDO GIBL Indiaforensic STL12071 ","value_date":18490,"withdrawal_amt":"AMTWoA==","deposit_amt":null,"balance_amt":"K6LiGA=="},"source":{"version":"1.4.0-SNAPSHOT","connector":"mysql","name":"main.test.mysql","ts_ms":0,"snapshot":"true","db":"main","table":"test_bank_data","server_id":0,"gtid":null,"file":"binlog.000584","pos":15484438,"row":0,"thread":null,"query":null},"op":"c","ts_ms":1611582308774,"transaction":null}]|
#|[{"before":null,"after":{"transaction_id":21,"account_no":409000611074,"transaction_date":18490,"transaction_details":"INDO GIBL Indiaforensic STL13071 ","value_date":18490,"withdrawal_amt":"AV741A==","deposit_amt":null,"balance_amt":"KkPpRA=="},"source":{"version":"1.4.0-SNAPSHOT","connector":"mysql","name":"main.test.mysql","ts_ms":0,"snapshot":"true","db":"main","table":"test_bank_data","server_id":0,"gtid":null,"file":"binlog.000584","pos":15484438,"row":0,"thread":null,"query":null},"op":"c","ts_ms":1611582308774,"transaction":null}]|
#+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
message_schema = StructType([
StructField('before', MapType(StringType(), StringType(), True), True),
StructField('after', MapType(StringType(), StringType(), True), True),
StructField('source', MapType(StringType(), StringType(), True), True),
StructField('op', StringType(), True),
StructField('ts_ms', StringType(), True),
StructField('transaction', StringType(), True)
]
)
after_fields = [
"account_no", "balance_amt", "deposit_amt", "transaction_date",
"transaction_details", "transaction_id", "value_date", "withdrawal_amt"
]
# parse json strings using from_json and select message.after.*
kafkaStreamDF.withColumn(
"message",
F.from_json(F.col("value"), message_schema)
).select(
*[F.col("message.after").getItem(f).alias(f) for f in after_fields]
).writeStream \
.outputMode("append") \
.format("console") \
.option("truncate", "false") \
.start() \
.awaitTermination()
-----------------------
#+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
#|value |
#+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
#|[{"before":null,"after":{"transaction_id":20,"account_no":409000611074,"transaction_date":18490,"transaction_details":"INDO GIBL Indiaforensic STL12071 ","value_date":18490,"withdrawal_amt":"AMTWoA==","deposit_amt":null,"balance_amt":"K6LiGA=="},"source":{"version":"1.4.0-SNAPSHOT","connector":"mysql","name":"main.test.mysql","ts_ms":0,"snapshot":"true","db":"main","table":"test_bank_data","server_id":0,"gtid":null,"file":"binlog.000584","pos":15484438,"row":0,"thread":null,"query":null},"op":"c","ts_ms":1611582308774,"transaction":null}]|
#|[{"before":null,"after":{"transaction_id":21,"account_no":409000611074,"transaction_date":18490,"transaction_details":"INDO GIBL Indiaforensic STL13071 ","value_date":18490,"withdrawal_amt":"AV741A==","deposit_amt":null,"balance_amt":"KkPpRA=="},"source":{"version":"1.4.0-SNAPSHOT","connector":"mysql","name":"main.test.mysql","ts_ms":0,"snapshot":"true","db":"main","table":"test_bank_data","server_id":0,"gtid":null,"file":"binlog.000584","pos":15484438,"row":0,"thread":null,"query":null},"op":"c","ts_ms":1611582308774,"transaction":null}]|
#+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
message_schema = StructType([
StructField('before', MapType(StringType(), StringType(), True), True),
StructField('after', MapType(StringType(), StringType(), True), True),
StructField('source', MapType(StringType(), StringType(), True), True),
StructField('op', StringType(), True),
StructField('ts_ms', StringType(), True),
StructField('transaction', StringType(), True)
]
)
after_fields = [
"account_no", "balance_amt", "deposit_amt", "transaction_date",
"transaction_details", "transaction_id", "value_date", "withdrawal_amt"
]
# parse json strings using from_json and select message.after.*
kafkaStreamDF.withColumn(
"message",
F.from_json(F.col("value"), message_schema)
).select(
*[F.col("message.after").getItem(f).alias(f) for f in after_fields]
).writeStream \
.outputMode("append") \
.format("console") \
.option("truncate", "false") \
.start() \
.awaitTermination()
QUESTION
Deserialize JSON with Camel Routes
Asked 2022-Feb-02 at 08:13I'm trying to unmarshal json data generated by debezium inside a kafka topic.
My approach is simple, use POJOs and Jackson Library, however, since this json has a root object (initialized inside "{}") it throws an error.
This is the json received, I'm just interested on the payload:
{
"schema": {
"type": "struct",
"fields": [{
"type": "double",
"optional": false,
"field": "codid"
}, {
"type": "string",
"optional": true,
"field": "__op"
}, {
"type": "string",
"optional": true,
"field": "__deleted"
}],
"optional": false,
"name": "demo.RESCUE.Value"
},
"payload": {
"codid": 0.0,
"__op": "r",
"__deleted": "false"
}
}
And this is my Route:
public class Routes extends RouteBuilder{
public static class MySplitter {
public List<Payload> splitBody(Rescue data) {
return data.getPayload().stream().collect(toList());
}
}
@Override
public void configure() throws Exception {
from("kafka:{{kafka.source.topic.name}}?brokers={{kafka.bootstrap.address}}&autoOffsetReset=earliest")
.log("Received body: ${body}")
.unmarshal().json(JsonLibrary.Jackson, Rescue.class)
.split().method(MySplitter.class, "splitBody")
.marshal().json(JsonLibrary.Jackson)
.convertBodyTo(String.class)
.log("Output: ${body}");
}
}
And the error received:
com.fasterxml.jackson.databind.exc.MismatchedInputException: Cannot deserialize value of type `java.util.ArrayList<org.demo.pojos.rescue.Payload>` from Object value (token `JsonToken.START_OBJECT`)
ANSWER
Answered 2022-Feb-02 at 08:13If you are just interested in payload
, you have to extract this object from the whole JSON. For example with JSONPath.
Camel supports JSONPath as expression language. Therefore you can try something like
.log("Received body: ${body}") // logs the full JSON
.setBody().jsonpathWriteAsString("$.payload")
.log("Reduced body: ${body}") // should log the new body (only the payload)
...
Notice that you need to add the camel-jsonpath dependency
<dependency>
<groupId>org.apache.camel</groupId>
<artifactId>camel-jsonpath</artifactId>
</dependency>
or if you use SpringBoot
<dependency>
<groupId>org.apache.camel.springboot</groupId>
<artifactId>camel-jsonpath-starter</artifactId>
</dependency>
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