Delivering data from an Apache Kafka® queue to Greenplum®
You can set up data transfer from a Yandex Managed Service for Apache Kafka® topic to Greenplum® in Yandex MPP Analytics for PostgreSQL using Yandex Data Transfer. To do this:
If you no longer need the resources you created, delete them.
Required paid resources
The support cost for this solution includes:
- Managed Service for Apache Kafka® cluster fee: Use of computing resources allocated to hosts (including ZooKeeper hosts) and disk storage (see Apache Kafka® pricing).
- Greenplum® cluster fee: Using computing resources allocated to hosts and disk space (see Yandex MPP Analytics for PostgreSQL pricing).
- Fee for public IP addresses assigned to cluster hosts (see Virtual Private Cloud pricing).
- Fee per transfer: Use of computing resources and number of transferred data rows (see Data Transfer pricing).
Getting started
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Set up the infrastructure:
ManuallyTerraform-
Create a source Yandex Managed Service for Apache Kafka® cluster in any suitable configuration with publicly available hosts.
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In the source cluster, create a topic named
sensors. -
In the source cluster, create a user named
mkf-userwith theACCESS_ROLE_PRODUCERandACCESS_ROLE_CONSUMERaccess permissions for the topic. -
Create a Greenplum® target cluster in any suitable configuration using the admin username (
user) and hosts located in the public domain. -
Make sure that the cluster security groups are set up correctly and allow connecting to them:
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If you do not have Terraform yet, install it.
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Get the authentication credentials. You can add them to environment variables or specify them later in the provider configuration file.
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Configure and initialize a provider. There is no need to create a provider configuration file manually, you can download it
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Place the configuration file in a separate working directory and specify the parameter values. If you did not add the authentication credentials to environment variables, specify them in the configuration file.
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Download the kafka-greenplum.tf
configuration file to the same working directory.This file describes:
- Networks and subnets where your clusters will be hosted.
- Security groups for making cluster connections.
- Managed Service for Apache Kafka® source cluster.
- Greenplum® target cluster in Yandex MPP Analytics for PostgreSQL.
- Transfer.
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In the
kafka-greenplum.tffile, specify user passwords and Apache Kafka® and Greenplum® versions. -
Make sure the Terraform configuration files are correct using this command:
terraform validateTerraform will show any errors found in your configuration files.
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Create the required infrastructure:
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Run this command to view the planned changes:
terraform planIf you described the configuration correctly, the terminal will display a list of the resources to update and their parameters. This is a verification step that does not apply changes to your resources.
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If everything looks correct, apply the changes:
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Run this command:
terraform apply -
Confirm updating the resources.
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Wait for the operation to complete.
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All the required resources will be created in the specified folder. You can check resource availability and their settings in the management console
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Install the following tools:
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kafkacat
: For reading from and writing to Apache Kafka® topics.sudo apt update && sudo apt install --yes kafkacatMake sure you can use it to connect to the Managed Service for Apache Kafka® source cluster over SSL.
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jq
: For stream processing of JSON files.sudo apt update && sudo apt-get install --yes jq
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Prepare the test data
Let's assume the Apache Kafka® sensors topic in the source cluster receives data from car sensors in JSON format.
Create a file named sample.json with test data on your working instance:
sample.json
{
"device_id": "iv9a94th6rzt********",
"datetime": "2020-06-05 17:27:00",
"latitude": 55.70329032,
"longitude": 37.65472196,
"altitude": 427.5,
"speed": 0,
"battery_voltage": 23.5,
"cabin_temperature": 17,
"fuel_level": null
}
Set up and activate the transfer
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Create a source endpoint with the
Apache Kafka®type and specify the following items for it:- Topic full name:
sensors. jsonconversion rules. In the Data scheme field, selectJSON specificationand copy and paste the following field specification into the form that opens:
sensors-specification
[ { "name": "device_id", "type": "utf8", "key": true }, { "name": "datetime", "type": "utf8" }, { "name": "latitude", "type": "double" }, { "name": "longitude", "type": "double" }, { "name": "altitude", "type": "double" }, { "name": "speed", "type": "double" }, { "name": "battery_voltage", "type": "double" }, { "name": "cabin_temperature", "type": "uint16" }, { "name": "fuel_level", "type": "uint16" } ] - Topic full name:
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Create a target endpoint of the
Greenplum®type and putuserfor username. -
Create and activate your transfer:
ManuallyTerraform- Create a Replication-type transfer and configure it to use the previously created endpoints.
- Activate the transfer and wait for its status to change to Replicating.
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In the
kafka-greenplum.tffile, specify the following variables:kf_source_endpoint_id: Source endpoint ID.gp_target_endpoint_id: ID of the target endpoint.transfer_enabled: Set to1to create a transfer.
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Make sure the Terraform configuration files are correct using this command:
terraform validateTerraform will show any errors found in your configuration files.
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Create the required infrastructure:
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Run this command to view the planned changes:
terraform planIf you described the configuration correctly, the terminal will display a list of the resources to update and their parameters. This is a verification step that does not apply changes to your resources.
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If everything looks correct, apply the changes:
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Run this command:
terraform apply -
Confirm updating the resources.
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Wait for the operation to complete.
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The transfer will activate automatically upon creation. Wait for its status to change to Replicating.
Test the transfer
Make sure the data from the topic in the source Managed Service for Apache Kafka® cluster is being moved to the Greenplum® database:
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Send data from
sample.jsonto the Managed Service for Apache Kafka®sensorstopic usingjqandkafkacat:jq -rc . sample.json | kafkacat -P \ -b <broker_host_FQDN>:9091 \ -t sensors \ -k key \ -X security.protocol=SASL_SSL \ -X sasl.mechanisms=SCRAM-SHA-512 \ -X sasl.username="<username_in_source_cluster>" \ -X sasl.password="<user_password_in_source_cluster>" \ -X ssl.ca.location=/usr/local/share/ca-certificates/Yandex/YandexInternalRootCA.crt -ZTo learn more about setting up an SSL certificate and using
kafkacat, see Connecting to a Apache Kafka® cluster from applications. -
Verify that the data has been transferred from the source Managed Service for Apache Kafka® cluster to the Greenplum® database:
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Check that the database contains a table named
sensorswith the test data from the topic:SELECT * FROM public.sensors;
Delete the resources you created
Some resources are not free of charge. Delete the resources you no longer need to avoid paying for them:
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Make sure the transfer has the Completed status and delete it.
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Delete the clusters:
ManuallyTerraform-
In the terminal window, go to the directory containing the infrastructure plan.
Warning
Make sure the directory has no Terraform manifests with the resources you want to keep. Terraform deletes all resources that were created using the manifests in the current directory.
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Delete resources:
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Run this command:
terraform destroy -
Confirm deleting the resources and wait for the operation to complete.
All the resources described in the Terraform manifests will be deleted.
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