If you need to use Apache SeaTunnel to synchronize data from MongoDB to Doris, you can follow these steps, which are based on the official documentation of Apache SeaTunnel and best practices provided by the community:
I. Environment Preparation
Download and Install SeaTunnel:
- Visit the official GitHub page of SeaTunnel and download the latest stable version.
- Unzip the downloaded file and configure the necessary environment variables (e.g., JAVA_HOME).
- Ensure that MongoDB and Doris databases are installed and running.
- Obtain the connection information for MongoDB and Doris, including host addresses, ports, database names, usernames, and passwords.
II. Writing SeaTunnel Configuration File
Create a Configuration File:
- In the conf directory of SeaTunnel, create a new configuration file, for example, mongodb_to_doris.conf.
Configure MongoDB Source:
- In the configuration file, specify MongoDB as the data source (Source).
- Configure MongoDB's connection information, database name, collection name, and conditions for reading data.
env {
execution.parallelism = 1
spark.app.name = "MongoDBToDoris"
spark.sql.shuffle.partitions = 2
spark.driver.memory = "1g"
spark.executor.memory = "1g"
}
source {
MongoDB {
host = "your_mongodb_host"
port = your_mongodb_port
database = "your_database"
collection = "your_collection"
# Other MongoDB connection configurations...
}
}
Configure Doris Sink:
- In the configuration file, specify Doris as the data destination (Sink).
- Configure Doris's connection information, database name, table name, and the format of the written data.
sink {
Doris {
jdbc.url = "jdbc:mysql://your_doris_fe_host:your_doris_fe_port/your_database"
jdbc.user = "your_doris_user"
jdbc.password = "your_doris_password"
table = ["your_table"]
# Other Doris connection configurations...
column = ["column1", "column2", ...] # Fill in according to the actual table structure
write_mode = "replace" # Or "append", choose according to your needs
}
}
III. Running SeaTunnel Task
Submit the Configuration File:
- Use SeaTunnel's command-line tool to submit the configuration file and start the data synchronization task.
./bin/start-seatunnel-spark.sh --config ./conf/mongodb_to_doris.conf
Monitor Task Execution:
- Monitor the task execution through SeaTunnel's log output or Web UI (if enabled).
- Ensure that the task can read data from MongoDB and write it to Doris normally.
IV. Notes
Data Format Matching:
- Ensure that the data structure in MongoDB matches the table structure in Doris. If there are differences, you may need to perform field transformation or mapping in SeaTunnel's configuration file.
Performance Tuning:
- Adjust SeaTunnel's configuration parameters, such as parallelism and memory allocation, according to the data volume and synchronization requirements to improve data synchronization performance.
Error Handling:
- Configure error handling mechanisms, such as retry policies and log recording, to deal with potential data synchronization errors.
By following these steps, you can use SeaTunnel to synchronize data from MongoDB to Doris. In actual operations, you may need to further configure and adjust according to the specific environment and requirements.
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