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[Feature][connector-v2][mongodbcdc]Support source mongodb cdc #4923
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# MongoDB CDC | ||
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> MongoDB CDC source connector | ||
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Support Those Engines | ||
--------------------- | ||
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> SeaTunnel Zeta<br/> | ||
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Key Features | ||
------------ | ||
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- [ ] [batch](../../concept/connector-v2-features.md) | ||
- [x] [stream](../../concept/connector-v2-features.md) | ||
- [x] [exactly-once](../../concept/connector-v2-features.md) | ||
- [ ] [column projection](../../concept/connector-v2-features.md) | ||
- [x] [parallelism](../../concept/connector-v2-features.md) | ||
- [x] [support user-defined split](../../concept/connector-v2-features.md) | ||
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Description | ||
----------- | ||
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The MongoDB CDC connector allows for reading snapshot data and incremental data from MongoDB database. | ||
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Supported DataSource Info | ||
------------------------- | ||
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In order to use the Mongodb connector, the following dependencies are required. | ||
They can be downloaded via install-plugin.sh or from the Maven central repository. | ||
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| Datasource | Supported Versions | Dependency | | ||
|------------|--------------------|-------------------------------------------------------------------------------------------------------------------| | ||
| MongoDB | universal | [Download](https://mvnrepository.com/artifact/org.apache.seatunnel/seatunnel-connectors-v2/connector-cdc-mongodb) | | ||
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Availability Settings | ||
--------------------- | ||
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1.MongoDB version: MongoDB version >= 4.0. | ||
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2.Cluster deployment: replica sets or sharded clusters. | ||
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3.Storage Engine: WiredTiger Storage Engine. | ||
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4.Permissions:changeStream and read | ||
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```shell | ||
use admin; | ||
db.createRole( | ||
{ | ||
role: "strole", | ||
privileges: [{ | ||
resource: { db: "", collection: "" }, | ||
actions: [ | ||
"splitVector", | ||
"listDatabases", | ||
"listCollections", | ||
"collStats", | ||
"find", | ||
"changeStream" ] | ||
}], | ||
roles: [ | ||
{ role: 'read', db: 'config' } | ||
] | ||
} | ||
); | ||
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db.createUser( | ||
{ | ||
user: 'stuser', | ||
pwd: 'stpw', | ||
roles: [ | ||
{ role: 'strole', db: 'admin' } | ||
] | ||
} | ||
); | ||
``` | ||
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Data Type Mapping | ||
----------------- | ||
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The following table lists the field data type mapping from MongoDB BSON type to Seatunnel data type. | ||
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| MongoDB BSON type | Seatunnel Data type | | ||
|-------------------|---------------------| | ||
| ObjectId | STRING | | ||
| String | STRING | | ||
| Boolean | BOOLEAN | | ||
| Binary | BINARY | | ||
| Int32 | INTEGER | | ||
| Int64 | BIGINT | | ||
| Double | DOUBLE | | ||
| Decimal128 | DECIMAL | | ||
| Date | Date | | ||
| Timestamp | Timestamp | | ||
| Object | ROW | | ||
| Array | ARRAY | | ||
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For specific types in MongoDB, we use Extended JSON format to map them to Seatunnel STRING type. | ||
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| MongoDB BSON type | Seatunnel STRING | | ||
|-------------------|----------------------------------------------------------------------------------------------| | ||
| Symbol | {"_value": {"$symbol": "12"}} | | ||
| RegularExpression | {"_value": {"$regularExpression": {"pattern": "^9$", "options": "i"}}} | | ||
| JavaScript | {"_value": {"$code": "function() { return 10; }"}} | | ||
| DbPointer | {"_value": {"$dbPointer": {"$ref": "db.coll", "$id": {"$oid": "63932a00da01604af329e33c"}}}} | | ||
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**Tips** | ||
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> 1.When using the DECIMAL type in SeaTunnel, be aware that the maximum range cannot exceed 34 digits, which means you should use decimal(34, 18).<br/> | ||
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Source Options | ||
-------------- | ||
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| Name | Type | Required | Default | Description | | ||
|------------------------------------|--------|----------|---------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | ||
| hosts | String | Yes | - | The comma-separated list of hostname and port pairs of the MongoDB servers. eg. `localhost:27017,localhost:27018` | | ||
| username | String | No | - | Name of the database user to be used when connecting to MongoDB. | | ||
| password | String | No | - | Password to be used when connecting to MongoDB. | | ||
| database | String | Yes | - | Name of the database to watch for changes. If not set then all databases will be captured. The database also supports regular expressions to monitor multiple databases matching the regular expression. eg. `db1,db2` | | ||
| collection | String | Yes | - | Name of the collection in the database to watch for changes. If not set then all collections will be captured. The collection also supports regular expressions to monitor multiple collections matching fully-qualified collection identifiers. eg. `db1.coll1,db2.coll2` | | ||
| connection.options | String | No | - | The ampersand-separated connection options of MongoDB. eg. `replicaSet=test&connectTimeoutMS=300000` | | ||
| batch.size | Long | No | 1024 | The cursor batch size. | | ||
| poll.max.batch.size | Enum | No | 1024 | Maximum number of change stream documents to include in a single batch when polling for new data. | | ||
| poll.await.time.ms | Long | No | 1000 | The amount of time to wait before checking for new results on the change stream. | | ||
| heartbeat.interval.ms | String | No | 0 | The length of time in milliseconds between sending heartbeat messages. Use 0 to disable. | | ||
| incremental.snapshot.chunk.size.mb | Long | No | 64 | The chunk size mb of incremental snapshot. | | ||
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**Tips:** | ||
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> 1.If the collection changes at a slow pace, it is strongly recommended to set an appropriate value greater than 0 for the heartbeat.interval.ms parameter. When we recover a Seatunnel job from a checkpoint or savepoint, the heartbeat events can push the resumeToken forward to avoid its expiration.<br/> | ||
> 2.MongoDB has a limit of 16MB for a single document. Change documents include additional information, so even if the original document is not larger than 15MB, the change document may exceed the 16MB limit, resulting in the termination of the Change Stream operation.<br/> | ||
> 3.It is recommended to use immutable shard keys. In MongoDB, shard keys allow modifications after transactions are enabled, but changing the shard key can cause frequent shard migrations, resulting in additional performance overhead. Additionally, modifying the shard key can also cause the Update Lookup feature to become ineffective, leading to inconsistent results in CDC (Change Data Capture) scenarios.<br/> | ||
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#### example | ||
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```conf | ||
env { | ||
# You can set engine configuration here | ||
execution.parallelism = 1 | ||
job.mode = "STREAMING" | ||
execution.checkpoint.interval = 5000 | ||
} | ||
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source { | ||
MongoDB-CDC { | ||
hosts = "mongo0:27017" | ||
database = "inventory" | ||
collection = "inventory.products" | ||
username = stuser | ||
password = stpw | ||
schema = { | ||
fields { | ||
"_id" : string, | ||
"name" : string, | ||
"description" : string, | ||
"weight" : string | ||
} | ||
} | ||
} | ||
} | ||
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sink { | ||
jdbc { | ||
url = "jdbc:mysql://mysql_cdc_e2e:3306" | ||
driver = "com.mysql.cj.jdbc.Driver" | ||
user = "st_user" | ||
password = "seatunnel" | ||
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generate_sink_sql = true | ||
# You need to configure both database and table | ||
database = mongodb_cdc | ||
table = products | ||
primary_keys = ["_id"] | ||
} | ||
} | ||
``` | ||
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## Changelog | ||
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- Add MongoDB CDC Source Connector | ||
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### next version | ||
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<?xml version="1.0" encoding="UTF-8"?> | ||
<!-- | ||
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Licensed to the Apache Software Foundation (ASF) under one or more | ||
contributor license agreements. See the NOTICE file distributed with | ||
this work for additional information regarding copyright ownership. | ||
The ASF licenses this file to You under the Apache License, Version 2.0 | ||
(the "License"); you may not use this file except in compliance with | ||
the License. You may obtain a copy of the License at | ||
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http://www.apache.org/licenses/LICENSE-2.0 | ||
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Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. | ||
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--> | ||
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" | ||
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> | ||
<modelVersion>4.0.0</modelVersion> | ||
<parent> | ||
<groupId>org.apache.seatunnel</groupId> | ||
<artifactId>connector-cdc</artifactId> | ||
<version>${revision}</version> | ||
</parent> | ||
<artifactId>connector-cdc-mongodb</artifactId> | ||
<name>SeaTunnel : Connectors V2 : CDC : Mongodb</name> | ||
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<properties> | ||
<mongo.driver.version>4.7.1</mongo.driver.version> | ||
<avro.version>1.11.1</avro.version> | ||
<mongo-kafka-connect.version>1.10.1</mongo-kafka-connect.version> | ||
<debezium-connector-mongodb.version>1.6.4.Final</debezium-connector-mongodb.version> | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. remove |
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<annotations.vserion>24.0.1</annotations.vserion> | ||
<junit.vserion>4.13.2</junit.vserion> | ||
</properties> | ||
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<dependencies> | ||
<dependency> | ||
<groupId>org.apache.seatunnel</groupId> | ||
<artifactId>connector-cdc-base</artifactId> | ||
<version>${project.version}</version> | ||
<scope>compile</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>io.debezium</groupId> | ||
<artifactId>debezium-connector-mongodb</artifactId> | ||
<version>${debezium.version}</version> | ||
<scope>compile</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.mongodb.kafka</groupId> | ||
<artifactId>mongo-kafka-connect</artifactId> | ||
<version>${mongo-kafka-connect.version}</version> | ||
<exclusions> | ||
<exclusion> | ||
<groupId>org.mongodb</groupId> | ||
<artifactId>mongodb-driver-sync</artifactId> | ||
</exclusion> | ||
<exclusion> | ||
<groupId>org.apache.kafka</groupId> | ||
<artifactId>connect-api</artifactId> | ||
</exclusion> | ||
<exclusion> | ||
<groupId>org.apache.avro</groupId> | ||
<artifactId>avro</artifactId> | ||
</exclusion> | ||
</exclusions> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.apache.avro</groupId> | ||
<artifactId>avro</artifactId> | ||
<version>${avro.version}</version> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.mongodb</groupId> | ||
<artifactId>mongodb-driver-sync</artifactId> | ||
<version>${mongo.driver.version}</version> | ||
</dependency> | ||
<dependency> | ||
<groupId>junit</groupId> | ||
<artifactId>junit</artifactId> | ||
<version>${junit.vserion}</version> | ||
<scope>test</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.jetbrains</groupId> | ||
<artifactId>annotations</artifactId> | ||
<version>${annotations.vserion}</version> | ||
<scope>compile</scope> | ||
</dependency> | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. What is used for? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. The annotation officially recommended by IntelliJ IDEA, the annotation library of JetBrains, can prompt you to handle those values that may be null in the IDE (the compiler cannot check and prompt) to avoid NullPointerException. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. please use There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Oh, okay. |
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</dependencies> | ||
</project> |
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Can you add example for multi structured table config?