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[cdc] Add debezium-bson format document and bugfix bson value convert…
… to java value
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--- | ||
title: "Debezium BSON" | ||
weight: 6 | ||
type: docs | ||
aliases: | ||
- /cdc-ingestion/debezium-bson.html | ||
--- | ||
<!-- | ||
Licensed to the Apache Software Foundation (ASF) under one | ||
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"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
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under the License. | ||
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# Debezium BSON Format | ||
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The debezium-bson format is one of the formats supported by <a href="{{< ref "/cdc-ingestion/kafka-cdc" >}}">Kafka CDC</a>. | ||
It is the format obtained by collecting mongodb through debezium, which is similar to | ||
<a href="https://nightlies.apache.org/flink/flink-docs-stable/docs/connectors/table/formats/debezium/">debezium-json</a> format. | ||
However, MongoDB does not have a fixed schema, and the field types of each document may be different, so the before/after fields | ||
in JSON are all string types, while the debezium-json format requires a JSON object type. | ||
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## Prepare MongoDB BSON Jar | ||
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Can be downloaded from the [Maven repository](https://mvnrepository.com/artifact/org.mongodb/bson) | ||
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``` | ||
bson-*.jar | ||
``` | ||
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## Introduction | ||
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{{< hint info >}} | ||
The debezium bson format requires insert/update/delete event messages include the full document, and include a field that represents the state of the document before the change. | ||
This requires setting debezium's capture.mode to change_streams_update_full_with_pre_image and [capture.mode.full.update.type](https://debezium.io/documentation/reference/stable/connectors/mongodb.html#mongodb-property-capture-mode-full-update-type) to post_image. | ||
The database must be running **MongoDB 6.0 or later** to use this option. | ||
{{< /hint >}} | ||
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Here is a simple example for an update operation captured from a Mongodb customers collection in JSON format: | ||
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```json | ||
{ | ||
"schema": { | ||
"type": "struct", | ||
"fields": [ | ||
{ | ||
"type": "string", | ||
"optional": true, | ||
"name": "io.debezium.data.Json", | ||
"version": 1, | ||
"field": "before" | ||
}, | ||
{ | ||
"type": "string", | ||
"optional": true, | ||
"name": "io.debezium.data.Json", | ||
"version": 1, | ||
"field": "after" | ||
}, | ||
... | ||
] | ||
}, | ||
"payload": { | ||
"before": "{\"_id\": {\"$oid\" : \"596e275826f08b2730779e1f\"}, \"name\" : \"Anne\", \"create_time\" : {\"$numberLong\" : \"1558965506000\"}, \"tags\":[\"success\"]}", | ||
"after": "{\"_id\": {\"$oid\" : \"596e275826f08b2730779e1f\"}, \"name\" : \"Anne\", \"create_time\" : {\"$numberLong\" : \"1558965506000\"}, \"tags\":[\"passion\",\"success\"]}", | ||
"source": { | ||
"db": "inventory", | ||
"rs": "rs0", | ||
"collection": "customers", | ||
... | ||
}, | ||
"op": "u", | ||
"ts_ms": 1558965515240, | ||
"ts_us": 1558965515240142, | ||
"ts_ns": 1558965515240142879 | ||
} | ||
} | ||
``` | ||
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This document from the MongoDB collection customers has 4 columns, the _id is a BSON ObjectID, name is a string, | ||
create_time is a long, tags is an array of string. The following is the processing result in debezium-bson format: | ||
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Document Schema: | ||
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| Field Name | Field Type | Key | | ||
|------------|------------|-------------| | ||
| _id | STRING | Primary Key | | ||
| name | STRING | | | ||
| create_time| STRING | | | ||
| tags | STRING | | | ||
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Records: | ||
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| RowKind | _id | name | create_time | tags | | ||
|---------|--------------------------|-------|----------------------------|-----------------------| | ||
| -U | 596e275826f08b2730779e1f | Anne | 1558965506000 | ["success"] | | ||
| +U | 596e275826f08b2730779e1f | Anne | 1558965506000 | ["passion","success"] | | ||
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### How it works | ||
Because the schema field of the event message does not have the field information of the document, the debezium-bson format does not require event messages to have schema information. The specific operations are as follows: | ||
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- Parse the before/after fields of the event message into BSONDocument. | ||
- Recursive traversal all fields of BSONDocument and convert BsonValue to Java Object. | ||
- All top-level fields of before/after are converted to string type, and _id is fixed to primary key | ||
- If the top-level fields of before/after is a basic type(such as Integer/Long, etc.), it is directly converted to a string, if not, it is converted to a JSON string | ||
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Below is a list of top-level field BsonValue conversion examples: | ||
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<table class="configuration table table-bordered"> | ||
<thead> | ||
<tr> | ||
<th class="text-left" style="width: 20%">BsonValue Type</th> | ||
<th class="text-left" style="width: 40%">Json Value</th> | ||
<th class="text-left" style="width: 40%">Conversion Result String</th> | ||
</tr> | ||
</thead> | ||
<tbody> | ||
<tr> | ||
<td><h5>BsonString</h5></td> | ||
<td>"hello"</td> | ||
<td>"hello"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonInt32</h5></td> | ||
<td>123</td> | ||
<td>"123"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonInt64</h5></td> | ||
<td> | ||
<ul> | ||
<li>1735934393769</li> | ||
<li>{"$numberLong": 1735934393769}</li> | ||
</ul> | ||
</td> | ||
<td>"1735934393769"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonDouble</h5></td> | ||
<td> | ||
<ul> | ||
<li>{"$numberDouble": "3.14"}</li> | ||
<li>{"$numberDouble": "NaN"}</li> | ||
<li>{"$numberDouble": "Infinity"}</li> | ||
<li>{"$numberDouble": "-Infinity"}</li> | ||
</ul> | ||
</td> | ||
<td> | ||
<ul> | ||
<li>"3.14"</li> | ||
<li>"NaN"</li> | ||
<li>"Infinity"</li> | ||
<li>"-Infinity"</li> | ||
</ul> | ||
</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonBoolean</h5></td> | ||
<td> | ||
<ul> | ||
<li>true</li> | ||
<li>false</li> | ||
</ul> | ||
</td> | ||
<td> | ||
<ul> | ||
<li>"true"</li> | ||
<li>"false"</li> | ||
</ul> | ||
</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonArray</h5></td> | ||
<td>[1,2,{"$numberLong": 1735934393769}]</td> | ||
<td>"[1,2,1735934393769]"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonObjectId</h5></td> | ||
<td>{"$oid": "596e275826f08b2730779e1f"}</td> | ||
<td>"596e275826f08b2730779e1f"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonDateTime</h5></td> | ||
<td>{"$date": 1735934393769 }</td> | ||
<td>"1735934393769"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonNull</h5></td> | ||
<td>null</td> | ||
<td>null</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonUndefined</h5></td> | ||
<td>{"$undefined": true}</td> | ||
<td>null</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonBinary</h5></td> | ||
<td>{"$binary": "uE2/4v5MSVOiJZkOo3APKQ==", "$type": "0"}</td> | ||
<td>"uE2/4v5MSVOiJZkOo3APKQ=="</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonBinary(type=UUID)</h5></td> | ||
<td>{"$binary": "uE2/4v5MSVOiJZkOo3APKQ==", "$type": "4"}</td> | ||
<td>"b84dbfe2-fe4c-4953-a225-990ea3700f29"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonDecimal128</h5></td> | ||
<td> | ||
<ul> | ||
<li>{"$numberDecimal": "3.14"}</li> | ||
<li>{"$numberDecimal": "NaN"}</li> | ||
</ul> | ||
</td> | ||
<td> | ||
<ul> | ||
<li>"3.14"</li> | ||
<li>"NaN"</li> | ||
</ul> | ||
</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonRegularExpression</h5></td> | ||
<td>{"$regularExpression": {"pattern": "^pass$", "options": "i"}}</td> | ||
<td>"/^pass$/i"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonSymbol</h5></td> | ||
<td>{"$symbol": "symbol"}</td> | ||
<td>"symbol"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonTimestamp</h5></td> | ||
<td>{"$timestamp": {"t": 1736997330, "i": 2}}</td> | ||
<td>"1736997330"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonMinKey</h5></td> | ||
<td>{"$minKey": 1}</td> | ||
<td>"BsonMinKey"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonMaxKey</h5></td> | ||
<td>{"$maxKey": 1}</td> | ||
<td>"BsonMaxKey"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonJavaScript</h5></td> | ||
<td>{"$code": "function(){}"}</td> | ||
<td>"function(){}"</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonJavaScriptWithScope</h5></td> | ||
<td>{"$code": "function(){}", "$scope": {"name": "Anne"}}</td> | ||
<td>'{"$code": "function(){}", "$scope": {"name": "Anne"}}'</td> | ||
</tr> | ||
<tr> | ||
<td><h5>BsonDocument</h5></td> | ||
<td> | ||
<pre> | ||
{ | ||
"decimalPi": {"$numberDecimal": "3.14"}, | ||
"doublePi": {"$numberDouble": "3.14"}, | ||
"doubleNaN": {"$numberDouble": "NaN"}, | ||
"decimalNaN": {"$numberDecimal": "NaN"}, | ||
"long": {"$numberLong": "100"}, | ||
"bool": true, | ||
"array": [ | ||
{"$numberInt": "1"}, | ||
{"$numberLong": "2"} | ||
] | ||
} | ||
</pre> | ||
</td> | ||
<td> | ||
<pre> | ||
'{ | ||
"decimalPi":3.14, | ||
"doublePi":3.14, | ||
"doubleNaN":"NaN", | ||
"decimalNaN":"NaN", | ||
"long":100, | ||
"bool":true, | ||
"array":[1,2] | ||
}' | ||
</pre> | ||
</td> | ||
</tr> | ||
</tbody> | ||
</table> | ||
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### How to use | ||
Use debezium-bson by adding the kafka_conf parameter **value.format=debezium-bson**. Let’s take table synchronization as an example: | ||
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```bash | ||
<FLINK_HOME>/bin/flink run \ | ||
/path/to/paimon-flink-action-{{< version >}}.jar \ | ||
kafka_sync_table \ | ||
--warehouse hdfs:///path/to/warehouse \ | ||
--database test_db \ | ||
--table ods_mongodb_customers \ | ||
--primary_keys _id \ | ||
--kafka_conf properties.bootstrap.servers=127.0.0.1:9020 \ | ||
--kafka_conf topic=customers \ | ||
--kafka_conf properties.group.id=123456 \ | ||
--kafka_conf value.format=debezium-bson \ | ||
--catalog_conf metastore=filesystem \ | ||
--table_conf bucket=4 \ | ||
--table_conf changelog-producer=input \ | ||
--table_conf sink.parallelism=4 | ||
``` | ||
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