|
| 1 | +--- |
| 2 | +title: "Debezium BSON" |
| 3 | +weight: 6 |
| 4 | +type: docs |
| 5 | +aliases: |
| 6 | +- /cdc-ingestion/debezium-bson.html |
| 7 | +--- |
| 8 | +<!-- |
| 9 | +Licensed to the Apache Software Foundation (ASF) under one |
| 10 | +or more contributor license agreements. See the NOTICE file |
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| 13 | +to you under the Apache License, Version 2.0 (the |
| 14 | +"License"); you may not use this file except in compliance |
| 15 | +with the License. You may obtain a copy of the License at |
| 16 | +
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| 17 | + http://www.apache.org/licenses/LICENSE-2.0 |
| 18 | +
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| 19 | +Unless required by applicable law or agreed to in writing, |
| 20 | +software distributed under the License is distributed on an |
| 21 | +"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| 22 | +KIND, either express or implied. See the License for the |
| 23 | +specific language governing permissions and limitations |
| 24 | +under the License. |
| 25 | +--> |
| 26 | + |
| 27 | +# Debezium BSON Format |
| 28 | + |
| 29 | + |
| 30 | +The debezium-bson format is one of the formats supported by <a href="{{< ref "/cdc-ingestion/kafka-cdc" >}}">Kafka CDC</a>. |
| 31 | +It is the format obtained by collecting mongodb through debezium, which is similar to |
| 32 | +<a href="https://nightlies.apache.org/flink/flink-docs-stable/docs/connectors/table/formats/debezium/">debezium-json</a> format. |
| 33 | +However, MongoDB does not have a fixed schema, and the field types of each document may be different, so the before/after fields |
| 34 | +in JSON are all string types, while the debezium-json format requires a JSON object type. |
| 35 | + |
| 36 | + |
| 37 | +## Prepare MongoDB BSON Jar |
| 38 | + |
| 39 | +Can be downloaded from the [Maven repository](https://mvnrepository.com/artifact/org.mongodb/bson) |
| 40 | + |
| 41 | +``` |
| 42 | +bson-*.jar |
| 43 | +``` |
| 44 | + |
| 45 | +## Introduction |
| 46 | + |
| 47 | +{{< hint info >}} |
| 48 | +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. |
| 49 | +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. |
| 50 | +The database must be running **MongoDB 6.0 or later** to use this option. |
| 51 | +{{< /hint >}} |
| 52 | + |
| 53 | +Here is a simple example for an update operation captured from a Mongodb customers collection in JSON format: |
| 54 | + |
| 55 | +```json |
| 56 | +{ |
| 57 | + "schema": { |
| 58 | + "type": "struct", |
| 59 | + "fields": [ |
| 60 | + { |
| 61 | + "type": "string", |
| 62 | + "optional": true, |
| 63 | + "name": "io.debezium.data.Json", |
| 64 | + "version": 1, |
| 65 | + "field": "before" |
| 66 | + }, |
| 67 | + { |
| 68 | + "type": "string", |
| 69 | + "optional": true, |
| 70 | + "name": "io.debezium.data.Json", |
| 71 | + "version": 1, |
| 72 | + "field": "after" |
| 73 | + }, |
| 74 | + ... |
| 75 | + ] |
| 76 | + }, |
| 77 | + "payload": { |
| 78 | + "before": "{\"_id\": {\"$oid\" : \"596e275826f08b2730779e1f\"}, \"name\" : \"Anne\", \"create_time\" : {\"$numberLong\" : \"1558965506000\"}, \"tags\":[\"success\"]}", |
| 79 | + "after": "{\"_id\": {\"$oid\" : \"596e275826f08b2730779e1f\"}, \"name\" : \"Anne\", \"create_time\" : {\"$numberLong\" : \"1558965506000\"}, \"tags\":[\"passion\",\"success\"]}", |
| 80 | + "source": { |
| 81 | + "db": "inventory", |
| 82 | + "rs": "rs0", |
| 83 | + "collection": "customers", |
| 84 | + ... |
| 85 | + }, |
| 86 | + "op": "u", |
| 87 | + "ts_ms": 1558965515240, |
| 88 | + "ts_us": 1558965515240142, |
| 89 | + "ts_ns": 1558965515240142879 |
| 90 | + } |
| 91 | +} |
| 92 | +``` |
| 93 | + |
| 94 | +This document from the MongoDB collection customers has 4 columns, the _id is a BSON ObjectID, name is a string, |
| 95 | +create_time is a long, tags is an array of string. The following is the processing result in debezium-bson format: |
| 96 | + |
| 97 | +Document Schema: |
| 98 | + |
| 99 | +| Field Name | Field Type | Key | |
| 100 | +|------------|------------|-------------| |
| 101 | +| _id | STRING | Primary Key | |
| 102 | +| name | STRING | | |
| 103 | +| create_time| STRING | | |
| 104 | +| tags | STRING | | |
| 105 | + |
| 106 | +Records: |
| 107 | + |
| 108 | +| RowKind | _id | name | create_time | tags | |
| 109 | +|---------|--------------------------|-------|----------------------------|-----------------------| |
| 110 | +| -U | 596e275826f08b2730779e1f | Anne | 1558965506000 | ["success"] | |
| 111 | +| +U | 596e275826f08b2730779e1f | Anne | 1558965506000 | ["passion","success"] | |
| 112 | + |
| 113 | + |
| 114 | +### How it works |
| 115 | +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: |
| 116 | + |
| 117 | +- Parse the before/after fields of the event message into BSONDocument. |
| 118 | +- Recursive traversal all fields of BSONDocument and convert BsonValue to Java Object. |
| 119 | +- All top-level fields of before/after are converted to string type, and _id is fixed to primary key |
| 120 | +- 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 |
| 121 | + |
| 122 | +Below is a list of top-level field BsonValue conversion examples: |
| 123 | + |
| 124 | +<table class="configuration table table-bordered"> |
| 125 | + <thead> |
| 126 | + <tr> |
| 127 | + <th class="text-left" style="width: 20%">BsonValue Type</th> |
| 128 | + <th class="text-left" style="width: 40%">Json Value</th> |
| 129 | + <th class="text-left" style="width: 40%">Conversion Result String</th> |
| 130 | + </tr> |
| 131 | + </thead> |
| 132 | + <tbody> |
| 133 | + <tr> |
| 134 | + <td><h5>BsonString</h5></td> |
| 135 | + <td>"hello"</td> |
| 136 | + <td>"hello"</td> |
| 137 | + </tr> |
| 138 | + <tr> |
| 139 | + <td><h5>BsonInt32</h5></td> |
| 140 | + <td>123</td> |
| 141 | + <td>"123"</td> |
| 142 | + </tr> |
| 143 | + <tr> |
| 144 | + <td><h5>BsonInt64</h5></td> |
| 145 | + <td> |
| 146 | + <ul> |
| 147 | + <li>1735934393769</li> |
| 148 | + <li>{"$numberLong": 1735934393769}</li> |
| 149 | + </ul> |
| 150 | + </td> |
| 151 | + <td>"1735934393769"</td> |
| 152 | + </tr> |
| 153 | + <tr> |
| 154 | + <td><h5>BsonDouble</h5></td> |
| 155 | + <td> |
| 156 | + <ul> |
| 157 | + <li>{"$numberDouble": "3.14"}</li> |
| 158 | + <li>{"$numberDouble": "NaN"}</li> |
| 159 | + <li>{"$numberDouble": "Infinity"}</li> |
| 160 | + <li>{"$numberDouble": "-Infinity"}</li> |
| 161 | + </ul> |
| 162 | + </td> |
| 163 | + <td> |
| 164 | + <ul> |
| 165 | + <li>"3.14"</li> |
| 166 | + <li>"NaN"</li> |
| 167 | + <li>"Infinity"</li> |
| 168 | + <li>"-Infinity"</li> |
| 169 | + </ul> |
| 170 | + </td> |
| 171 | + </tr> |
| 172 | + <tr> |
| 173 | + <td><h5>BsonBoolean</h5></td> |
| 174 | + <td> |
| 175 | + <ul> |
| 176 | + <li>true</li> |
| 177 | + <li>false</li> |
| 178 | + </ul> |
| 179 | + </td> |
| 180 | + <td> |
| 181 | + <ul> |
| 182 | + <li>"true"</li> |
| 183 | + <li>"false"</li> |
| 184 | + </ul> |
| 185 | + </td> |
| 186 | + </tr> |
| 187 | + <tr> |
| 188 | + <td><h5>BsonArray</h5></td> |
| 189 | + <td>[1,2,{"$numberLong": 1735934393769}]</td> |
| 190 | + <td>"[1,2,1735934393769]"</td> |
| 191 | + </tr> |
| 192 | + <tr> |
| 193 | + <td><h5>BsonObjectId</h5></td> |
| 194 | + <td>{"$oid": "596e275826f08b2730779e1f"}</td> |
| 195 | + <td>"596e275826f08b2730779e1f"</td> |
| 196 | + </tr> |
| 197 | + <tr> |
| 198 | + <td><h5>BsonDateTime</h5></td> |
| 199 | + <td>{"$date": 1735934393769 }</td> |
| 200 | + <td>"1735934393769"</td> |
| 201 | + </tr> |
| 202 | + <tr> |
| 203 | + <td><h5>BsonNull</h5></td> |
| 204 | + <td>null</td> |
| 205 | + <td>null</td> |
| 206 | + </tr> |
| 207 | + <tr> |
| 208 | + <td><h5>BsonUndefined</h5></td> |
| 209 | + <td>{"$undefined": true}</td> |
| 210 | + <td>null</td> |
| 211 | + </tr> |
| 212 | + <tr> |
| 213 | + <td><h5>BsonBinary</h5></td> |
| 214 | + <td>{"$binary": "uE2/4v5MSVOiJZkOo3APKQ==", "$type": "0"}</td> |
| 215 | + <td>"uE2/4v5MSVOiJZkOo3APKQ=="</td> |
| 216 | + </tr> |
| 217 | + <tr> |
| 218 | + <td><h5>BsonBinary(type=UUID)</h5></td> |
| 219 | + <td>{"$binary": "uE2/4v5MSVOiJZkOo3APKQ==", "$type": "4"}</td> |
| 220 | + <td>"b84dbfe2-fe4c-4953-a225-990ea3700f29"</td> |
| 221 | + </tr> |
| 222 | + <tr> |
| 223 | + <td><h5>BsonDecimal128</h5></td> |
| 224 | + <td> |
| 225 | + <ul> |
| 226 | + <li>{"$numberDecimal": "3.14"}</li> |
| 227 | + <li>{"$numberDecimal": "NaN"}</li> |
| 228 | + </ul> |
| 229 | + </td> |
| 230 | + <td> |
| 231 | + <ul> |
| 232 | + <li>"3.14"</li> |
| 233 | + <li>"NaN"</li> |
| 234 | + </ul> |
| 235 | + </td> |
| 236 | + </tr> |
| 237 | + <tr> |
| 238 | + <td><h5>BsonRegularExpression</h5></td> |
| 239 | + <td>{"$regularExpression": {"pattern": "^pass$", "options": "i"}}</td> |
| 240 | + <td>"/^pass$/i"</td> |
| 241 | + </tr> |
| 242 | + <tr> |
| 243 | + <td><h5>BsonSymbol</h5></td> |
| 244 | + <td>{"$symbol": "symbol"}</td> |
| 245 | + <td>"symbol"</td> |
| 246 | + </tr> |
| 247 | + <tr> |
| 248 | + <td><h5>BsonTimestamp</h5></td> |
| 249 | + <td>{"$timestamp": {"t": 1736997330, "i": 2}}</td> |
| 250 | + <td>"1736997330"</td> |
| 251 | + </tr> |
| 252 | + <tr> |
| 253 | + <td><h5>BsonMinKey</h5></td> |
| 254 | + <td>{"$minKey": 1}</td> |
| 255 | + <td>"BsonMinKey"</td> |
| 256 | + </tr> |
| 257 | + <tr> |
| 258 | + <td><h5>BsonMaxKey</h5></td> |
| 259 | + <td>{"$maxKey": 1}</td> |
| 260 | + <td>"BsonMaxKey"</td> |
| 261 | + </tr> |
| 262 | + <tr> |
| 263 | + <td><h5>BsonJavaScript</h5></td> |
| 264 | + <td>{"$code": "function(){}"}</td> |
| 265 | + <td>"function(){}"</td> |
| 266 | + </tr> |
| 267 | + <tr> |
| 268 | + <td><h5>BsonJavaScriptWithScope</h5></td> |
| 269 | + <td>{"$code": "function(){}", "$scope": {"name": "Anne"}}</td> |
| 270 | + <td>'{"$code": "function(){}", "$scope": {"name": "Anne"}}'</td> |
| 271 | + </tr> |
| 272 | + <tr> |
| 273 | + <td><h5>BsonDocument</h5></td> |
| 274 | + <td> |
| 275 | +<pre> |
| 276 | +{ |
| 277 | + "decimalPi": {"$numberDecimal": "3.14"}, |
| 278 | + "doublePi": {"$numberDouble": "3.14"}, |
| 279 | + "doubleNaN": {"$numberDouble": "NaN"}, |
| 280 | + "decimalNaN": {"$numberDecimal": "NaN"}, |
| 281 | + "long": {"$numberLong": "100"}, |
| 282 | + "bool": true, |
| 283 | + "array": [ |
| 284 | + {"$numberInt": "1"}, |
| 285 | + {"$numberLong": "2"} |
| 286 | + ] |
| 287 | +} |
| 288 | +</pre> |
| 289 | + </td> |
| 290 | + <td> |
| 291 | +<pre> |
| 292 | +'{ |
| 293 | + "decimalPi":3.14, |
| 294 | + "doublePi":3.14, |
| 295 | + "doubleNaN":"NaN", |
| 296 | + "decimalNaN":"NaN", |
| 297 | + "long":100, |
| 298 | + "bool":true, |
| 299 | + "array":[1,2] |
| 300 | +}' |
| 301 | +</pre> |
| 302 | + </td> |
| 303 | + </tr> |
| 304 | + </tbody> |
| 305 | +</table> |
| 306 | + |
| 307 | + |
| 308 | +### How to use |
| 309 | +Use debezium-bson by adding the kafka_conf parameter **value.format=debezium-bson**. Let’s take table synchronization as an example: |
| 310 | + |
| 311 | +```bash |
| 312 | +<FLINK_HOME>/bin/flink run \ |
| 313 | + /path/to/paimon-flink-action-{{< version >}}.jar \ |
| 314 | + kafka_sync_table \ |
| 315 | + --warehouse hdfs:///path/to/warehouse \ |
| 316 | + --database test_db \ |
| 317 | + --table ods_mongodb_customers \ |
| 318 | + --primary_keys _id \ |
| 319 | + --kafka_conf properties.bootstrap.servers=127.0.0.1:9020 \ |
| 320 | + --kafka_conf topic=customers \ |
| 321 | + --kafka_conf properties.group.id=123456 \ |
| 322 | + --kafka_conf value.format=debezium-bson \ |
| 323 | + --catalog_conf metastore=filesystem \ |
| 324 | + --table_conf bucket=4 \ |
| 325 | + --table_conf changelog-producer=input \ |
| 326 | + --table_conf sink.parallelism=4 |
| 327 | +``` |
| 328 | + |
| 329 | + |
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