-
Notifications
You must be signed in to change notification settings - Fork 4.6k
introduce common abstraction for CDC via debezium #4580
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Changes from all commits
0495779
fbc52cd
3d34b9b
ec59346
557fb7a
071a445
8fa0e5e
eaf3b0b
8ea4e99
0b7581b
356c884
f164eb0
1547ab0
eca4c7a
924598e
a6f7236
4826d0b
c16076d
e542b89
fbc318f
File filter
Filter by extension
Conversations
Jump to
Diff view
Diff view
There are no files selected for viewing
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,23 @@ | ||
plugins { | ||
id "java-test-fixtures" | ||
} | ||
|
||
project.configurations { | ||
testFixturesImplementation.extendsFrom implementation | ||
} | ||
dependencies { | ||
implementation project(':airbyte-protocol:models') | ||
|
||
implementation 'io.debezium:debezium-api:1.4.2.Final' | ||
implementation 'io.debezium:debezium-embedded:1.4.2.Final' | ||
implementation 'io.debezium:debezium-connector-mysql:1.4.2.Final' | ||
implementation 'io.debezium:debezium-connector-postgres:1.4.2.Final' | ||
|
||
testFixturesImplementation project(':airbyte-db') | ||
testFixturesImplementation project(':airbyte-integrations:bases:base-java') | ||
|
||
testFixturesImplementation 'org.junit.jupiter:junit-jupiter-engine:5.4.2' | ||
testFixturesImplementation 'org.junit.jupiter:junit-jupiter-api:5.4.2' | ||
testFixturesImplementation 'org.junit.jupiter:junit-jupiter-params:5.4.2' | ||
|
||
} |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,143 @@ | ||
/* | ||
* MIT License | ||
* | ||
* Copyright (c) 2020 Airbyte | ||
* | ||
* Permission is hereby granted, free of charge, to any person obtaining a copy | ||
* of this software and associated documentation files (the "Software"), to deal | ||
* in the Software without restriction, including without limitation the rights | ||
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
* copies of the Software, and to permit persons to whom the Software is | ||
* furnished to do so, subject to the following conditions: | ||
* | ||
* The above copyright notice and this permission notice shall be included in all | ||
* copies or substantial portions of the Software. | ||
* | ||
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
* SOFTWARE. | ||
*/ | ||
|
||
package io.airbyte.integrations.debezium; | ||
|
||
import com.fasterxml.jackson.databind.JsonNode; | ||
import io.airbyte.commons.util.AutoCloseableIterator; | ||
import io.airbyte.commons.util.AutoCloseableIterators; | ||
import io.airbyte.commons.util.CompositeIterator; | ||
import io.airbyte.commons.util.MoreIterators; | ||
import io.airbyte.integrations.debezium.internals.AirbyteFileOffsetBackingStore; | ||
import io.airbyte.integrations.debezium.internals.AirbyteSchemaHistoryStorage; | ||
import io.airbyte.integrations.debezium.internals.DebeziumEventUtils; | ||
import io.airbyte.integrations.debezium.internals.DebeziumRecordIterator; | ||
import io.airbyte.integrations.debezium.internals.DebeziumRecordPublisher; | ||
import io.airbyte.integrations.debezium.internals.FilteredFileDatabaseHistory; | ||
import io.airbyte.protocol.models.AirbyteMessage; | ||
import io.airbyte.protocol.models.ConfiguredAirbyteCatalog; | ||
import io.debezium.engine.ChangeEvent; | ||
import java.time.Instant; | ||
import java.util.Collections; | ||
import java.util.Iterator; | ||
import java.util.List; | ||
import java.util.Map; | ||
import java.util.Optional; | ||
import java.util.Properties; | ||
import java.util.concurrent.LinkedBlockingQueue; | ||
import java.util.function.Supplier; | ||
import org.slf4j.Logger; | ||
import org.slf4j.LoggerFactory; | ||
|
||
/** | ||
* This class acts as the bridge between Airbyte DB connectors and debezium. If a DB connector wants | ||
* to use debezium for CDC, it should use this class | ||
*/ | ||
public class AirbyteDebeziumHandler { | ||
|
||
private static final Logger LOGGER = LoggerFactory.getLogger(AirbyteDebeziumHandler.class); | ||
/** | ||
* We use 10000 as capacity cause the default queue size and batch size of debezium is : | ||
* {@link io.debezium.config.CommonConnectorConfig#DEFAULT_MAX_BATCH_SIZE}is 2048 | ||
* {@link io.debezium.config.CommonConnectorConfig#DEFAULT_MAX_QUEUE_SIZE} is 8192 | ||
*/ | ||
private static final int QUEUE_CAPACITY = 10000; | ||
|
||
private final Properties connectorProperties; | ||
private final JsonNode config; | ||
private final CdcTargetPosition targetPosition; | ||
private final ConfiguredAirbyteCatalog catalog; | ||
private final boolean trackSchemaHistory; | ||
|
||
private final LinkedBlockingQueue<ChangeEvent<String, String>> queue; | ||
|
||
public AirbyteDebeziumHandler(JsonNode config, | ||
CdcTargetPosition targetPosition, | ||
Properties connectorProperties, | ||
ConfiguredAirbyteCatalog catalog, | ||
boolean trackSchemaHistory) { | ||
this.config = config; | ||
this.targetPosition = targetPosition; | ||
this.connectorProperties = connectorProperties; | ||
this.catalog = catalog; | ||
this.trackSchemaHistory = trackSchemaHistory; | ||
this.queue = new LinkedBlockingQueue<>(QUEUE_CAPACITY); | ||
} | ||
|
||
public List<AutoCloseableIterator<AirbyteMessage>> getIncrementalIterators(CdcSavedInfoFetcher cdcSavedInfoFetcher, | ||
CdcStateHandler cdcStateHandler, | ||
CdcMetadataInjector cdcMetadataInjector, | ||
Instant emittedAt) { | ||
LOGGER.info("using CDC: {}", true); | ||
final AirbyteFileOffsetBackingStore offsetManager = AirbyteFileOffsetBackingStore.initializeState(cdcSavedInfoFetcher.getSavedOffset()); | ||
final Optional<AirbyteSchemaHistoryStorage> schemaHistoryManager = schemaHistoryManager(cdcSavedInfoFetcher); | ||
final DebeziumRecordPublisher publisher = new DebeziumRecordPublisher(connectorProperties, config, catalog, offsetManager, | ||
schemaHistoryManager); | ||
publisher.start(queue); | ||
|
||
// handle state machine around pub/sub logic. | ||
final AutoCloseableIterator<ChangeEvent<String, String>> eventIterator = new DebeziumRecordIterator( | ||
queue, | ||
targetPosition, | ||
publisher::hasClosed, | ||
publisher::close); | ||
|
||
// convert to airbyte message. | ||
final AutoCloseableIterator<AirbyteMessage> messageIterator = AutoCloseableIterators | ||
.transform( | ||
eventIterator, | ||
(event) -> DebeziumEventUtils.toAirbyteMessage(event, cdcMetadataInjector, emittedAt)); | ||
|
||
// our goal is to get the state at the time this supplier is called (i.e. after all message records | ||
// have been produced) | ||
final Supplier<AirbyteMessage> stateMessageSupplier = () -> { | ||
Map<String, String> offset = offsetManager.read(); | ||
String dbHistory = trackSchemaHistory ? schemaHistoryManager | ||
.orElseThrow(() -> new RuntimeException("Schema History Tracking is true but manager is not initialised")).read() : null; | ||
|
||
return cdcStateHandler.saveState(offset, dbHistory); | ||
}; | ||
|
||
// wrap the supplier in an iterator so that we can concat it to the message iterator. | ||
final Iterator<AirbyteMessage> stateMessageIterator = MoreIterators.singletonIteratorFromSupplier(stateMessageSupplier); | ||
|
||
// this structure guarantees that the debezium engine will be closed, before we attempt to emit the | ||
// state file. we want this so that we have a guarantee that the debezium offset file (which we use | ||
// to produce the state file) is up-to-date. | ||
final CompositeIterator<AirbyteMessage> messageIteratorWithStateDecorator = | ||
AutoCloseableIterators.concatWithEagerClose(messageIterator, AutoCloseableIterators.fromIterator(stateMessageIterator)); | ||
|
||
return Collections.singletonList(messageIteratorWithStateDecorator); | ||
} | ||
|
||
private Optional<AirbyteSchemaHistoryStorage> schemaHistoryManager(CdcSavedInfoFetcher cdcSavedInfoFetcher) { | ||
if (trackSchemaHistory) { | ||
FilteredFileDatabaseHistory.setDatabaseName(config.get("database").asText()); | ||
return Optional.of(AirbyteSchemaHistoryStorage.initializeDBHistory(cdcSavedInfoFetcher.getSavedSchemaHistory())); | ||
} | ||
|
||
return Optional.empty(); | ||
} | ||
|
||
} |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,56 @@ | ||
/* | ||
* MIT License | ||
* | ||
* Copyright (c) 2020 Airbyte | ||
* | ||
* Permission is hereby granted, free of charge, to any person obtaining a copy | ||
* of this software and associated documentation files (the "Software"), to deal | ||
* in the Software without restriction, including without limitation the rights | ||
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
* copies of the Software, and to permit persons to whom the Software is | ||
* furnished to do so, subject to the following conditions: | ||
* | ||
* The above copyright notice and this permission notice shall be included in all | ||
* copies or substantial portions of the Software. | ||
* | ||
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
* SOFTWARE. | ||
*/ | ||
|
||
package io.airbyte.integrations.debezium; | ||
|
||
import com.fasterxml.jackson.databind.JsonNode; | ||
import com.fasterxml.jackson.databind.node.ObjectNode; | ||
|
||
/** | ||
* This interface is used to add metadata to the records fetched from the database. For instance, in | ||
* Postgres we add the lsn to the records. In MySql we add the file name and position to the | ||
* records. | ||
*/ | ||
public interface CdcMetadataInjector { | ||
|
||
/** | ||
* A debezium record contains multiple pieces. Ref : | ||
* https://debezium.io/documentation/reference/1.4/connectors/mysql.html#mysql-create-events | ||
* | ||
* @param event is the actual record which contains data and would be written to the destination | ||
* @param source contains the metadata about the record and we need to extract that metadata and add | ||
* it to the event before writing it to destination | ||
*/ | ||
void addMetaData(ObjectNode event, JsonNode source); | ||
|
||
/** | ||
* As part of Airbyte record we need to add the namespace (schema name) | ||
* | ||
* @param source part of debezium record and contains the metadata about the record. We need to | ||
* extract namespace out of this metadata and return Ref : | ||
* https://debezium.io/documentation/reference/1.4/connectors/mysql.html#mysql-create-events | ||
*/ | ||
String namespace(JsonNode source); | ||
|
||
} |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,40 @@ | ||
/* | ||
* MIT License | ||
* | ||
* Copyright (c) 2020 Airbyte | ||
* | ||
* Permission is hereby granted, free of charge, to any person obtaining a copy | ||
* of this software and associated documentation files (the "Software"), to deal | ||
* in the Software without restriction, including without limitation the rights | ||
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
* copies of the Software, and to permit persons to whom the Software is | ||
* furnished to do so, subject to the following conditions: | ||
* | ||
* The above copyright notice and this permission notice shall be included in all | ||
* copies or substantial portions of the Software. | ||
* | ||
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
* SOFTWARE. | ||
*/ | ||
|
||
package io.airbyte.integrations.debezium; | ||
|
||
import com.fasterxml.jackson.databind.JsonNode; | ||
import java.util.Optional; | ||
|
||
/** | ||
* This interface is used to fetch the saved info required for debezium to run incrementally. Each | ||
* connector saves offset and schema history in different manner | ||
*/ | ||
public interface CdcSavedInfoFetcher { | ||
|
||
JsonNode getSavedOffset(); | ||
|
||
Optional<JsonNode> getSavedSchemaHistory(); | ||
|
||
} |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,39 @@ | ||
/* | ||
* MIT License | ||
* | ||
* Copyright (c) 2020 Airbyte | ||
* | ||
* Permission is hereby granted, free of charge, to any person obtaining a copy | ||
* of this software and associated documentation files (the "Software"), to deal | ||
* in the Software without restriction, including without limitation the rights | ||
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
* copies of the Software, and to permit persons to whom the Software is | ||
* furnished to do so, subject to the following conditions: | ||
* | ||
* The above copyright notice and this permission notice shall be included in all | ||
* copies or substantial portions of the Software. | ||
* | ||
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
* SOFTWARE. | ||
*/ | ||
|
||
package io.airbyte.integrations.debezium; | ||
|
||
import io.airbyte.protocol.models.AirbyteMessage; | ||
import java.util.Map; | ||
|
||
/** | ||
* This interface is used to allow connectors to save the offset and schema history in the manner | ||
* which suits them | ||
*/ | ||
@FunctionalInterface | ||
public interface CdcStateHandler { | ||
|
||
AirbyteMessage saveState(Map<String, String> offset, String dbHistory); | ||
|
||
} |
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,40 @@ | ||
/* | ||
* MIT License | ||
* | ||
* Copyright (c) 2020 Airbyte | ||
* | ||
* Permission is hereby granted, free of charge, to any person obtaining a copy | ||
* of this software and associated documentation files (the "Software"), to deal | ||
* in the Software without restriction, including without limitation the rights | ||
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
* copies of the Software, and to permit persons to whom the Software is | ||
* furnished to do so, subject to the following conditions: | ||
* | ||
* The above copyright notice and this permission notice shall be included in all | ||
* copies or substantial portions of the Software. | ||
* | ||
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
* SOFTWARE. | ||
*/ | ||
|
||
package io.airbyte.integrations.debezium; | ||
|
||
import com.fasterxml.jackson.databind.JsonNode; | ||
|
||
/** | ||
* This interface is used to define the target position at the beginning of the sync so that once we | ||
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. is the idea that when we first start a sync, more binlogs are being generated in the DB and so we have to choose at the beginning of the sync what the endpoint is otherwise we will sync forever? (if yes might be helpful to include that context here) |
||
* reach the desired target, we can shutdown the sync. This is needed because it might happen that | ||
* while we are syncing the data, new changes are being made in the source database and as a result | ||
* we might end up syncing forever. In order to tackle that, we need to define a point to end at the | ||
* beginning of the sync | ||
*/ | ||
public interface CdcTargetPosition { | ||
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. this name threw me off a little bit because I thought it was describing a position, whereas its more of a |
||
|
||
boolean reachedTargetPosition(JsonNode valueAsJson); | ||
|
||
} |
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
can you add a class docstring explaining what the purpose of the class is?