java 代码 canal同步到clickhouse
时间: 2024-03-25 22:40:59 浏览: 143
以下是 Java 代码实现 Canal 同步数据到 ClickHouse 的基本步骤:
1. 导入 ClickHouse JDBC 驱动
```
<dependency>
<groupId>ru.yandex.clickhouse</groupId>
<artifactId>clickhouse-jdbc</artifactId>
<version>0.3.0</version>
</dependency>
```
2. 编写 Canal Client
使用 Canal Client 订阅 MySQL 数据库的 binlog,获取增量数据,将数据写入到 ClickHouse 中。
```
public class CanalClient {
public static void main(String[] args) {
CanalConnector connector = CanalConnectors.newSingleConnector(new InetSocketAddress("127.0.0.1", 11111),
"example", "canal", "canal");
connector.connect();
connector.subscribe(".*\\..*");
connector.rollback();
while (true) {
Message message = connector.getWithoutAck(1000);
long batchId = message.getId();
int size = message.getEntries().size();
if (batchId == -1 || size == 0) {
continue;
}
for (CanalEntry.Entry entry : message.getEntries()) {
if (entry.getEntryType() == CanalEntry.EntryType.ROWDATA) {
handleRowData(entry.getStoreValue());
}
}
connector.ack(batchId);
}
}
private static void handleRowData(String storeValue) {
CanalEntry.RowChange rowChange = null;
try {
rowChange = CanalEntry.RowChange.parseFrom(ByteString.copyFrom(storeValue.getBytes()));
} catch (InvalidProtocolBufferException e) {
e.printStackTrace();
}
if (rowChange == null) {
return;
}
String database = rowChange.getDbschema();
String table = rowChange.getTable();
for (CanalEntry.RowData rowData : rowChange.getRowDatasList()) {
if (rowData.getEventType() == CanalEntry.EventType.DELETE) {
delete(database, table, rowData.getBeforeColumnsList());
} else if (rowData.getEventType() == CanalEntry.EventType.INSERT) {
insert(database, table, rowData.getAfterColumnsList());
} else if (rowData.getEventType() == CanalEntry.EventType.UPDATE) {
update(database, table, rowData.getBeforeColumnsList(), rowData.getAfterColumnsList());
}
}
}
private static void insert(String database, String table, List<CanalEntry.Column> columns) {
String sql = "INSERT INTO " + database + "." + table + " (";
String values = ") VALUES (";
for (CanalEntry.Column column : columns) {
sql += column.getName() + ",";
values += "'" + column.getValue() + "',";
}
sql = sql.substring(0, sql.length() - 1);
values = values.substring(0, values.length() - 1);
sql += values + ")";
executeSql(sql);
}
private static void update(String database, String table, List<CanalEntry.Column> beforeColumns, List<CanalEntry.Column> afterColumns) {
String sql = "UPDATE " + database + "." + table + " SET ";
for (int i = 0; i < beforeColumns.size(); i++) {
if (!beforeColumns.get(i).getValue().equals(afterColumns.get(i).getValue())) {
sql += afterColumns.get(i).getName() + "='" + afterColumns.get(i).getValue() + "',";
}
}
sql = sql.substring(0, sql.length() - 1);
sql += " WHERE ";
for (CanalEntry.Column column : beforeColumns) {
sql += column.getName() + "='" + column.getValue() + "' AND ";
}
sql = sql.substring(0, sql.length() - 5);
executeSql(sql);
}
private static void delete(String database, String table, List<CanalEntry.Column> columns) {
String sql = "DELETE FROM " + database + "." + table + " WHERE ";
for (CanalEntry.Column column : columns) {
sql += column.getName() + "='" + column.getValue() + "' AND ";
}
sql = sql.substring(0, sql.length() - 5);
executeSql(sql);
}
private static void executeSql(String sql) {
Connection connection = null;
Statement statement = null;
try {
connection = DriverManager.getConnection("jdbc:clickhouse://localhost:8123/default", "default", "");
statement = connection.createStatement();
statement.execute(sql);
} catch (SQLException e) {
e.printStackTrace();
} finally {
if (statement != null) {
try {
statement.close();
} catch (SQLException e) {
e.printStackTrace();
}
}
if (connection != null) {
try {
connection.close();
} catch (SQLException e) {
e.printStackTrace();
}
}
}
}
}
```
其中,handleRowData 方法用于处理 binlog 数据,insert、update 和 delete 方法用于将数据写入到 ClickHouse 中,executeSql 方法用于执行 SQL 语句。
3. 启动 Canal Client
在 Java 项目中,运行 CanalClient 类的 main 方法,启动 Canal Client,开始订阅 MySQL 数据库的 binlog,将增量数据写入到 ClickHouse 中。
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