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Data Transmission Service:Synchronize data from SLS to an ApsaraDB for ClickHouse

Last Updated:Mar 13, 2026

This topic describes how to use Data Transmission Service (DTS) to synchronize data from Simple Log Service (SLS) to an ApsaraDB for ClickHouse cluster.

Important

This feature is in canary release. To use this feature, you must submit a ticket.

Prerequisites

  • The data to be synchronized is collected and stored in an SLS Logstore. For more information, see Data collection overview.

  • A target ApsaraDB for ClickHouse cluster is created. For more information, see Create a cluster.

  • You have created a database and a table in the destination ApsaraDB for ClickHouse cluster to store the synchronized data. For more information, see Create a database, Create a table, and Object naming conventions.

    Note
    • An SLS Logstore corresponds to a database in the ApsaraDB for ClickHouse cluster. A topic corresponds to a data table.

    • In the ApsaraDB for ClickHouse cluster, you do not need to create columns for indexed fields that start with __ and end with __ in the Logstore.

Usage notes

Category

Description

Source database limits

  • Make sure that the data retention period of the Logstore to be synchronized is longer than seven days.

Other limits

  • DTS serverless instances are not supported.

  • Schema synchronization is not supported.

  • You cannot change the synchronization objects.

  • Index fields that start with __ and end with __ cannot be synchronized.

  • If you want to synchronize the data of all topics in a Logstore to the same table in an ApsaraDB for ClickHouse cluster, enter .* in the Table Name text box when you configure synchronization objects. Otherwise, data loss may occur because topics are filtered out.

  • Restarting a task may cause a small amount of data duplication.

  • An instance supports full synchronization and incremental synchronization. In the task list, they are merged and displayed as incremental synchronization.

  • The number of databases to be synchronized must not exceed the limit of ApsaraDB for ClickHouse, which is 256.

  • During initial full data synchronization, DTS uses some read and write resources of the source and destination databases. This may increase the database load. Before you synchronize data, evaluate the performance of the source and destination databases. We recommend that you synchronize data during off-peak hours. For example, you can synchronize data when the CPU load of the source and destination databases is below 30%.

  • During DTS synchronization, do not write data to the destination database using other services. This prevents data inconsistency between the source and destination databases.

  • If a task fails, DTS support staff will attempt to restore it within eight hours. During restoration, they may restart the task or adjust its parameters.

    Note

    Only DTS task parameters are modified—not database parameters. Parameters that may be adjusted include those listed in Modify instance parameters.

Billing

Synchronization type

Link Configuration Fees

Full data synchronization

Free of charge.

Incremental data synchronization

Charged. For more information, see Billing overview.

Permission requirements

Database

Required permissions

Creation and authorization methods

Destination ApsaraDB for ClickHouse cluster

  • Version 22.8 or later: Read and write permissions on the destination database. A privileged account meets the requirements.

  • Version 21.8: Read, Write and Set Permissions and Enable DDL.

Account management for Community-compatible Edition clusters

Preparations

Before you create a DTS instance, you must grant DTS permissions to read data from Simple Log Service. You can grant these permissions using the AccessKey ID and AccessKey secret of a RAM user or using a Security Token Service (STS) token.

Use a RAM user

  1. Create a RAM user.

    1. Go to the Users page in the RAM console.

    2. In the upper-left corner of the page, click Create User.

    3. Enter a User Login Name. In the Access Configuration section, select Permanent AccessKey.

    4. Click OK.

      Important

      After the RAM user is created, save the AccessKey ID and AccessKey secret.

  2. Return to the Users page and find the RAM user that you created.

  3. In the Actions column of the target RAM user, click Attach Policy.

  4. In the text box under Policy, search for and select the AliyunLogReadOnlyAccess policy.

    Note

    The AliyunLogReadOnlyAccess policy grants read-only permissions on Simple Log Service, which allows a RAM user to access the service. You can also create custom policies if required. For more information, see Create a custom policy.

  5. Click OK to complete the authorization.

Use an STS token

  1. Create a RAM user and grant permissions.

    1. Go to the Users page in the RAM console.

      1. In the upper-left corner of the page, click Create User.

      2. Enter a Logon Name. In the Access Mode section, select Using permanent AccessKey to access.

      3. Click OK.

        Important

        After the RAM user is created, save the AccessKey ID and AccessKey secret.

    2. Return to the Users page and find the RAM user that you created.

    3. In the Actions column of the target RAM user, click Add Permissions.

    4. In the text box under Policy, search for and select the AliyunSTSAssumeRoleAccess policy. This policy grants the RAM user permissions to call the STS AssumeRole operation.

    5. Click Confirm Add Authorization to complete the authorization.

  2. Create a RAM role and grant permissions.

    1. Go to the RAM Roles page.

    2. In the upper-left corner of the page, click Create Role.

    3. On the Create Role page, set Select Trusted Entity to Alibaba Cloud Account, specify the Alibaba Cloud account, and then click OK.

    4. Enter a Role Name and click OK.

    5. On the role details page, click Add Permission. In the text box under Policy, search for and select the AliyunLogReadOnlyAccess policy.

      Note

      The AliyunLogReadOnlyAccess policy grants read-only permissions on Simple Log Service, which allows a RAM user to access the service. You can also create custom policies if required. For more information, see Create a custom policy.

  3. Obtain an STS token.

    Use the RAM user to call the STS API operation AssumeRole to obtain the STS token for the RAM role.

Procedure

  1. Go to the data synchronization task list page in the destination region. You can do this in one of two ways.

    DTS console

    1. Log on to the DTS console.

    2. In the navigation pane on the left, click Data Synchronization.

    3. In the upper-left corner of the page, select the region where the synchronization instance is located.

    DMS console

    Note

    The actual steps may vary depending on the mode and layout of the DMS console. For more information, see Simple mode console and Customize the layout and style of the DMS console.

    1. Log on to the DMS console.

    2. In the top menu bar, choose Data + AI > DTS (DTS) > Data Synchronization.

    3. To the right of Data Synchronization Tasks, select the region of the synchronization instance.

  2. Click Create Task to open the task configuration page.

  3. Configure the source and destination databases.

    Category

    Configuration

    Description

    None

    Task Name

    DTS automatically generates a task name. We recommend that you specify a descriptive name for easy identification. The name does not need to be unique.

    Source Database

    Select Existing Connection

    • Select the registered database instance with DTS from the drop-down list. The database information below is automatically configured.

      Note

      In the DMS console, this configuration item is Select a DMS database instance.

    • If you have not registered the database instance or do not need to use a registered instance, manually configure the database information below.

    Database Type

    Select SLS.

    Access Method

    Select Alibaba Cloud Instance.

    Instance Region

    Select the region of the project that contains the data to be synchronized in Simple Log Service.

    Project

    Select the project that contains the data to be synchronized in Simple Log Service.

    Logstore

    Select the Logstore that contains the data to be synchronized in Simple Log Service.

    AccessKey ID and AccessKey Secret

    As needed, enter the AccessKey ID and AccessKey secret of the RAM user or the STS token that you created in the Preparations step.

    STS Token

    Destination Database

    Select Existing Connection

    • Select the registered database instance with DTS from the drop-down list. The database information below is automatically configured.

      Note

      In the DMS console, this configuration item is Select a DMS database instance.

    • If you have not registered the database instance or do not need to use a registered instance, manually configure the database information below.

    Database Type

    Select ClickHouse.

    Access Method

    Select Alibaba Cloud Instance.

    Instance Region

    Select the region where the destination ApsaraDB for ClickHouse cluster resides.

    Replicate Data Across Alibaba Cloud Accounts

    For this example, select No, as the database instance belongs to the current Alibaba Cloud account.

    Cluster Type

    Select the type of the ApsaraDB for ClickHouse cluster as needed.

    Cluster ID

    Select the ID of the destination ApsaraDB for ClickHouse cluster.

    Database Account

    Enter the database account of the destination ApsaraDB for ClickHouse cluster. For information about the required permissions, see Permission requirements.

    Database Password

    Enter the password for the specified database account.

  4. After you complete the configuration, click Test Connectivity and Proceed at the bottom of the page.

    Note

    Ensure that the IP address blocks of the DTS service are added to the security settings of the source and destination databases, either automatically or manually, to allow access from DTS servers. For more information, see Add the IP address whitelist of DTS servers.

  5. Configure the task objects.

    1. On the Configure Objects page, specify the objects to synchronize.

      Configuration

      Description

      Synchronization Types

      Only Full Data Synchronization + Incremental Data Synchronization is supported. After the precheck is complete, DTS performs a full data synchronization of the selected objects from the source instance to the destination cluster. This data serves as the baseline for the subsequent incremental data synchronization.

      Processing Mode of Conflicting Tables

      • Precheck and Report Errors: Checks for tables with the same names in the destination database. If any tables with the same names are found, an error is reported during the precheck and the data synchronization task does not start. Otherwise, the precheck is successful.

        Note

        If you cannot delete or rename the table with the same name in the destination database, you can map it to a different name in the destination. For more information, see Database Table Column Name Mapping.

      • Ignore Errors and Proceed: Skips the check for tables with the same name in the destination database.

        Warning

        Selecting Ignore Errors and Proceed may cause data inconsistency and put your business at risk. For example:

        • If the table schemas are consistent and a record in the destination database has the same primary key or unique key value as a record in the source database:

          • During full data synchronization, DTS retains the destination record and skips the source record.

          • During incremental synchronization, DTS overwrites the destination record with the source record.

        • If the table schemas are inconsistent, data initialization may fail. This can result in only partial data synchronization or a complete synchronization failure. Use with caution.

      Capitalization of Object Names in Destination Instance

      Configure the case-sensitivity policy for database, table, and column names in the destination instance. By default, the DTS default policy is selected. You can also choose to use the default policy of the source or destination database. For more information, see Case policy for destination object names.

      Selected Objects

      1. Specify the destination database.

        1. In the Selected Objects section, move the mouse pointer over the Logstore that you want to synchronize and click the Edit button that appears.

        2. In the Edit Schema dialog box, change the Schema Name to the name of the destination database in the ApsaraDB for ClickHouse cluster.

          Note

          By default, DTS maps the Logstore name to the database name in the destination ApsaraDB for ClickHouse cluster. If the Logstore name contains a hyphen (-), the character is replaced with an underscore (_).

        3. Click OK.

      2. Specify the destination tables.

        1. Next to Table, click Add Table.

        2. In the Add Table dialog box, configure the synchronization objects and destination tables.

          You can set the synchronization granularity to Logstore or Topic:

          • To synchronize at the Logstore level, enter .* in the Table Name text box.

            Important

            .* represents all topics in the Logstore. You can only write data from all topics in the Logstore to the same table.

          • To synchronize at the topic level, enter the name of the topic that you want to synchronize from the Logstore in the Table Name text box.

        3. In the Destination Table Name text box, enter the name of the destination table in the ApsaraDB for ClickHouse cluster.

          Note
          • If the synchronization granularity is Logstore, do not click Add Table.

          • If the synchronization granularity is Topic, click Add Table to map each topic to a table in the ApsaraDB for ClickHouse cluster.

        4. Click OK.

      3. Specify the destination columns.

        Note

        If the synchronization granularity is Topic, you need to repeat the following operations to map each topic to a table in the ApsaraDB for ClickHouse cluster.

        1. In the Selected Objects section, move the mouse pointer over the table that you just added and click the Edit button that appears.

        2. In the Edit Table dialog box, confirm the indexed fields (columns) to be synchronized.

          Note

          To exclude a field from synchronization, click the image icon in the Actions column for that field.

        3. In the Destination Column Name text box, enter the name of the destination column that will store the data from the corresponding indexed field.

        4. Optional: In the Destination Column Type column, select the data type for the corresponding column.

          Note

          For information about the default data type mappings in DTS, see Data type mappings.

        5. Optional: Configure non-indexed fields to be synchronized.

          Note

          You can repeat the following steps to configure the non-indexed fields that you want to synchronize.

          1. Click the image icon to add and configure a new row.

          2. In the Column Name column, enter the name of the non-indexed field that you want to synchronize.

          3. In the Destination Column Name column, enter the name of the destination column in the ApsaraDB for ClickHouse cluster.

          4. Optional: In the Destination Column Type column, select the data type for the corresponding column.

            Note

            For information about the default data type mappings in DTS, see Data type mappings.

        6. After you configure all the fields that you want to synchronize, click OK.

    2. Click Next: Advanced Settings.

      Configuration

      Description

      Dedicated Cluster for Task Scheduling

      By default, DTS uses a shared cluster for tasks, so you do not need to make a selection. For greater task stability, you can purchase a dedicated cluster to run the DTS synchronization task. For more information, see What is a DTS dedicated cluster?.

      Retry Time for Failed Connections

      If the connection to the source or destination database fails after the synchronization task starts, DTS reports an error and immediately begins to retry the connection. The default retry duration is 720 minutes. You can customize the retry time to a value from 10 to 1,440 minutes. We recommend a duration of 30 minutes or more. If the connection is restored within this period, the task resumes automatically. Otherwise, the task fails.

      Note
      • If multiple DTS instances (e.g., Instance A and B) share a source or destination, DTS uses the shortest configured retry duration (e.g., 30 minutes for A, 60 for B, so 30 minutes is used) for all instances.

      • DTS charges for task runtime during connection retries. Set a custom duration based on your business needs, or release the DTS instance promptly after you release the source/destination instances.

      Retry Time for Other Issues

      If a non-connection issue (e.g., a DDL or DML execution error) occurs, DTS reports an error and immediately retries the operation. The default retry duration is 10 minutes. You can also customize the retry time to a value from 1 to 1,440 minutes. We recommend a duration of 10 minutes or more. If the related operations succeed within the set retry time, the synchronization task automatically resumes. Otherwise, the task fails.

      Important

      The value of Retry Time for Other Issues must be less than that of Retry Time for Failed Connections.

      Start Incremental Synchronization from Selected Offset

      If required, you can choose to start synchronizing data from a specific point in time. In this example, the default setting No is used.

      Note

      If you select Yes, you also need to select the offset information from the drop-down list.

      Enable Throttling for Incremental Data Synchronization

      You can also limit the incremental synchronization rate to reduce pressure on the destination database by setting RPS of Incremental Data Synchronization and Data synchronization speed for incremental synchronization (MB/s).

      Environment Tag

      You can select an environment tag to identify the instance if required. In this example, no selection is needed.

      Configure ETL

      Choose whether to enable the extract, transform, and load (ETL) feature. For more information, see What is ETL? Valid values:

      Monitoring and Alerting

      Choose whether to set up alerts. If the synchronization fails or the latency exceeds the specified threshold, DTS sends a notification to the alert contacts.

  6. Save the task and perform a precheck.

    • To view the parameters for configuring this instance via an API operation, hover over the Next: Save Task Settings and Precheck button and click Preview OpenAPI parameters in the tooltip.

    • If you have finished viewing the API parameters, click Next: Save Task Settings and Precheck at the bottom of the page.

    Note
    • Before a synchronization task starts, DTS performs a precheck. You can start the task only if the precheck passes.

    • If the precheck fails, click View Details next to the failed item, fix the issue as prompted, and then rerun the precheck.

    • If the precheck generates warnings:

      • For non-ignorable warning, click View Details next to the item, fix the issue as prompted, and run the precheck again.

      • For ignorable warnings, you can bypass them by clicking Confirm Alert Details, then Ignore, and then OK. Finally, click Precheck Again to skip the warning and run the precheck again. Ignoring precheck warnings may lead to data inconsistencies and other business risks. Proceed with caution.

  7. Purchase an instance.

    1. When the Success Rate reaches 100%, click Next: Purchase Instance.

    2. On the Purchase page, select the billing method and link specifications for the data synchronization instance. For more information, see the following table.

      Category

      Parameter

      Description

      New Instance Class

      Billing Method

      • Subscription: You pay upfront for a specific duration. This is cost-effective for long-term, continuous tasks.

      • Pay-as-you-go: You are billed hourly for actual usage. This is ideal for short-term or test tasks, as you can release the instance at any time to save costs.

      Resource Group Settings

      The resource group to which the instance belongs. The default is default resource group. For more information, see What is Resource Management?.

      Instance Class

      DTS offers synchronization specifications at different performance levels that affect the synchronization rate. Select a specification based on your business requirements. For more information, see Data synchronization link specifications.

      Subscription Duration

      In subscription mode, select the duration and quantity of the instance. Monthly options range from 1 to 9 months. Yearly options include 1, 2, 3, or 5 years.

      Note

      This option appears only when the billing method is Subscription.

    3. Read and select the checkbox for Data Transmission Service (Pay-as-you-go) Service Terms.

    4. Click Buy and Start, and then click OK in the OK dialog box.

      You can monitor the task progress on the data synchronization page.

Data type mappings

SLS (Simple Log Service)

ApsaraDB for ClickHouse cluster

TEXT

STRING

JSON

STRING

DOUBLE

FLOAT64

LONG

INT64