How to load data from Slack to TiDB

This article was transferred from How to sync data from Slack to TiDB | Airbyte.


This can be done by building a data pipeline manually, usually a Python script (you can leverage a tool as Apache Airflow for this). This process can take more than a full week of development. Or it can be done in minutes on Airbyte in three easy steps:

  1. set up Slack as a source connector (using Auth, or usually an API key)
  2. set up TiDB as a destination connector
  3. define which data you want to transfer and how frequently

You can choose to self-host the pipeline using Airbyte Open Source or have it managed for you with Airbyte Cloud.

This tutorial’s purpose is to show you how.

What is Slack

Slack is an enterprise software platform that facilitates global communication between all sizes of businesses and teams. Slack enables collaborative work to be more efficient and more productive, making it possible for businesses to connect with immediacy from half a world apart. It allows teams to work together in concert, almost as if they were in the same room. Slack transforms the process of communication, bringing it into the 21st century with powerful style.

What is TiDB

TiDB is a distributed SQL database that is designed to handle large-scale online transaction processing (OLTP) and online analytical processing (OLAP) workloads. It is an open-source, cloud-native database that is built to be highly available, scalable, and fault-tolerant. TiDB uses a distributed architecture that allows it to scale horizontally across multiple nodes, while also providing strong consistency guarantees. It supports SQL and offers compatibility with MySQL, which makes it easy for developers to migrate their existing applications to TiDB. TiDB is used by companies such as Didi Chuxing, Mobike, and Meituan-Dianping to power their mission-critical applications.


  1. A Slack account to transfer your customer data automatically from.
  2. A TiDB account.
  3. An active Airbyte Cloud account, or you can also choose to use Airbyte Open Source locally. You can follow the instructions to set up Airbyte on your system using docker-compose.

Airbyte is an open-source data integration platform that consolidates and streamlines the process of extracting and loading data from multiple data sources to data warehouses. It offers pre-built connectors, including Slack and TiDB, for seamless data migration.

When using Airbyte to move data from Slack to TiDB, it extracts data from Slack using the source connector, converts it into a format TiDB can ingest using the provided schema, and then loads it into TiDB via the destination connector. This allows businesses to leverage their Slack data for advanced analytics and insights within TiDB, simplifying the ETL process and saving significant time and resources.

Step 1: Set up Slack as a source connector

  1. First, navigate to the Slack source connector page on

  2. Click on the “Add Source” button to begin the process of adding your Slack credentials.

  3. In the “Connection Configuration” section, enter a name for your Slack connection.

  4. Next, enter your Slack workspace’s API token in the “API Token” field. You can generate an API token by following the instructions in the Airbyte documentation.

  5. In the “Channels” field, enter the names of the Slack channels you want to sync data from. You can enter multiple channels by separating them with commas.

  6. If you want to filter the data that is synced from Slack, you can enter a date range in the “Start Date” and “End Date” fields.

  7. Once you have entered all the necessary information, click on the “Test” button to ensure that your credentials are valid and that Airbyte can connect to your Slack workspace.

  8. If the test is successful, click on the “Save & Continue” button to save your Slack connection.

  9. You can now use your Slack source connector to sync data from your Slack workspace to your destination of choice.

Step 2: Set up TiDB as a destination connector

  1. First, navigate to the Airbyte website and log in to your account.
  2. Once you are logged in, click on the “Destinations” tab on the left-hand side of the screen.
  3. Scroll down until you find the TiDB destination connector and click on it.
  4. You will be prompted to enter your TiDB database credentials, including the host, port, username, and password.
  5. Once you have entered your credentials, click on the “Test” button to ensure that the connection is successful.
  6. If the test is successful, click on the “Save” button to save your TiDB destination connector settings.
  7. You can now use the TiDB destination connector to transfer data from your source connectors to your TiDB database.
  8. To set up a data integration pipeline, navigate to the “Connections” tab on the left-hand side of the screen and create a new connection.
  9. Select your TiDB destination connector as the destination and choose your source connector as the source.
  10. Configure the settings for your data integration pipeline, including the frequency of data transfers and any data transformations that you want to apply.
  11. Once you have configured your data integration pipeline, click on the “Save” button to save your settings.
  12. Your data integration pipeline will now run automatically, transferring data from your source connectors to your TiDB database on a regular basis.

Step 3: Set up a connection to sync your Slack data to TiDB

Once you’ve successfully connected Slack as a data source and TiDB as a destination in Airbyte, you can set up a data pipeline between them with the following steps:

  1. Create a new connection: On the Airbyte dashboard, navigate to the ‘Connections’ tab and click the ‘+ New Connection’ button.
  2. Choose your source: Select Slack from the dropdown list of your configured sources.
  3. Select your destination: Choose TiDB from the dropdown list of your configured destinations.
  4. Configure your sync: Define the frequency of your data syncs based on your business needs. Airbyte allows both manual and automatic scheduling for your data refreshes.
  5. Select the data to sync: Choose the specific Slack objects you want to import data from towards TiDB. You can sync all data or select specific tables and fields.
  6. Select the sync mode for your streams: Choose between full refreshes or incremental syncs (with deduplication if you want), and this for all streams or at the stream level. Incremental is only available for streams that have a primary cursor.
  7. Test your connection: Click the ‘Test Connection’ button to make sure that your setup works. If the connection test is successful, save your configuration.
  8. Start the sync: If the test passes, click ‘Set Up Connection’. Airbyte will start moving data from Slack to TiDB according to your settings.

Remember, Airbyte keeps your data in sync at the frequency you determine, ensuring your TiDB data warehouse is always up-to-date with your Slack data.

Use Cases to transfer your Slack data to TiDB

Integrating data from Slack to TiDB provides several benefits. Here are a few use cases:

  1. Advanced Analytics: TiDB’s powerful data processing capabilities enable you to perform complex queries and data analysis on your Slack data, extracting insights that wouldn’t be possible within Slack alone.
  2. Data Consolidation: If you’re using multiple other sources along with Slack, syncing to TiDB allows you to centralize your data for a holistic view of your operations
  3. Historical Data Analysis: Slack has limits on historical data. Syncing data to TiDB allows for long-term data retention and analysis of historical trends over time.
  4. Data Security and Compliance: TiDB provides robust data security features. Syncing Slack data to TiDB ensures your data is secured and allows for advanced data governance and compliance management.
  5. Scalability: TiDB can handle large volumes of data without affecting performance, providing an ideal solution for growing businesses with expanding Slack data.
  6. Data Science and Machine Learning: By having Slack data in TiDB, you can apply machine learning models to your data for predictive analytics, customer segmentation, and more.
  7. Reporting and Visualization: While Slack provides reporting tools, data visualization tools like Tableau, PowerBI, Looker (Google Data Studio) can connect to TiDB, providing more advanced business intelligence options.

Wrapping Up

To summarize, this tutorial has shown you how to:

  1. Configure a Slack account as an Airbyte data source connector.
  2. Configure TiDB as a data destination connector.
  3. Create an Airbyte data pipeline that will automatically be moving data directly from Slack to TiDB after you set a schedule

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