How to load data from DynamoDB to TiDB
Learn how to use Airbyte to synchronize your DynamoDB data into TiDB within minutes.
Building your pipeline or Using Airbyte
Airbyte is the only open source solution empowering data teams to meet all their growing custom business demands in the new AI era.
Building in-house pipelines
- Inconsistent and inaccurate data
- Laborious and expensive
- Brittle and inflexible
After Airbyte
- Reliable and accurate
- Extensible and scalable for all your needs
- Deployed and governed your way
Start syncing with Airbyte in 3 easy steps within 10 minutes
Take a virtual tour
Demo video of Airbyte Cloud
Demo video of AI Connector Builder
Setup Complexities simplified!
Simple & Easy to use Interface
Airbyte is built to get out of your way. Our clean, modern interface walks you through setup, so you can go from zero to sync in minutes—without deep technical expertise.
Guided Tour: Assisting you in building connections
Whether you’re setting up your first connection or managing complex syncs, Airbyte’s UI and documentation help you move with confidence. No guesswork. Just clarity.
Airbyte AI Assistant that will act as your sidekick in building your data pipelines in Minutes
Airbyte’s built-in assistant helps you choose sources, set destinations, and configure syncs quickly. It’s like having a data engineer on call—without the overhead.
What sets Airbyte Apart
Modern GenAI Workflows
Streamline AI workflows with Airbyte: load unstructured data into vector stores like Pinecone, Weaviate, and Milvus. Supports RAG transformations with LangChain chunking and embeddings from OpenAI, Cohere, etc., all in one operation.
Move Large Volumes, Fast
Quickly get up and running with a 5-minute setup that enables both incremental and full refreshes for databases of any size, seamlessly scaling to handle large data volumes. Our optimized architecture overcomes performance bottlenecks, ensuring efficient data synchronization even as your datasets grow from gigabytes to petabytes.
An Extensible Open-Source Standard
More than 1,000 developers contribute to Airbyte’s connectors, different interfaces (UI, API, Terraform Provider, Python Library), and integrations with the rest of the stack. Airbyte’s AI Connector Builder lets you edit or add new connectors in minutes.
Full Control & Security
Airbyte secures your data with cloud-hosted, self-hosted or hybrid deployment options. Single Sign-On (SSO) and Role-Based Access Control (RBAC) ensure only authorized users have access with the right permissions. Airbyte acts as a HIPAA conduit and supports compliance with CCPA, GDPR, and SOC2.
Fully Featured & Integrated
Airbyte automates schema evolution for seamless data flow, and utilizes efficient Change Data Capture (CDC) for real-time updates. Select only the columns you need, and leverage our dbt integration for powerful data transformations.
Enterprise Support with SLAs
Airbyte Self-Managed Enterprise comes with dedicated support and guaranteed service level agreements (SLAs), ensuring that your data movement infrastructure remains reliable and performant, and expert assistance is available when needed.
What our users say
Raman Singh
Predictable, straightforward pricing model that simplified budgeting and significantly reduced overall spend
Chase Zieman
“Airbyte helped us accelerate our progress by years, compared to our competitors. We don’t need to worry about connectors and focus on creating value for our users instead of building infrastructure. That’s priceless. The time and energy saved allows us to disrupt and grow faster.”
Rupak Patel
"With Airbyte, we could just push a few buttons, allow API access, and bring all the data into Google BigQuery. By blending all the different marketing data sources, we can gain valuable insights."
How to Sync to Manually
Step 1: Set Up AWS CLI and Extract Data from DynamoDB
Start by setting up the AWS Command Line Interface (CLI) on your local machine. Use the AWS CLI to extract data from your DynamoDB table. You can do this by executing a scan operation, which retrieves all items from the table. Save the output in a JSON format for easy manipulation. The command might look like this:
```bash
aws dynamodb scan --table-name YourDynamoDBTableName --region YourRegion > dynamodb_data.json
```
Step 2: Parse and Transform Data
Once you have your JSON file, parse and transform the data to match the schema of the destination TiDB database. This involves extracting relevant fields and restructuring them as needed. You may use a scripting language like Python or JavaScript to automate this process. Ensure data types are compatible with TiDB's requirements.
Step 3: Set Up TiDB Environment
Install and configure TiDB on your target environment if not already set up. Ensure that your TiDB server is running and accessible. You may need to configure user permissions and network settings to allow data insertion.
Step 4: Create Corresponding Tables in TiDB
Before importing data, create tables in TiDB that correspond to the tables in DynamoDB. Use the transformed schema from step 2 to define the structure. You can do this by executing SQL `CREATE TABLE` statements on your TiDB instance.
Step 5: Convert JSON to SQL Insert Statements
Convert the transformed JSON data into SQL `INSERT` statements. You can write a script to iterate over each item in the JSON file and generate corresponding SQL commands. Ensure that each SQL statement accurately reflects the data types and constraints of your TiDB tables.
Step 6: Insert Data into TiDB
With your SQL `INSERT` statements ready, execute them on the TiDB database. You can use a database client like MySQL CLI or a programmatic approach using a script that connects to TiDB and executes the statements. Monitor for any errors and ensure all data is inserted successfully.
Step 7: Verify Data Integrity and Consistency
After the data has been inserted into TiDB, perform a thorough check to ensure data integrity and consistency. Compare row counts and sample records between DynamoDB and TiDB to confirm that the migration was successful. Run queries to test data retrieval and ensure everything is functioning as expected.
By following these steps, you can manually transfer data from DynamoDB to TiDB without relying on third-party connectors or integrations.