Databases
Product Analytics

How to load data from Amplitude to DynamoDB

Learn how to use Airbyte to synchronize your Amplitude data into DynamoDB within minutes.

TL;DR

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 Amplitude as a source connector (using Auth, or usually an API key)
  2. set up DynamoDB 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 Amplitude

Amplitude is a cross-platform product intelligence solution that helps companies accelerate growth by leveraging customer data to build optimum product experiences. Advertised as the digital optimization system that “helps companies build better products,” it enables companies to make informed decisions by showing how a company’s digital products drive business. Amplitude employs a proprietary Amplitude Behavioral Graph to show customers the impact of various combinations of features and actions on business outcomes.

What is DynamoDB

Amazon DynamoDB is a fully managed proprietary NoSQL database service that supports key–value and document data structures and is offered by Amazon.com as part of the Amazon Web Services portfolio. DynamoDB exposes a similar data model to and derives its name from Dynamo, but has a different underlying implementation.

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Prerequisites

  1. A Amplitude account to transfer your customer data automatically from.
  2. A DynamoDB 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 Amplitude and DynamoDB, for seamless data migration.

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

Step 1: Set up Amplitude as a source connector

1. First, navigate to the Amplitude source connector page on Airbyte.com.

2. Click on the "Create a new connection" button.

3. Enter a name for your connection and click "Next".

4. Enter your Amplitude API Key and Secret Key in the appropriate fields.

5. Click "Test connection" to ensure that the credentials are correct and the connection is successful.

6. Once the connection is successful, select the data you want to replicate from Amplitude.

7. Choose the replication frequency and the destination where you want to send the data.

8. Click "Create connection" to save your settings and start replicating data from Amplitude to your chosen destination.

Step 2: Set up DynamoDB as a destination connector

1. Open the Airbyte platform and navigate to the "Destinations" tab on the left-hand side of the screen.
2. Scroll down until you find the "DynamoDB" connector and click on it.
3. Click on the "Create new connection" button.
4. Enter a name for your connection and click on the "Next" button.
5. Enter your AWS access key ID and secret access key in the appropriate fields.
6. Enter the name of the DynamoDB table you want to connect to.
7. Choose the region where your DynamoDB table is located.
8. Click on the "Test connection" button to ensure that your credentials are correct and that the connection is successful.
9. If the test is successful, click on the "Create connection" button to save your settings.
10. You can now use the DynamoDB destination connector to transfer data from your source to your DynamoDB table.

Step 3: Set up a connection to sync your Amplitude data to DynamoDB

Once you've successfully connected Amplitude as a data source and DynamoDB 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 Amplitude from the dropdown list of your configured sources.
  3. Select your destination: Choose DynamoDB 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 Amplitude objects you want to import data from towards DynamoDB. 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 Amplitude to DynamoDB according to your settings.

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

Use Cases to transfer your Amplitude data to DynamoDB

Integrating data from Amplitude to DynamoDB provides several benefits. Here are a few use cases:

  1. Advanced Analytics: DynamoDB’s powerful data processing capabilities enable you to perform complex queries and data analysis on your Amplitude data, extracting insights that wouldn't be possible within Amplitude alone.
  2. Data Consolidation: If you're using multiple other sources along with Amplitude, syncing to DynamoDB allows you to centralize your data for a holistic view of your operations, and to set up a change data capture process so you never have any discrepancies in your data again.
  3. Historical Data Analysis: Amplitude has limits on historical data. Syncing data to DynamoDB allows for long-term data retention and analysis of historical trends over time.
  4. Data Security and Compliance: DynamoDB provides robust data security features. Syncing Amplitude data to DynamoDB ensures your data is secured and allows for advanced data governance and compliance management.
  5. Scalability: DynamoDB can handle large volumes of data without affecting performance, providing an ideal solution for growing businesses with expanding Amplitude data.
  6. Data Science and Machine Learning: By having Amplitude data in DynamoDB, you can apply machine learning models to your data for predictive analytics, customer segmentation, and more.
  7. Reporting and Visualization: While Amplitude provides reporting tools, data visualization tools like Tableau, PowerBI, Looker (Google Data Studio) can connect to DynamoDB, providing more advanced business intelligence options. If you have a Amplitude table that needs to be converted to a DynamoDB table, Airbyte can do that automatically.

Wrapping Up

To summarize, this tutorial has shown you how to:

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

With Airbyte, creating data pipelines take minutes, and the data integration possibilities are endless. Airbyte supports the largest catalog of API tools, databases, and files, among other sources. Airbyte's connectors are open-source, so you can add any custom objects to the connector, or even build a new connector from scratch without any local dev environment or any data engineer within 10 minutes with the no-code connector builder.

We look forward to seeing you make use of it! We invite you to join the conversation on our community Slack Channel, or sign up for our newsletter. You should also check out other Airbyte tutorials, and Airbyte’s content hub!

What should you do next?

Hope you enjoyed the reading. Here are the 3 ways we can help you in your data journey:

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Connectors Used

What should you do next?

Hope you enjoyed the reading. Here are the 3 ways we can help you in your data journey:

flag icon
Easily address your data movement needs with Airbyte Cloud
Take the first step towards extensible data movement infrastructure that will give a ton of time back to your data team. 
Get started with Airbyte for free
high five icon
Talk to a data infrastructure expert
Get a free consultation with an Airbyte expert to significantly improve your data movement infrastructure. 
Talk to sales
stars sparkling
Improve your data infrastructure knowledge
Subscribe to our monthly newsletter and get the community’s new enlightening content along with Airbyte’s progress in their mission to solve data integration once and for all.
Subscribe to newsletter

Connectors Used

Frequently Asked Questions

What data can you extract from Amplitude?

Amplitude's API provides access to a wide range of data related to user behavior and engagement on digital platforms. The following are the categories of data that can be accessed through Amplitude's API:  

1. User data: This includes information about individual users such as their demographics, location, and device type.  

2. Event data: This includes data related to user actions such as clicks, page views, and purchases.  

3. Session data: This includes information about user sessions such as the duration of the session and the number of events that occurred during the session.  

4. Funnel data: This includes data related to user behavior in a specific sequence of events, such as a checkout funnel.  

5. Retention data: This includes data related to user retention, such as the percentage of users who return to the platform after a certain period of time.  

6. Revenue data: This includes data related to revenue generated by the platform, such as the total revenue and revenue per user.  

7. Cohort data: This includes data related to groups of users who share a common characteristic, such as the date they signed up for the platform.

What data can you transfer to DynamoDB?

You can transfer a wide variety of data to DynamoDB. This usually includes structured, semi-structured, and unstructured data like transaction records, log files, JSON data, CSV files, and more, allowing robust, scalable data integration and analysis.

What are top ETL tools to transfer data from Amplitude to DynamoDB?

The most prominent ETL tools to transfer data from Amplitude to DynamoDB include:

  • Airbyte
  • Fivetran
  • Stitch
  • Matillion
  • Talend Data Integration

These tools help in extracting data from Amplitude and various sources (APIs, databases, and more), transforming it efficiently, and loading it into DynamoDB and other databases, data warehouses and data lakes, enhancing data management capabilities.