Warehouses and Lakes
Finance & Ops Analytics

How to load data from Stripe to S3

Learn how to use Airbyte to synchronize your Stripe data into S3 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 Stripe as a source connector (using Auth, or usually an API key)
  2. set up S3 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 Stripe

Stripe is a technology company focused on helping businesses of all sizes accept web and mobile payments. Stripe software is intended to build a solid economic infrastructure for the internet at global scale. Well-known companies like Salesforce and Facebook accept online payments through Stripe software. Stripe’s innovative applications combined with their solid economic infrastructure support modern business models like crowdfunding and marketplaces. Stripe continues to innovate, partnering with tech-dominant enterprises such as Apple, Google, and Facebook to launch new capabilities.

What is S3

Amazon S3 (Simple Storage Service) is a cloud-based object storage service provided by Amazon Web Services (AWS). It is designed to store and retrieve any amount of data from anywhere on the web. S3 is highly scalable, secure, and durable, making it an ideal solution for businesses of all sizes. S3 allows users to store and retrieve data in the form of objects, which can be up to 5 terabytes in size. These objects can be accessed through a web interface or through APIs, making it easy to integrate with other AWS services or third-party applications. S3 also offers a range of features, including versioning, lifecycle policies, and access control, which allow users to manage their data effectively. It also provides high availability and durability, ensuring that data is always accessible and protected against data loss. Overall, S3 is a powerful and flexible tool that enables businesses to store and manage their data in a secure and scalable way, making it an essential component of many cloud-based applications and services.

Integrate Stripe with S3 in minutes

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Prerequisites

  1. A Stripe account to transfer your customer data automatically from.
  2. A S3 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 Stripe and S3, for seamless data migration.

When using Airbyte to move data from Stripe to S3, it extracts data from Stripe using the source connector, converts it into a format S3 can ingest using the provided schema, and then loads it into S3 via the destination connector. This allows businesses to leverage their Stripe data for advanced analytics and insights within S3, simplifying the ETL process and saving significant time and resources.

Step 1: Set up Stripe as a source connector

1. First, you need to create a Stripe account and log in to your dashboard.

2. Navigate to the Developers section and click on API keys.

3. Copy the Secret Key and Publishable Key.

4. Go to Airbyte and click on Sources in the left-hand menu.

5. Click on the Stripe source connector and then click on Create New Connection.

6. Enter a name for your connection and paste the Secret Key and Publishable Key in the respective fields.

7. Click on Test Connection to ensure that the credentials are correct.

8. If the test is successful, click on Save to save the connection.

9. You can now configure the sync settings for your Stripe source connector, such as selecting the data you want to sync and setting up a schedule for the sync to run automatically.

10. Once you have configured the sync settings, click on Save and Run to start syncing your Stripe data with Airbyte.

Step 2: Set up S3 as a destination connector

1. Log in to your Airbyte account and navigate to the "Destinations" tab on the left-hand side of the screen.

2. Click on the "Add Destination" button and select "S3" from the list of available connectors.

3. Enter your AWS access key ID and secret access key in the appropriate fields. If you don't have these credentials, you can generate them in the AWS console.

4. Choose the AWS region where you want to store your data.

5. Enter the name of the S3 bucket where you want to store your data. If the bucket doesn't exist yet, you can create it in the AWS console.

6. Choose the format in which you want to store your data (e.g. CSV, JSON, Parquet).

7. Configure any additional settings, such as compression or encryption, if desired.

8. Test the connection to ensure that Airbyte can successfully connect to your S3 bucket.

9. Save your settings and start syncing data from your source connectors to your S3 destination.

Step 3: Set up a connection to sync your Stripe data to S3

Once you've successfully connected Stripe as a data source and S3 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 Stripe from the dropdown list of your configured sources.
  3. Select your destination: Choose S3 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 Stripe objects you want to import data from towards S3. 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 Stripe to S3 according to your settings.

Remember, Airbyte keeps your data in sync at the frequency you determine, ensuring your S3 data warehouse is always up-to-date with your Stripe data.

Use Cases to transfer your Stripe data to S3

Integrating data from Stripe to S3 provides several benefits. Here are a few use cases:

  1. Advanced Analytics: S3’s powerful data processing capabilities enable you to perform complex queries and data analysis on your Stripe data, extracting insights that wouldn't be possible within Stripe alone.
  2. Data Consolidation: If you're using multiple other sources along with Stripe, syncing to S3 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: Stripe has limits on historical data. Syncing data to S3 allows for long-term data retention and analysis of historical trends over time.
  4. Data Security and Compliance: S3 provides robust data security features. Syncing Stripe data to S3 ensures your data is secured and allows for advanced data governance and compliance management.
  5. Scalability: S3 can handle large volumes of data without affecting performance, providing an ideal solution for growing businesses with expanding Stripe data.
  6. Data Science and Machine Learning: By having Stripe data in S3, you can apply machine learning models to your data for predictive analytics, customer segmentation, and more.
  7. Reporting and Visualization: While Stripe provides reporting tools, data visualization tools like Tableau, PowerBI, Looker (Google Data Studio) can connect to S3, providing more advanced business intelligence options. If you have a Stripe table that needs to be converted to a S3 table, Airbyte can do that automatically.

Wrapping Up

To summarize, this tutorial has shown you how to:

  1. Configure a Stripe account as an Airbyte data source connector.
  2. Configure S3 as a data destination connector.
  3. Create an Airbyte data pipeline that will automatically be moving data directly from Stripe to S3 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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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
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Talk to a data infrastructure expert
Get a free consultation with an Airbyte expert to significantly improve your data movement infrastructure. 
Talk to sales
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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.
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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 Stripe?

Stripe's API provides access to a wide range of data related to payment processing and management. The following are the categories of data that can be accessed through Stripe's API:  

1. Payment data: This includes information about payments made through Stripe, such as the amount, currency, and status of the payment.  

2. Customer data: This includes information about customers who have made payments through Stripe, such as their name, email address, and payment history.  

3. Subscription data: This includes information about subscriptions made through Stripe, such as the subscription plan, billing cycle, and status of the subscription.  

4. Dispute data: This includes information about disputes raised by customers, such as the reason for the dispute and the status of the dispute resolution process.  

5. Balance data: This includes information about the balance of the Stripe account, such as the available balance, pending balance, and currency.  

6. Transfer data: This includes information about transfers made from the Stripe account to a bank account, such as the amount, currency, and status of the transfer.  

7. Refund data: This includes information about refunds made through Stripe, such as the amount, currency, and status of the refund.  

Overall, Stripe's API provides access to a comprehensive set of data related to payment processing and management, enabling businesses to effectively manage their payment operations.

What data can you transfer to S3?

You can transfer a wide variety of data to S3. 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 Stripe to S3?

The most prominent ETL tools to transfer data from Stripe to S3 include:

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

These tools help in extracting data from Stripe and various sources (APIs, databases, and more), transforming it efficiently, and loading it into S3 and other databases, data warehouses and data lakes, enhancing data management capabilities.