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

What is Firebolt

Prerequisites

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

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

Step 1: Set up Drift as a source connector

Step 2: Set up Firebolt as a destination connector

Step 3: Set up a connection to sync your Drift data to Firebolt

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

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

Use Cases to transfer your Drift data to Firebolt

Integrating data from Drift to Firebolt provides several benefits. Here are a few use cases:

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

Wrapping Up

To summarize, this tutorial has shown you how to:

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