How to load data from AWS CloudTrail to Firebolt

Learn how to use Airbyte to synchronize your AWS CloudTrail data into Firebolt within minutes.

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Set up a AWS CloudTrail connector in Airbyte

Connect to AWS CloudTrail or one of 400+ pre-built or 10,000+ custom connectors through simple account authentication.

Set up Firebolt for your extracted AWS CloudTrail data

Select Firebolt where you want to import data from your AWS CloudTrail source to. You can also choose other cloud data warehouses, databases, data lakes, vector databases, or any other supported Airbyte destinations.

Configure the AWS CloudTrail to Firebolt in Airbyte

This includes selecting the data you want to extract - streams and columns -, the sync frequency, where in the destination you want that data to be loaded.

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TL;DR

set up AWS CloudTrail as a source connector (using Auth, or usually an API key)
set up Firebolt as a destination connector
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 AWS CloudTrail

AWS CloudTrail is a web service developed to simplify and provide assistance with AWS accounts. Enabling compliance, governance, and operational and risk auditing, it allows users to monitor, log, and document AWS account-related activity in an easily searchable format. With its comprehensive account event history function, CloudTrail helps users analyze and troubleshoot security and operational issues, detect unusual account activity, and much more by increasing visibility into customers’ user and resource activity.

What is Firebolt

Firebolt is a high-performance cloud-native data warehouse platform designed for massive-scale data analytics. It enables organizations to harness the power of big data with lightning-fast query speeds and unlimited scalability. Firebolt.io utilizes a unique indexing technology and a highly parallelized architecture to optimize data processing and reduce query latency. With its cloud-native approach, users can easily integrate and analyze diverse data sources while benefiting from automatic scalability and cost optimization. Firebolt.io empowers businesses to derive actionable insights from their data at unprecedented speed and efficiency, accelerating data-driven decision-making and unlocking the full potential of big data analytics.

Integrate AWS CloudTrail with Firebolt in minutes

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Prerequisites

A AWS CloudTrail account to transfer your customer data automatically from.
A Firebolt account.
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 AWS CloudTrail and Firebolt, for seamless data migration.

When using Airbyte to move data from AWS CloudTrail to Firebolt, it extracts data from AWS CloudTrail 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 AWS CloudTrail data for advanced analytics and insights within Firebolt, simplifying the ETL process and saving significant time and resources.

Step 1: Set up AWS CloudTrail as a source connector

1. First, navigate to the AWS Management Console and log in to your account.
2. Once logged in, search for the CloudTrail service and select it.
3. In the CloudTrail dashboard, select the Trails option from the left-hand menu.
4. Click on the name of the trail you want to use as your source connector.
5. In the trail details page, scroll down to the section labeled "Management events" and click on the "Edit" button.
6. In the "Data events" section, click on the "Add data event" button.
7. Select the type of data event you want to capture and configure the settings as needed.
8. Once you have configured the data event, click on the "Save" button to save your changes.
9. Next, navigate to the Airbyte dashboard and select the "Sources" option from the left-hand menu.
10. Click on the "Create a new source" button and select the AWS CloudTrail connector.
11. Enter your AWS access key ID and secret access key in the appropriate fields.
12. Enter the name of the S3 bucket where your CloudTrail logs are stored.
13. Enter the name of the CloudTrail trail you want to use as your source connector.
14. Click on the "Test" button to ensure that your credentials are valid and that Airbyte can connect to your CloudTrail logs.
15. Once the test is successful, click on the "Create" button to create your AWS CloudTrail source connector in Airbyte.

Step 2: Set up Firebolt as a destination connector

1. First, navigate to the Firebolt destination connector on Airbyte.
2. Click on the "Create a new connection" button.
3. Enter a name for your connection.
4. Enter your Firebolt API key and secret.
5. Enter the name of the Firebolt database you want to connect to.
6. Enter the name of the schema you want to use.
7. Choose the tables you want to replicate.
8. Configure any additional settings, such as the replication frequency and the maximum number of rows to replicate.
9. Test the connection to ensure that it is working properly.
10. Save the connection and start the replication process.
Note: It is important to have a basic understanding of Firebolt and its API before attempting to connect it to Airbyte. Additionally, it is recommended to consult the Airbyte documentation for more detailed instructions and troubleshooting tips.

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

Once you've successfully connected AWS CloudTrail as a data source and Firebolt as a destination in Airbyte, you can set up a data pipeline between them with the following steps:

Create a new connection: On the Airbyte dashboard, navigate to the 'Connections' tab and click the '+ New Connection' button.
Choose your source: Select AWS CloudTrail from the dropdown list of your configured sources.
Select your destination: Choose Firebolt from the dropdown list of your configured destinations.
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.
Select the data to sync: Choose the specific AWS CloudTrail objects you want to import data from towards Firebolt. You can sync all data or select specific tables and fields.
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.
Test your connection: Click the 'Test Connection' button to make sure that your setup works. If the connection test is successful, save your configuration.
Start the sync: If the test passes, click 'Set Up Connection'. Airbyte will start moving data from AWS CloudTrail 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 AWS CloudTrail data.

Use Cases to transfer your AWS CloudTrail data to Firebolt

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

Advanced Analytics: Firebolt’s powerful data processing capabilities enable you to perform complex queries and data analysis on your AWS CloudTrail data, extracting insights that wouldn't be possible within AWS CloudTrail alone.
Data Consolidation: If you're using multiple other sources along with AWS CloudTrail, 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.
Historical Data Analysis: AWS CloudTrail has limits on historical data. Syncing data to Firebolt allows for long-term data retention and analysis of historical trends over time.
Data Security and Compliance: Firebolt provides robust data security features. Syncing AWS CloudTrail data to Firebolt ensures your data is secured and allows for advanced data governance and compliance management.
Scalability: Firebolt can handle large volumes of data without affecting performance, providing an ideal solution for growing businesses with expanding AWS CloudTrail data.
Data Science and Machine Learning: By having AWS CloudTrail data in Firebolt, you can apply machine learning models to your data for predictive analytics, customer segmentation, and more.
Reporting and Visualization: While AWS CloudTrail 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 AWS CloudTrail 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:

Configure a AWS CloudTrail account as an Airbyte data source connector.
Configure Firebolt as a data destination connector.
Create an Airbyte data pipeline that will automatically be moving data directly from AWS CloudTrail to Firebolt 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!

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How to Sync AWS CloudTrail to Firebolt Manually

Step 1:

Step 2:

Step 3:

Step 4:

Step 5:

Step 6:

Step 7:

Step 8:

FAQs

What is ETL?

ETL, an acronym for Extract, Transform, Load, is a vital data integration process. It involves extracting data from diverse sources, transforming it into a usable format, and loading it into a database, data warehouse or data lake. This process enables meaningful data analysis, enhancing business intelligence.

What is AWS CloudTrail?

What data can you extract from AWS CloudTrail?

AWS CloudTrail provides access to a wide range of data related to AWS account activity and resource usage. The following are the categories of data that can be accessed through the API:

1. Event history: This includes information about all the events that have occurred in an AWS account, such as API calls, console sign-ins, and resource changes.
2. Resource activity: This category includes data related to the usage of AWS resources, such as EC2 instances, S3 buckets, and RDS databases.
3. User activity: This category includes data related to user activity in an AWS account, such as user sign-ins, password changes, and access key usage.
4. Security analysis: This category includes data related to security events in an AWS account, such as failed login attempts, unauthorized access attempts, and changes to security groups.
5. Compliance auditing: This category includes data related to compliance auditing in an AWS account, such as changes to IAM policies, CloudTrail configuration changes, and VPC network changes.

Overall, the AWS CloudTrail API provides a comprehensive view of AWS account activity and resource usage, making it a valuable tool for monitoring and managing AWS environments.

How do I transfer data from AWS CloudTrail?

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 AWS CloudTrail to Firebolt as a source connector (using Auth, or usually an API key)
2. Choose a destination (more than 50 available destination databases, data warehouses or lakes) to sync data too and set it up as a destination connector
3. Define which data you want to transfer from AWS CloudTrail to Firebolt and how frequently
You can choose to self-host the pipeline using Airbyte Open Source or have it managed for you with Airbyte Cloud.

What is ELT?

ELT, standing for Extract, Load, Transform, is a modern take on the traditional ETL data integration process. In ELT, data is first extracted from various sources, loaded directly into a data warehouse, and then transformed. This approach enhances data processing speed, analytical flexibility and autonomy.

Difference between ETL and ELT?

ETL and ELT are critical data integration strategies with key differences. ETL (Extract, Transform, Load) transforms data before loading, ideal for structured data. In contrast, ELT (Extract, Load, Transform) loads data before transformation, perfect for processing large, diverse data sets in modern data warehouses. ELT is becoming the new standard as it offers a lot more flexibility and autonomy to data analysts.

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Warehouses and Lakes

Engineering Analytics

How to load data from AWS CloudTrail to Firebolt

Learn how to use Airbyte to synchronize your AWS CloudTrail data into Firebolt within minutes.

Try Airbyte Cloud free

Deploy Airbyte Open Source

TL;DR

What is AWS CloudTrail

What is Firebolt

Prerequisites

Step 1: Setup AWS CloudTrail

Step 2: Setup Firebolt

Step 3: Setup a connection Use Cases Wrapping Up

Example H2

Example H3

Sync data between AWS CloudTrail and Firebolt

Get your data syncing in minutes

Try Airbyte free

TL;DR

set up AWS CloudTrail as a source connector (using Auth, or usually an API key)
set up Firebolt as a destination connector
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 AWS CloudTrail

What is Firebolt

Integrate AWS CloudTrail with Firebolt in minutes

Try for free now

Prerequisites

A AWS CloudTrail account to transfer your customer data automatically from.
A Firebolt account.
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.

Step 1: Set up AWS CloudTrail as a source connector

Step 2: Set up Firebolt as a destination connector

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

Once you've successfully connected AWS CloudTrail as a data source and Firebolt as a destination in Airbyte, you can set up a data pipeline between them with the following steps:

Create a new connection: On the Airbyte dashboard, navigate to the 'Connections' tab and click the '+ New Connection' button.
Choose your source: Select AWS CloudTrail from the dropdown list of your configured sources.
Select your destination: Choose Firebolt from the dropdown list of your configured destinations.
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.
Select the data to sync: Choose the specific AWS CloudTrail objects you want to import data from towards Firebolt. You can sync all data or select specific tables and fields.
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.
Test your connection: Click the 'Test Connection' button to make sure that your setup works. If the connection test is successful, save your configuration.
Start the sync: If the test passes, click 'Set Up Connection'. Airbyte will start moving data from AWS CloudTrail 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 AWS CloudTrail data.

Use Cases to transfer your AWS CloudTrail data to Firebolt

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

Advanced Analytics: Firebolt’s powerful data processing capabilities enable you to perform complex queries and data analysis on your AWS CloudTrail data, extracting insights that wouldn't be possible within AWS CloudTrail alone.
Data Consolidation: If you're using multiple other sources along with AWS CloudTrail, 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.
Historical Data Analysis: AWS CloudTrail has limits on historical data. Syncing data to Firebolt allows for long-term data retention and analysis of historical trends over time.
Data Security and Compliance: Firebolt provides robust data security features. Syncing AWS CloudTrail data to Firebolt ensures your data is secured and allows for advanced data governance and compliance management.
Scalability: Firebolt can handle large volumes of data without affecting performance, providing an ideal solution for growing businesses with expanding AWS CloudTrail data.
Data Science and Machine Learning: By having AWS CloudTrail data in Firebolt, you can apply machine learning models to your data for predictive analytics, customer segmentation, and more.
Reporting and Visualization: While AWS CloudTrail 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 AWS CloudTrail table that needs to be converted to a Firebolt table, Airbyte can do that automatically.