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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.
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.
Set up a source connector to extract data from in Airbyte
Choose from one of 400 sources where you want to import data from. This can be any API tool, cloud data warehouse, database, data lake, files, among other source types. You can even build your own source connector in minutes with our no-code no-code connector builder.
Configure the connection in Airbyte
The Airbyte Open Data Movement Platform
The only open solution empowering data teams to meet growing business demands in the new AI era.
Leverage the largest catalog of connectors
Cover your custom needs with our extensibility
Free your time from maintaining connectors, with automation
- Automated schema change handling, data normalization and more
- Automated data transformation orchestration with our dbt integration
- Automated workflow with our Airflow, Dagster and Prefect integration
Reliability at every level
Ship more quickly with the only solution that fits ALL your needs.
As your tools and edge cases grow, you deserve an extensible and open ELT solution that eliminates the time you spend on building and maintaining data pipelines
Leverage the largest catalog of connectors
Cover your custom needs with our extensibility
Free your time from maintaining connectors, with automation
- Automated schema change handling, data normalization and more
- Automated data transformation orchestration with our dbt integration
- Automated workflow with our Airflow, Dagster and Prefect integration
Reliability at every level
Ship more quickly with the only solution that fits ALL your needs.
As your tools and edge cases grow, you deserve an extensible and open ELT solution that eliminates the time you spend on building and maintaining data pipelines
Leverage the largest catalog of connectors
Cover your custom needs with our extensibility
Free your time from maintaining connectors, with automation
- Automated schema change handling, data normalization and more
- Automated data transformation orchestration with our dbt integration
- Automated workflow with our Airflow, Dagster and Prefect integration
Reliability at every level
Move large volumes, fast.
Change Data Capture.
Security from source to destination.
We support the CDC methods your company needs
Log-based CDC
Timestamp-based CDC
Airbyte Open Source
Airbyte Cloud
Airbyte Enterprise
Why choose Airbyte as the backbone of your data infrastructure?
Keep your data engineering costs in check
Get Airbyte hosted where you need it to be
- Airbyte Cloud: Have it hosted by us, with all the security you need (SOC2, ISO, GDPR, HIPAA Conduit).
- Airbyte Enterprise: Have it hosted within your own infrastructure, so your data and secrets never leave it.
White-glove enterprise-level support
Including for your Airbyte Open Source instance with our premium support.
Airbyte supports a growing list of destinations, including cloud data warehouses, lakes, and databases.
Airbyte supports a growing list of destinations, including cloud data warehouses, lakes, and databases.
Airbyte supports a growing list of sources, including API tools, cloud data warehouses, lakes, databases, and files, or even custom sources you can build.
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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.
Salesforce Marketing Cloud is a powerful digital marketing platform that enables businesses to create and manage personalized marketing campaigns across multiple channels, including email, social media, mobile, and web. It provides a suite of tools that help businesses to engage with their customers, build brand loyalty, and drive sales. The platform offers a range of features, including email marketing, social media management, mobile messaging, advertising, and analytics. It allows businesses to create targeted campaigns based on customer data, behavior, and preferences, and to track the effectiveness of their campaigns in real-time. Salesforce Marketing Cloud also provides a range of automation tools that help businesses to streamline their marketing processes and improve efficiency. These tools include automated email campaigns, social media scheduling, and personalized content recommendations. Overall, Salesforce Marketing Cloud is a comprehensive digital marketing platform that helps businesses to create and manage effective marketing campaigns across multiple channels, and to build stronger relationships with their customers.
1. Subscriber data: You can extract information about subscribers, including their email addresses, names, and other contact details.
2. Campaign data: You can extract data about campaigns, including their names, types, and statuses.
3. Email performance data: You can extract data about email performance, including open rates, click-through rates, and bounce rates.
4. Social media data: You can extract data about social media campaigns, including engagement rates, follower counts, and post performance.
5. Website tracking data: You can extract data about website visitors, including their behavior, preferences, and demographics.
6. Lead data: You can extract data about leads, including their contact information, interests, and behaviors.
7. Sales data: You can extract data about sales, including revenue, conversion rates, and customer lifetime value.
8. Customer data: You can extract data about customers, including their purchase history, preferences, and feedback.
9. Marketing automation data: You can extract data about marketing automation workflows, including their triggers, actions, and outcomes.
10. Analytics data: You can extract data about marketing analytics, including trends, patterns, and insights.
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.
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.
Salesforce Marketing Cloud is a powerful digital marketing platform that enables businesses to create and manage personalized marketing campaigns across multiple channels, including email, social media, mobile, and web. It provides a suite of tools that help businesses to engage with their customers, build brand loyalty, and drive sales. The platform offers a range of features, including email marketing, social media management, mobile messaging, advertising, and analytics. It allows businesses to create targeted campaigns based on customer data, behavior, and preferences, and to track the effectiveness of their campaigns in real-time. Salesforce Marketing Cloud also provides a range of automation tools that help businesses to streamline their marketing processes and improve efficiency. These tools include automated email campaigns, social media scheduling, and personalized content recommendations. Overall, Salesforce Marketing Cloud is a comprehensive digital marketing platform that helps businesses to create and manage effective marketing campaigns across multiple channels, and to build stronger relationships with their customers.
1. Subscriber data: You can extract information about subscribers, including their email addresses, names, and other contact details.
2. Campaign data: You can extract data about campaigns, including their names, types, and statuses.
3. Email performance data: You can extract data about email performance, including open rates, click-through rates, and bounce rates.
4. Social media data: You can extract data about social media campaigns, including engagement rates, follower counts, and post performance.
5. Website tracking data: You can extract data about website visitors, including their behavior, preferences, and demographics.
6. Lead data: You can extract data about leads, including their contact information, interests, and behaviors.
7. Sales data: You can extract data about sales, including revenue, conversion rates, and customer lifetime value.
8. Customer data: You can extract data about customers, including their purchase history, preferences, and feedback.
9. Marketing automation data: You can extract data about marketing automation workflows, including their triggers, actions, and outcomes.
10. Analytics data: You can extract data about marketing analytics, including trends, patterns, and insights.
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.
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.
Salesforce Marketing Cloud is a powerful digital marketing platform that enables businesses to create and manage personalized marketing campaigns across multiple channels, including email, social media, mobile, and web. It provides a suite of tools that help businesses to engage with their customers, build brand loyalty, and drive sales. The platform offers a range of features, including email marketing, social media management, mobile messaging, advertising, and analytics. It allows businesses to create targeted campaigns based on customer data, behavior, and preferences, and to track the effectiveness of their campaigns in real-time. Salesforce Marketing Cloud also provides a range of automation tools that help businesses to streamline their marketing processes and improve efficiency. These tools include automated email campaigns, social media scheduling, and personalized content recommendations. Overall, Salesforce Marketing Cloud is a comprehensive digital marketing platform that helps businesses to create and manage effective marketing campaigns across multiple channels, and to build stronger relationships with their customers.
1. Subscriber data: You can extract information about subscribers, including their email addresses, names, and other contact details.
2. Campaign data: You can extract data about campaigns, including their names, types, and statuses.
3. Email performance data: You can extract data about email performance, including open rates, click-through rates, and bounce rates.
4. Social media data: You can extract data about social media campaigns, including engagement rates, follower counts, and post performance.
5. Website tracking data: You can extract data about website visitors, including their behavior, preferences, and demographics.
6. Lead data: You can extract data about leads, including their contact information, interests, and behaviors.
7. Sales data: You can extract data about sales, including revenue, conversion rates, and customer lifetime value.
8. Customer data: You can extract data about customers, including their purchase history, preferences, and feedback.
9. Marketing automation data: You can extract data about marketing automation workflows, including their triggers, actions, and outcomes.
10. Analytics data: You can extract data about marketing analytics, including trends, patterns, and insights.
1. First, navigate to the Salesforce Marketing Cloud source connector page on Airbyte.com.
2. Click on the "Add Source" button to begin the process of adding your Salesforce Marketing Cloud credentials.
3. In the "Add Source" page, enter a name for your source connector and select "Salesforce Marketing Cloud" as the source type.
4. Next, enter your Salesforce Marketing Cloud credentials, including your Client ID, Client Secret, Username, and Password.
5. Click on the "Test" button to ensure that your credentials are correct and that Airbyte can connect to your Salesforce Marketing Cloud account.
6. Once the test is successful, click on the "Save" button to save your credentials and complete the setup process.
7. You can now use your Salesforce Marketing Cloud source connector to extract data from your account and integrate it with other tools and platforms through Airbyte.
8. To configure your data replication settings, navigate to the "Sync" tab and select the tables or objects that you want to replicate.
9. You can also set up scheduling and other advanced settings to customize your data replication process.
10. Once you have configured your settings, click on the "Save" button to save your changes and start replicating data from your Salesforce Marketing Cloud account.
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.