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"The intake layer of Datadog’s self-serve analytics platform is largely built on Airbyte.Airbyte’s ease of use and extensibility allowed any team in the company to push their data into the platform - without assistance from the data team!"
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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 is a cloud-based customer relationship management (CRM) platform providing business solutions software on a subscription basis. Salesforce is a huge force in the ecommerce world, helping businesses with marketing, commerce, service and sales, and enabling enterprises’ IT teams to collaborate easily from anywhere. Salesforces is the force behind many industries, offering healthcare, automotive, finance, media, communications, and manufacturing multichannel support. Its services are wide-ranging, with access to customer, partner, and developer communities as well as an app exchange marketplace.
Salesforce's API provides access to a wide range of data types, including:
1. Accounts: Information about customer accounts, including contact details, billing information, and purchase history.
2. Leads: Data on potential customers, including contact information, lead source, and lead status.
3. Opportunities: Information on potential sales deals, including deal size, stage, and probability of closing.
4. Contacts: Details on individual contacts associated with customer accounts, including contact information and activity history.
5. Cases: Information on customer service cases, including case details, status, and resolution.
6. Products: Data on products and services offered by the company, including pricing, availability, and product descriptions.
7. Campaigns: Information on marketing campaigns, including campaign details, status, and results.
8. Reports and Dashboards: Access to pre-built and custom reports and dashboards that provide insights into sales, marketing, and customer service performance.
9. Custom Objects: Ability to access and manipulate custom objects created by the organization to store specific types of data.
Overall, Salesforce's API provides access to a comprehensive set of data types that enable organizations to manage and analyze their customer relationships, sales processes, and marketing campaigns.
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.
Salesforce is a cloud-based customer relationship management (CRM) platform providing business solutions software on a subscription basis. Salesforce is a huge force in the ecommerce world, helping businesses with marketing, commerce, service and sales, and enabling enterprises’ IT teams to collaborate easily from anywhere. Salesforces is the force behind many industries, offering healthcare, automotive, finance, media, communications, and manufacturing multichannel support. Its services are wide-ranging, with access to customer, partner, and developer communities as well as an app exchange marketplace.
Starburst Data is a data access and analytics company that offers a cloud-native, SQL-based query engine called Presto. Their mission is to enable organizations to access and analyze data across various sources efficiently and at scale. Starburst Data provides an enterprise-grade platform that leverages the power of Presto to query data residing in different databases, data lakes, and cloud storage systems, eliminating data silos and accelerating insights. With a focus on performance, security, and ease of use, Starburst Data empowers businesses to unlock the value of their data, enabling faster decision-making and advanced analytics capabilities.
1. Open the Airbyte platform and navigate to the "Sources" tab on the left-hand side of the screen.
2. Click on the "Salesforce" source connector and select "Create new connection."
3. Enter a name for your connection and click "Next."
4. Enter your Salesforce credentials, including your username, password, and security token.
5. Click "Test connection" to ensure that your credentials are correct and that Airbyte can connect to your Salesforce account.
6. Once the connection is successful, select the objects you want to replicate from Salesforce.
7. Choose the replication frequency and any other settings you want to apply to your connection.
8. Click "Create connection" to save your settings and start replicating data from Salesforce to Airbyte.
9. You can monitor the progress of your replication in the "Connections" tab and view the data in the "Dashboard" tab.
1. First, navigate to the connectors page on Airbyte and select the Starburst Galaxy destination connector.
2. Next, enter the required credentials for your Starburst Galaxy account, including the host, port, database name, username, and password.
3. Once you have entered your credentials, click on the "Test Connection" button to ensure that the connection is successful.
4. If the connection is successful, you can then configure the settings for your destination connector, including the table name, schema, and any additional options.
5. After configuring your settings, you can then run a sync to transfer data from your source connector to your Starburst Galaxy destination.
6. You can monitor the progress of your sync and view any errors or warnings that may occur during the transfer process.
7. Once the sync is complete, you can then view your data in your Starburst Galaxy database and use it for analysis or other purposes.
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:
What should you do next?
Hope you enjoyed the reading. Here are the 3 ways we can help you in your data journey:
Ready to get started?
Frequently Asked Questions
Salesforce's API provides access to a wide range of data types, including:
1. Accounts: Information about customer accounts, including contact details, billing information, and purchase history.
2. Leads: Data on potential customers, including contact information, lead source, and lead status.
3. Opportunities: Information on potential sales deals, including deal size, stage, and probability of closing.
4. Contacts: Details on individual contacts associated with customer accounts, including contact information and activity history.
5. Cases: Information on customer service cases, including case details, status, and resolution.
6. Products: Data on products and services offered by the company, including pricing, availability, and product descriptions.
7. Campaigns: Information on marketing campaigns, including campaign details, status, and results.
8. Reports and Dashboards: Access to pre-built and custom reports and dashboards that provide insights into sales, marketing, and customer service performance.
9. Custom Objects: Ability to access and manipulate custom objects created by the organization to store specific types of data.
Overall, Salesforce's API provides access to a comprehensive set of data types that enable organizations to manage and analyze their customer relationships, sales processes, and marketing campaigns.
What should you do next?
Hope you enjoyed the reading. Here are the 3 ways we can help you in your data journey: