How to load data from Apify Dataset to Starburst Galaxy

Learn how to use Airbyte to synchronize your Apify Dataset data into Starburst Galaxy within minutes.

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About the source and destination

Apify Dataset

Apify is a web scraping and automation platform that can extract structured data from any website or automate any workflow on the web. For example, imagine you found a website selling shoes and want to get a spreadsheet with all the shoe sizes, colors, prices, etc., but the website doesn't make that information accessible in tabular form. Youcould certainly manually create such a spreadsheet using copy and paste, but that would take a lot of time and cause a lot of frustration. Or you can set up Apify to do this for you in a few seconds.

Starburst Galaxy

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.

Old Automated Content

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 Apify Dataset as a source connector (using Auth, or usually an API key)
  2. set up Starburst Galaxy 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 Apify Dataset

Apify is a web scraping and automation platform that can extract structured data from any website or automate any workflow on the web. For example, imagine you found a website selling shoes and want to get a spreadsheet with all the shoe sizes, colors, prices, etc., but the website doesn't make that information accessible in tabular form. Youcould certainly manually create such a spreadsheet using copy and paste, but that would take a lot of time and cause a lot of frustration. Or you can set up Apify to do this for you in a few seconds.

What is Starburst Galaxy

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.

Integrate Apify Dataset with Starburst Galaxy in minutes

Try for free now

Prerequisites

  1. A Apify Dataset account to transfer your customer data automatically from.
  2. A Starburst Galaxy 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 Apify Dataset and Starburst Galaxy, for seamless data migration.

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

Step 1: Set up Apify Dataset as a source connector

1. First, navigate to the Apify website and log in to your account.
2. Once you are logged in, click on the "API" tab in the top navigation bar.
3. Next, click on the "Credentials" tab and then click the "Create new token" button.
4. Give your token a name and select the appropriate permissions for your use case.
5. Copy the generated token to your clipboard.
6. Navigate to your Airbyte dashboard and click on the "Sources" tab.
7. Click on the "Add Source" button and select "Apify" from the list of available connectors.
8. In the "Connection Configuration" section, paste the token you copied from Apify into the "API Token" field.
9. Enter the name of the dataset you want to connect to in the "Dataset Name" field.
10. Click the "Test" button to ensure that the connection is successful.
11. If the test is successful, click the "Save" button to save your configuration.
12. You can now use the Apify source connector in Airbyte to extract data from your chosen dataset.

Step 2: Set up Starburst Galaxy as a destination connector

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.

Step 3: Set up a connection to sync your Apify Dataset data to Starburst Galaxy

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

Remember, Airbyte keeps your data in sync at the frequency you determine, ensuring your Starburst Galaxy data warehouse is always up-to-date with your Apify Dataset data.

Use Cases to transfer your Apify Dataset data to Starburst Galaxy

Integrating data from Apify Dataset to Starburst Galaxy provides several benefits. Here are a few use cases:

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

Wrapping Up

To summarize, this tutorial has shown you how to:

  1. Configure a Apify Dataset account as an Airbyte data source connector.
  2. Configure Starburst Galaxy as a data destination connector.
  3. Create an Airbyte data pipeline that will automatically be moving data directly from Apify Dataset to Starburst Galaxy 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. 
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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. 
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How to load data from Apify Dataset to Starburst Galaxy

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

Apify is a web scraping and automation platform that can extract structured data from any website or automate any workflow on the web. For example, imagine you found a website selling shoes and want to get a spreadsheet with all the shoe sizes, colors, prices, etc., but the website doesn't make that information accessible in tabular form. Youcould certainly manually create such a spreadsheet using copy and paste, but that would take a lot of time and cause a lot of frustration. Or you can set up Apify to do this for you in a few seconds.

What is Starburst Galaxy

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.

Integrate Apify Dataset with Starburst Galaxy in minutes

Try for free now

Prerequisites

  1. A Apify Dataset account to transfer your customer data automatically from.
  2. A Starburst Galaxy 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 Apify Dataset and Starburst Galaxy, for seamless data migration.

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

Step 1: Set up Apify Dataset as a source connector

1. First, navigate to the Apify website and log in to your account.
2. Once you are logged in, click on the "API" tab in the top navigation bar.
3. Next, click on the "Credentials" tab and then click the "Create new token" button.
4. Give your token a name and select the appropriate permissions for your use case.
5. Copy the generated token to your clipboard.
6. Navigate to your Airbyte dashboard and click on the "Sources" tab.
7. Click on the "Add Source" button and select "Apify" from the list of available connectors.
8. In the "Connection Configuration" section, paste the token you copied from Apify into the "API Token" field.
9. Enter the name of the dataset you want to connect to in the "Dataset Name" field.
10. Click the "Test" button to ensure that the connection is successful.
11. If the test is successful, click the "Save" button to save your configuration.
12. You can now use the Apify source connector in Airbyte to extract data from your chosen dataset.

Step 2: Set up Starburst Galaxy as a destination connector

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.

Step 3: Set up a connection to sync your Apify Dataset data to Starburst Galaxy

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

Remember, Airbyte keeps your data in sync at the frequency you determine, ensuring your Starburst Galaxy data warehouse is always up-to-date with your Apify Dataset data.

Use Cases to transfer your Apify Dataset data to Starburst Galaxy

Integrating data from Apify Dataset to Starburst Galaxy provides several benefits. Here are a few use cases:

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

Wrapping Up

To summarize, this tutorial has shown you how to:

  1. Configure a Apify Dataset account as an Airbyte data source connector.
  2. Configure Starburst Galaxy as a data destination connector.
  3. Create an Airbyte data pipeline that will automatically be moving data directly from Apify Dataset to Starburst Galaxy 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:

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

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

Frequently Asked Questions

What data can you extract from Apify Dataset?

Apify's API provides access to a wide range of data types, including:  

1. Web scraping data: Apify's web scraping tools allow users to extract data from websites and APIs, including HTML, JSON, XML, and CSV formats.  
2. Social media data: Apify's API can be used to extract data from social media platforms such as Twitter, Facebook, and Instagram, including posts, comments, and user profiles.  
3. E-commerce data: Apify's API can be used to extract data from e-commerce platforms such as Amazon, eBay, and Shopify, including product listings, prices, and reviews.  
4. Search engine data: Apify's API can be used to extract data from search engines such as Google, Bing, and Yahoo, including search results, rankings, and keyword data.  
5. Financial data: Apify's API can be used to extract financial data from sources such as stock exchanges, financial news websites, and investment platforms.  
6. Weather data: Apify's API can be used to extract weather data from sources such as weather APIs and weather news websites.  
7. Government data: Apify's API can be used to extract data from government websites and APIs, including census data, crime statistics, and public records.  

Overall, Apify's API provides access to a wide range of data types, making it a powerful tool for data extraction and analysis.

What data can you transfer to Starburst Galaxy?

You can transfer a wide variety of data to Starburst Galaxy. 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 Apify Dataset to Starburst Galaxy?

The most prominent ETL tools to transfer data from Apify Dataset to Starburst Galaxy include:

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

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

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