How to load data from SurveyCTO to DuckDB

Learn how to use Airbyte to synchronize your SurveyCTO data into DuckDB within minutes.

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Set up a SurveyCTO connector in Airbyte

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

Set up DuckDB for your extracted SurveyCTO data

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

Configure the SurveyCTO to DuckDB 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

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

SurveyCTO is a data collection platform that enables researchers, development professionals, and organizations to collect high-quality data using mobile devices. It offers a range of features such as offline data collection, real-time monitoring, and customizable forms that can be used for surveys, assessments, and evaluations. The platform also includes advanced data management tools, such as data cleaning and analysis, to help users make sense of their data. SurveyCTO is designed to be user-friendly and accessible, with support for multiple languages and a range of mobile devices. It is used by organizations around the world to collect data for research, monitoring, and evaluation purposes.

What is DuckDB

DuckDB is an in-process SQL OLAP database management system. It has strong support for SQL. DuckDB is borrowing the SQLite shell implementation. Each database is a single file on disk. It’s analogous to “ SQLite for analytical (OLAP) workloads” (direct comparison on the SQLite vs DuckDB paper here), whereas SQLite is for OLTP ones. But it can handle vast amounts of data locally. It’s the smaller, lighter version of Apache Druid and other OLAP technologies.

Integrate SurveyCTO with DuckDB in minutes

Try for free now

Prerequisites

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

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

Step 1: Set up SurveyCTO as a source connector

1. First, log in to your SurveyCTO account and navigate to the API tab.
2. Generate an API token by clicking on the ""Generate new token"" button.
3. Copy the API token to your clipboard.
4. Open the Airbyte platform and navigate to the ""Sources"" tab.
5. Click on the ""New Source"" button and select ""SurveyCTO"" from the list of available sources.
6. Enter a name for your SurveyCTO source connector and paste the API token you copied earlier into the appropriate field.
7. Click on the ""Test"" button to ensure that the connection is successful.
8. If the test is successful, click on the ""Create"" button to save your SurveyCTO source connector.
9. You can now use your SurveyCTO source connector to extract data from your SurveyCTO account and integrate it with other tools and platforms.

Step 2: Set up DuckDB as a destination connector

1. Open the Airbyte platform and navigate to the "Destinations" tab on the left-hand side of the screen.
2. Click on the "Add Destination" button located in the top right corner of the screen.
3. Scroll down the list of available destinations until you find "DuckDB" and click on it.
4. Fill in the required information for your DuckDB database, including the host, port, database name, username, and password.
5. Test the connection to ensure that the information you provided is correct and that Airbyte can successfully connect to your DuckDB database.
6. If the connection is successful, click on the "Save" button to save your DuckDB destination connector.
7. You can now use this connector to transfer data from your source connectors to your DuckDB database. Simply select the DuckDB destination connector when setting up your data integration pipelines in Airbyte.

Step 3: Set up a connection to sync your SurveyCTO data to DuckDB

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

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

Use Cases to transfer your SurveyCTO data to DuckDB

Integrating data from SurveyCTO to DuckDB provides several benefits. Here are a few use cases:

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

Wrapping Up

To summarize, this tutorial has shown you how to:

  1. Configure a SurveyCTO account as an Airbyte data source connector.
  2. Configure DuckDB as a data destination connector.
  3. Create an Airbyte data pipeline that will automatically be moving data directly from SurveyCTO to DuckDB 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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Sync with Airbyte

How to Sync SurveyCTO to DuckDB Manually

FAQs

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.

SurveyCTO is a data collection platform that enables researchers, development professionals, and organizations to collect high-quality data using mobile devices. It offers a range of features such as offline data collection, real-time monitoring, and customizable forms that can be used for surveys, assessments, and evaluations. The platform also includes advanced data management tools, such as data cleaning and analysis, to help users make sense of their data. SurveyCTO is designed to be user-friendly and accessible, with support for multiple languages and a range of mobile devices. It is used by organizations around the world to collect data for research, monitoring, and evaluation purposes.

SurveyCTO's API provides access to a wide range of data related to surveys and data collection. The following are the categories of data that can be accessed through SurveyCTO's API:

1. Survey metadata: This includes information about the survey such as the survey name, form ID, and version.

2. Form data: This includes the data collected through the survey, such as responses to questions, timestamps, and geolocation data.

3. User data: This includes information about the users who have access to the survey, such as their usernames, roles, and permissions.

4. Device data: This includes information about the devices used to collect data, such as the device ID, model, and operating system.

5. Audit data: This includes information about the actions taken on the survey, such as when it was created, modified, or deleted.

6. Error data: This includes information about any errors that occurred during data collection, such as missing data or invalid responses.

Overall, SurveyCTO's API provides a comprehensive set of data that can be used to analyze and improve data collection processes.

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 SurveyCTO to DuckDB 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 SurveyCTO to DuckDB and how frequently
You can choose to self-host the pipeline using Airbyte Open Source or have it managed for you with Airbyte Cloud. 

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.

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.

Databases
Marketing Analytics

How to load data from SurveyCTO to DuckDB

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

SurveyCTO is a data collection platform that enables researchers, development professionals, and organizations to collect high-quality data using mobile devices. It offers a range of features such as offline data collection, real-time monitoring, and customizable forms that can be used for surveys, assessments, and evaluations. The platform also includes advanced data management tools, such as data cleaning and analysis, to help users make sense of their data. SurveyCTO is designed to be user-friendly and accessible, with support for multiple languages and a range of mobile devices. It is used by organizations around the world to collect data for research, monitoring, and evaluation purposes.

What is DuckDB

DuckDB is an in-process SQL OLAP database management system. It has strong support for SQL. DuckDB is borrowing the SQLite shell implementation. Each database is a single file on disk. It’s analogous to “ SQLite for analytical (OLAP) workloads” (direct comparison on the SQLite vs DuckDB paper here), whereas SQLite is for OLTP ones. But it can handle vast amounts of data locally. It’s the smaller, lighter version of Apache Druid and other OLAP technologies.

Integrate SurveyCTO with DuckDB in minutes

Try for free now

Prerequisites

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

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

Step 1: Set up SurveyCTO as a source connector

1. First, log in to your SurveyCTO account and navigate to the API tab.
2. Generate an API token by clicking on the ""Generate new token"" button.
3. Copy the API token to your clipboard.
4. Open the Airbyte platform and navigate to the ""Sources"" tab.
5. Click on the ""New Source"" button and select ""SurveyCTO"" from the list of available sources.
6. Enter a name for your SurveyCTO source connector and paste the API token you copied earlier into the appropriate field.
7. Click on the ""Test"" button to ensure that the connection is successful.
8. If the test is successful, click on the ""Create"" button to save your SurveyCTO source connector.
9. You can now use your SurveyCTO source connector to extract data from your SurveyCTO account and integrate it with other tools and platforms.

Step 2: Set up DuckDB as a destination connector

1. Open the Airbyte platform and navigate to the "Destinations" tab on the left-hand side of the screen.
2. Click on the "Add Destination" button located in the top right corner of the screen.
3. Scroll down the list of available destinations until you find "DuckDB" and click on it.
4. Fill in the required information for your DuckDB database, including the host, port, database name, username, and password.
5. Test the connection to ensure that the information you provided is correct and that Airbyte can successfully connect to your DuckDB database.
6. If the connection is successful, click on the "Save" button to save your DuckDB destination connector.
7. You can now use this connector to transfer data from your source connectors to your DuckDB database. Simply select the DuckDB destination connector when setting up your data integration pipelines in Airbyte.

Step 3: Set up a connection to sync your SurveyCTO data to DuckDB

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

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

Use Cases to transfer your SurveyCTO data to DuckDB

Integrating data from SurveyCTO to DuckDB provides several benefits. Here are a few use cases:

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

Wrapping Up

To summarize, this tutorial has shown you how to:

  1. Configure a SurveyCTO account as an Airbyte data source connector.
  2. Configure DuckDB as a data destination connector.
  3. Create an Airbyte data pipeline that will automatically be moving data directly from SurveyCTO to DuckDB 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

Connectors Used

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

Connectors Used

Frequently Asked Questions

What data can you extract from SurveyCTO?

SurveyCTO's API provides access to a wide range of data related to surveys and data collection. The following are the categories of data that can be accessed through SurveyCTO's API:

1. Survey metadata: This includes information about the survey such as the survey name, form ID, and version.

2. Form data: This includes the data collected through the survey, such as responses to questions, timestamps, and geolocation data.

3. User data: This includes information about the users who have access to the survey, such as their usernames, roles, and permissions.

4. Device data: This includes information about the devices used to collect data, such as the device ID, model, and operating system.

5. Audit data: This includes information about the actions taken on the survey, such as when it was created, modified, or deleted.

6. Error data: This includes information about any errors that occurred during data collection, such as missing data or invalid responses.

Overall, SurveyCTO's API provides a comprehensive set of data that can be used to analyze and improve data collection processes.

What data can you transfer to DuckDB?

You can transfer a wide variety of data to DuckDB. 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 SurveyCTO to DuckDB?

The most prominent ETL tools to transfer data from SurveyCTO to DuckDB include:

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

These tools help in extracting data from SurveyCTO and various sources (APIs, databases, and more), transforming it efficiently, and loading it into DuckDB 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