Warehouses and Lakes
Databases

How to load data from Convex dev to S3 Glue

Learn how to use Airbyte to synchronize your Convex dev data into S3 Glue 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 Convex dev as a source connector (using Auth, or usually an API key)
  2. set up S3 Glue 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 Convex dev

Convex is a server less infrastructure company that has built the worldwide state management platform for web developers. Our mission is to basically change how software is formed on the Internet and who gets to form it. We aim to empower teams, large or small, to build fast, reliable, and dependable dynamic systems at scale. Convex has a great vision for the future so that developers can focus on building application code and leverage that remove the need for thinking about storage, execution, sync, queuing, or workflow.

What is S3 Glue

S3 Glue is a server less, salable data integration service that makes it easier to discover, prepare, move, and integrate data from multiple sources for analytics, machine learning, and application development. It provides all the capabilities required for data integration, so you can get insights and put your data to use in minutes instead of months. With S3 Glue, there is no infrastructure to set up or manage. You can pay only for the resources consumed while your jobs are continuing.

Integrate Convex dev with S3 Glue in minutes

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Prerequisites

  1. A Convex dev account to transfer your customer data automatically from.
  2. A S3 Glue 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 Convex dev and S3 Glue, for seamless data migration.

When using Airbyte to move data from Convex dev to S3 Glue, it extracts data from Convex dev using the source connector, converts it into a format S3 Glue can ingest using the provided schema, and then loads it into S3 Glue via the destination connector. This allows businesses to leverage their Convex dev data for advanced analytics and insights within S3 Glue, simplifying the ETL process and saving significant time and resources.

Step 1: Set up Convex dev as a source connector

1. First, navigate to the Convex.dev website and log in to your account.
2. Once logged in, click on the "Sources" tab on the left-hand side of the screen.
3. Scroll down until you find the "Airbyte" source connector and click on it.
4. You will be prompted to enter your Airbyte API URL, username, and password. Enter this information and click "Test Connection" to ensure that the credentials are correct.
5. If the connection is successful, click "Save" to add the Airbyte source connector to your list of sources in Convex.dev.
6. Next, navigate to your Airbyte dashboard and click on "Connections" on the left-hand side of the screen.
7. Click "New Connection" and select the Convex.dev source connector from the list of available sources.
8. Enter any necessary configuration details for the connection, such as the source schema and table names.
9. Once the configuration is complete, click "Create Connection" to establish the connection between Airbyte and Convex.dev.
10. You can now use the data from your Airbyte sources in Convex.dev for analysis and visualization.

Step 2: Set up S3 Glue as a destination connector

1. Log in to your Airbyte account and navigate to the "Destinations" tab.
2. Click on "Add Destination" and select "S3 Glue" from the list of available connectors.
3. Enter your AWS access key ID and secret access key in the appropriate fields.
4. Select the AWS region where you want to store your data.
5. Enter the name of the S3 bucket where you want to store your data.
6. Choose the format in which you want to store your data (e.g. CSV, JSON, Parquet).
7. Enter the prefix for your data files (e.g. "mydata/").
8. Choose whether you want to compress your data files (e.g. Gzip).
9. Click on "Test Connection" to ensure that Airbyte can connect to your S3 Glue destination.
10. If the connection is successful, click on "Save" to save your S3 Glue destination configuration.

Step 3: Set up a connection to sync your Convex dev data to S3 Glue

Once you've successfully connected Convex dev as a data source and S3 Glue 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 Convex dev from the dropdown list of your configured sources.
  3. Select your destination: Choose S3 Glue 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 Convex dev objects you want to import data from towards S3 Glue. 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 Convex dev to S3 Glue according to your settings.

Remember, Airbyte keeps your data in sync at the frequency you determine, ensuring your S3 Glue data warehouse is always up-to-date with your Convex dev data.

Use Cases to transfer your Convex dev data to S3 Glue

Integrating data from Convex dev to S3 Glue provides several benefits. Here are a few use cases:

  1. Advanced Analytics: S3 Glue’s powerful data processing capabilities enable you to perform complex queries and data analysis on your Convex dev data, extracting insights that wouldn't be possible within Convex dev alone.
  2. Data Consolidation: If you're using multiple other sources along with Convex dev, syncing to S3 Glue 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: Convex dev has limits on historical data. Syncing data to S3 Glue allows for long-term data retention and analysis of historical trends over time.
  4. Data Security and Compliance: S3 Glue provides robust data security features. Syncing Convex dev data to S3 Glue ensures your data is secured and allows for advanced data governance and compliance management.
  5. Scalability: S3 Glue can handle large volumes of data without affecting performance, providing an ideal solution for growing businesses with expanding Convex dev data.
  6. Data Science and Machine Learning: By having Convex dev data in S3 Glue, you can apply machine learning models to your data for predictive analytics, customer segmentation, and more.
  7. Reporting and Visualization: While Convex dev provides reporting tools, data visualization tools like Tableau, PowerBI, Looker (Google Data Studio) can connect to S3 Glue, providing more advanced business intelligence options. If you have a Convex dev table that needs to be converted to a S3 Glue table, Airbyte can do that automatically.

Wrapping Up

To summarize, this tutorial has shown you how to:

  1. Configure a Convex dev account as an Airbyte data source connector.
  2. Configure S3 Glue as a data destination connector.
  3. Create an Airbyte data pipeline that will automatically be moving data directly from Convex dev to S3 Glue 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. 
Get started with Airbyte for free
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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. 
Talk to sales
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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.
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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 Convex dev?

Convex.dev's API provides access to a wide range of data related to the cryptocurrency market. The following are the categories of data that can be accessed through the API:  

1. Market data: This includes real-time and historical data on cryptocurrency prices, trading volumes, market capitalization, and other market indicators.  
2. Blockchain data: This includes data on transactions, blocks, and addresses on various blockchain networks.  
3. Exchange data: This includes data on trading pairs, order books, and trading volumes on various cryptocurrency exchanges.  
4. News data: This includes real-time news articles and updates related to the cryptocurrency market.  
5. Social media data: This includes data on social media sentiment and activity related to various cryptocurrencies.  
6. Technical analysis data: This includes data on technical indicators, chart patterns, and other technical analysis tools used by traders.  
7. Fundamental analysis data: This includes data on the underlying fundamentals of various cryptocurrencies, such as their technology, adoption, and use cases.  

Overall, Convex.dev's API provides a comprehensive set of data that can be used by traders, investors, and researchers to gain insights into the cryptocurrency market.

What data can you transfer to S3 Glue?

You can transfer a wide variety of data to S3 Glue. 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 Convex dev to S3 Glue?

The most prominent ETL tools to transfer data from Convex dev to S3 Glue include:

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

These tools help in extracting data from Convex dev and various sources (APIs, databases, and more), transforming it efficiently, and loading it into S3 Glue and other databases, data warehouses and data lakes, enhancing data management capabilities.