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How to load data from Public Apis to Apache Iceberg

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

Public API connector permits users the flexibility to connect to any existing REST API and quickly abstract the necessary data. The API Connector also permits you to connect to almost any external API from Bubble. It provides Azure Active Directory with the information needed to call the API endpoint by defining the HTTP endpoint URL and authentication for the API call. API Connector is a dynamic, comfortable-to-use extension that pulls data from any API into Google Sheets.

What is Apache Iceberg

For huge analytical tables, Apache Iceberg is a high-performance format. Using Apache Iceberg, engines such as Spark, Trino, Flink, Presto, Hive and Impala can safely work with the same tables, at the same time, providing the reliability and simplicity of SQL tables to big data. With Apache Iceberg, you can merge new data, update existing rows, and delete specific rows. Data files can be eagerly rewritten or deleted deltas can be used to make updates faster.

Integrate Public Apis with Apache Iceberg in minutes

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Prerequisites

  1. A Public Apis account to transfer your customer data automatically from.
  2. A Apache Iceberg 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 Public Apis and Apache Iceberg, for seamless data migration.

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

Step 1: Set up Public Apis as a source connector

1. Open the Airbyte platform and navigate to the "Sources" tab on the left-hand side of the screen.
2. Click on the "Public API" source connector and select "Create new connection."
3. Enter a name for your connection and click "Next."
4. In the "Configuration" tab, enter the base URL for the API you want to connect to.
5. If your API requires authentication, select the appropriate authentication method (e.g. OAuth2, API key, etc.) and enter the necessary credentials.
6. If your API requires additional headers or parameters, add them in the "Advanced" section.
7. Test the connection to ensure that the API is properly configured and that Airbyte can access it.
8. Once the connection is successful, select the data you want to replicate and configure any necessary settings (e.g. scheduling, schema mapping, etc.).
9. Save the connection and run a sync to start replicating data from your API to your destination.

Step 2: Set up Apache Iceberg 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 "Apache Iceberg" destination connector and select "Create new connection."
3. Enter a name for your connection and provide the necessary credentials for your Apache Iceberg database, including the host, port, database name, username, and password.
4. Test the connection to ensure that it is successful. 5. Select the tables or data sources that you want to replicate to your Apache Iceberg database.
6. Configure any additional settings or options for your connection, such as the frequency of data replication or any transformations that you want to apply to your data.
7. Save your connection and start the replication process.
8. Monitor the progress of your data replication and troubleshoot any issues that may arise.
9. Once the replication process is complete, verify that your data has been successfully replicated to your Apache Iceberg database.
10. Use your Apache Iceberg database to analyze and query your data as needed.

Step 3: Set up a connection to sync your Public Apis data to Apache Iceberg

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

Remember, Airbyte keeps your data in sync at the frequency you determine, ensuring your Apache Iceberg data warehouse is always up-to-date with your Public Apis data.

Use Cases to transfer your Public Apis data to Apache Iceberg

Integrating data from Public Apis to Apache Iceberg provides several benefits. Here are a few use cases:

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

Wrapping Up

To summarize, this tutorial has shown you how to:

  1. Configure a Public Apis account as an Airbyte data source connector.
  2. Configure Apache Iceberg as a data destination connector.
  3. Create an Airbyte data pipeline that will automatically be moving data directly from Public Apis to Apache Iceberg 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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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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Tags

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

Tags

Frequently Asked Questions

What data can you extract from Public Apis?

Public APIs provide access to a wide range of data, including:  
1. Weather data: Public APIs provide access to real-time weather data, including temperature, humidity, wind speed, and precipitation.  
2. Financial data: Public APIs provide access to financial data, including stock prices, exchange rates, and economic indicators.  
3. Social media data: Public APIs provide access to social media data, including user profiles, posts, and comments.  
4. Geographic data: Public APIs provide access to geographic data, including maps, geocoding, and routing.  
5. Government data: Public APIs provide access to government data, including census data, crime statistics, and public health data.  
6. News data: Public APIs provide access to news data, including headlines, articles, and trending topics.  
7. Sports data: Public APIs provide access to sports data, including scores, schedules, and player statistics.  
8. Entertainment data: Public APIs provide access to entertainment data, including movie and TV show information, music data, and gaming data.  

Overall, Public APIs provide access to a vast array of data, making it easier for developers to build applications and services that leverage this data to create innovative solutions.

What data can you transfer to Apache Iceberg?

You can transfer a wide variety of data to Apache Iceberg. 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 Public Apis to Apache Iceberg?

The most prominent ETL tools to transfer data from Public Apis to Apache Iceberg include:

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

These tools help in extracting data from Public Apis and various sources (APIs, databases, and more), transforming it efficiently, and loading it into Apache Iceberg and other databases, data warehouses and data lakes, enhancing data management capabilities.