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How to load data from New York Times to S3 Glue

Learn how to use Airbyte to synchronize your New York Times 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 New York Times 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 New York Times

The Times Developer Network is our API clearinghouse and community. You need to read the API documentation and browse the application gallery to get the latest news about the New York Times API. If you do not agree to any of the terms below or the NYT Terms of Service, NYT does not grant you a license to use the NYT API. In the event of any inconsistency between these Terms of Use and the Terms of Service, these Terms of Use control.

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 New York Times with S3 Glue in minutes

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Prerequisites

  1. A New York Times 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 New York Times and S3 Glue, for seamless data migration.

When using Airbyte to move data from New York Times to S3 Glue, it extracts data from New York Times 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 New York Times data for advanced analytics and insights within S3 Glue, simplifying the ETL process and saving significant time and resources.

Step 1: Set up New York Times as a source connector

1. First, navigate to the New York Times source connector page on Airbyte's website.
2. Click on the "Setup New York Times Source" button.
3. Enter your New York Times API key in the "API Key" field. If you do not have an API key, you can obtain one by following the instructions on the New York Times API website.
4. Enter the start date and end date for the data you want to retrieve in the "Start Date" and "End Date" fields, respectively.
5. Choose the data you want to retrieve by selecting the appropriate checkboxes under "Streams." You can choose from articles, comments, and tags.
6. Click on the "Test Connection" button to ensure that your credentials are correct and that Airbyte can connect to the New York Times API.
7. If the test is successful, click on the "Create Connection" button to save your settings and start syncing data from the New York Times API to your destination.

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 New York Times data to S3 Glue

Once you've successfully connected New York Times 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 New York Times 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 New York Times 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 New York Times 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 New York Times data.

Use Cases to transfer your New York Times data to S3 Glue

Integrating data from New York Times 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 New York Times data, extracting insights that wouldn't be possible within New York Times alone.
  2. Data Consolidation: If you're using multiple other sources along with New York Times, 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: New York Times 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 New York Times 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 New York Times data.
  6. Data Science and Machine Learning: By having New York Times 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 New York Times 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 New York Times 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 New York Times 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 New York Times 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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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 New York Times?

The New York Times API provides access to a wide range of data categories, including:  

1. Articles: Full-text articles from the New York Times, including news, opinion, and feature pieces.  
2. Multimedia: Images, videos, and other multimedia content from the New York Times.  
3. Best Sellers: Lists of best-selling books, both fiction and non-fiction, as compiled by the New York Times.  
4. Movie Reviews: Reviews of movies from the New York Times, including ratings and summaries.  
5. TimesTags: A comprehensive list of tags used by the New York Times to categorize articles and other content.  
6. Times Newswire: A real-time feed of breaking news stories from the New York Times.  
7. Top Stories: A list of the most popular articles on the New York Times website, updated in real-time.  
8. Archive: Access to the New York Times archive, including articles dating back to 1851.  
9. Times Insider: Exclusive content from the New York Times, including behind-the-scenes stories and interviews with journalists.  

Overall, the New York Times API provides a wealth of data for developers and researchers interested in exploring the content and history of one of the world's most respected news organizations.

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 New York Times to S3 Glue?

The most prominent ETL tools to transfer data from New York Times to S3 Glue include:

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

These tools help in extracting data from New York Times 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.