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From APIs to Flow: The Evolution of Real-Time Data Integration

Bernardo Teixeira
4 min readJan 28, 2025

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Photo by Markus Spiske on Unsplash

For years, Application Programming Interfaces (APIs) have been the go-to method for connecting systems and exchanging data. They’ve powered everything from your favorite apps to critical enterprise systems. But as the demand for real-time, dynamic data grows, APIs are beginning to show their age. Enter flow architectures — a fresh, event-driven approach to integration that’s built for the challenges of today and the opportunities of tomorrow.

Let’s explore how we’re moving from the API era to a world of seamless, real-time data flow and the exciting ways flow architectures are transforming industries today.

The API Era: Reliable but Limited

APIs have done an incredible job of standardizing how applications communicate. Whether it’s fetching weather data for an app or processing a payment, APIs have been the backbone of modern software.

There are two main types of APIs:

Synchronous APIs (Request-Response):

  • These are the ones you’re most familiar with. A consumer asks for data, and the producer sends it back. Think of it like ordering a coffee at a cafe.
  • The downside? If you need frequent updates, you’re stuck polling (repeatedly asking for…

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Bernardo Teixeira
Bernardo Teixeira

Written by Bernardo Teixeira

Software Engineer.. Red Panda Lover

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