API Testing vs Monitoring: What's The Difference?

We’ve already outlined why API performance matters and what aspects of APIs to test, but what is the difference between API testing and monitoring?

As with most things, context matters. The use cases for testing and monitoring are different because the objectives are different. The ultimate goal is to verify that your APIs are functioning properly, but staging environments vary significantly from production environments.

Why API Testing

Identifying a performance or functional problem in production is less than ideal. Testing should be integrated throughout the dev process because testing for code defects in pre-production helps minimize risk, thereby saving you time and money.

In pre-production, you want more flexibility because the use case of what you are trying to accomplish is different than it is in production. For instance, you don’t need to know if an API is stable and reliable. Rather, you need to know that you didn’t create a defect or slow down a workflow with a new update. Testing seeks to validate that performance and functionality haven’t been impacted by updates.

With API testing you want to:

The value of testing lies in identifying the deltas that occur once changes to the environment are introduced. As a result, tests should be run around these changes, but don’t need to be ongoing.

Why API Monitoring

Testing in pre-production, however, doesn’t negate the need to monitor production or live API performance on an ongoing basis. Performance monitoring verifies that APIs are functional, secure, and fast. This is especially critical to both identify and troubleshoot outages and errors in production environments that are often erratic.

API monitoring helps you do a few important things such as:

API Monitoring can help pinpoint failure

While API monitoring solutions could be used for testing, they aren’t fit for purpose. Pre-production environments are more controlled than production environments and failures likely won’t result in lost income. And, aspects of these products that are beneficial in production monitoring can actually be a hindrance in pre-production.

Testing and Monitoring Together

Both performance testing and monitoring are essential to approaching performance in a holistic way. You likely already leverage some form of functional testing, but if an aspect of your digital user experience–including your APIs–isn’t fast then we argue that they aren’t functional. For instance, if a critical API flow goes from taking half a second to complete to taking ten seconds, the API isn’t delivering a good user experience, even if it is technically functional. Finding that out in pre-production is ideal, so it can be addressed.

API testing and monitoring go hand-in-hand and comprise a comprehensive approach to delivering the best possible user experience. Performance testing seeks to increase the speed, transparency, and confidence by which you deliver user experiences. Monitoring helps ensure that those user experiences stay fast and reliable.

Related Articles

What is the Pareto Principle? The 80/20 Rule, Explained
Learn
5 Minute Read

What is the Pareto Principle? The 80/20 Rule, Explained

The Pareto Principle, or 80/20 rule, explains how a small number of causes often drive most outcomes. Learn how it applies to business, economics, and more.
What Is Customer Analytics?
Learn
9 Minute Read

What Is Customer Analytics?

Learn how to analyze customer data, improve engagement, boost sales, and gain a competitive edge.
Machine Customers: A Complete Introduction
Learn
5 Minute Read

Machine Customers: A Complete Introduction

Machine customers are AI-powered software programs and smart devices that engage in transactions without human intervention. Read on to learn more.
IT & System Availability + High Availability: The Ultimate Guide
Learn
11 Minute Read

IT & System Availability + High Availability: The Ultimate Guide

Learn IT & system availability best practices, high availability strategies, and monitoring techniques to minimize downtime and ensure optimal performance.
Change Management for IT: Understanding IT Changes with ITSM and the ITIL® 4 Framework
Learn
6 Minute Read

Change Management for IT: Understanding IT Changes with ITSM and the ITIL® 4 Framework

This blog post covers the basics of change management in all areas of IT - from DevOps to ITIL and more.
Risk Tolerance vs. Risk Appetite: How To Understand Risk & Determine Your Risk Tolerance and Appetite
Learn
9 Minute Read

Risk Tolerance vs. Risk Appetite: How To Understand Risk & Determine Your Risk Tolerance and Appetite

Learn about how risk tolerance and risk appetite shape how organizations identify and manage risks in line with wider corporate goals.
Website Performance Monitoring: The Complete Guide
Learn
6 Minute Read

Website Performance Monitoring: The Complete Guide

In this blog post we'll take a look at website performance monitoring best practices, why it matters, and how to improve your website's performance.
Top 8 Incident Response Metrics To Know
Learn
7 Minute Read

Top 8 Incident Response Metrics To Know

In this post, we'll cover eight key metrics essential to incident response, including clear definitions and examples.
AI Governance in 2026: A Full Perspective on Governance for Artificial Intelligence
Learn
9 Minute Read

AI Governance in 2026: A Full Perspective on Governance for Artificial Intelligence

In this article, we'll have a look at an overview of AI governance, exploring the key concepts, challenges, and potential solutions.