Modern engineering and product teams must meet an increasingly high bar for quality and speed. While QA automation is marketed as a quick way to increase cadence to meet consumer demands, fusing manual and automated strategies creates a more effective, failsafe approach. Automated testing ensures consistency and immediate test execution, while manual testing offers flexibility and actionable insights.

A decade ago, artificial intelligence seemed like a future dream. Something impossible to achieve in the next 10-15 years. But two years into the 22nd century, those visions are now a reality. Sure, we don’t have fully sentient computers yet. But, we’ve made tremendous improvements beyond what many would have predicted a few decades ago. Harnessing artificial intelligence in API management will be important for scaling and securing your business.

Manually testing a website can be as simple as opening a web page or application in a staging environment, manually clicking through a list of test cases, and marking whether they passed or failed on a spreadsheet. And in fact, that's where most software teams start when they first invest in QA.

WSO2 Identity Server is an API-driven open source IAM product designed to help you build effective CIAM solutions. It is based on open standards such as SAML, OAuth, and OIDC with the deployment options of on-premise, cloud, and hybrid. It supports complex IAM requirements given its high extensibility. WSO2 Identity Server manages more than 1 billion identities worldwide.

Without data integration processes like ETL, today's businesses would hardly be able to make sense of the constant streams of data flowing into their tools. Of course, even though ETL is widely recognized as mission-critical to data management and business intelligence (BI) initiatives, that doesn't mean it's the most straightforward process to implement. For those looking to better understand how ETL can help their business, or what similar integration methodologies exist, this is the guide you need.

DevOps personnel can migrate API Products using WSO2 API Controller, adding more value to the CI/CD process in collaboration with WSO2 API Manager. This blog highlights the use cases of migrating API Products and also specifies different flag usages using WSO2 API Controller 4.1.0. Let’s begin.