Systems | Development | Analytics | API | Testing

10 Best CI/CD Tools in 2026

Modern development strategies rely on continuous integration and continuous delivery (CI/CD) to ship high quality software and updates. A well-designed CI/CD pipeline automates key parts of the software development lifecycle so teams can build, test, and deploy changes faster with fewer errors. To achieve this, development teams need the right CI/CD tools. Before you select your CI/CD solutions, you need to understand CI/CD pipelines and how they work.

Test Orchestration: What, Why, and How?

In the agile development methodology, the velocity of testing holds the key to delivering the best quality software within the stipulated budget and time constraints. As such, this drives the need to automate the testing process with test orchestration. Most software development teams visualize test automation as a discreet step in the delivery lifecycle instead of viewing it as a designed sequence of steps.

The Spring Upgrade Dilemma: Move Fast or Stay Stable?

Keeping up with the Spring Framework and Spring Boot release schedule, where new versions come out twice a year, is a hassle for many Java teams. This video weighs the pros and cons of frequently upgrading Spring versus staying on older versions. Being on the latest version means access to new features and security updates, but is the potential instability and extra work (i.e. testing, retuning dependencies) worth it?

DreamFactory vs Postman: API Generation vs API Testing and Development

DreamFactory and Postman serve fundamentally different roles in the API development lifecycle. DreamFactory is an API generation and backend platform that automatically creates production-ready REST APIs from databases and other data sources, while Postman is an API development environment focused on testing, documentation, and collaboration. Though both platforms involve API management, DreamFactory generates and deploys APIs while Postman helps developers test and consume them.

Connecting the Dots: Simplifying Multi-API Data Flows into Apache Kafka

In today’s data-driven software-as-a-service (SaaS) environments, the need for complete customer insights often requires fetching and sharing data that lives across multiple API endpoints. That’s why many of our customers want to use Confluent’s data streaming and integration capabilities to implement real-time API chaining—a technique that allows them to automatically follow relationships between APIs.

How to assess data lake and data warehouse migrations to BigQuery

Embarking on a data lake or data warehouse migration to BigQuery can seem daunting, but a thorough assessment helps clarify the path forward. This video introduces Google Cloud's services and expert guidance for evaluating the cost and complexity of migrating your existing systems, providing a clear plan for your migration journey. Discover how initial assessments help estimate time, costs, and identify the best approach for a successful migration from Snowflake, Teradata, Cloudera, Databricks and more.

Test Automation for Digital Transformation and the Blueprint for Success

Digital Transformation has raised the bar for speed, scalability and reliability. Modern applications are expected to run 24/7, deliver seamless experiences and adapt quickly to market shifts. But traditional, manual-heavy QA simply cannot meet these expectations.