Systems | Development | Analytics | API | Testing

AI writes code in seconds, but delivery still takes days

The pitch for AI coding was speed. Claude Code, Copilot, Cursor, whatever you’re running, they all generate business logic faster than you can review it. That part is real. But look at what happens after the code gets written and the numbers get ugly. CircleCI’s 2026 State of Software Delivery Report found AI drove a 59% increase in average throughput.

Perforce Autonomous Testing for Web, Mobile & Desktop Apps

Traditional test automation is slowing teams down with brittle scripts, constant maintenance, and growing complexity. Perforce Autonomous Testing changes the game with enterprise-grade AI-powered testing that helps teams create, execute, maintain, and analyze tests using natural language—without scripts, frameworks, or ongoing upkeep.

Ship production-ready APIs faster and confidently with SmartBear ReadyAPI | Demo Den

API testing gets harder as it grows: fragmented tools, brittle scripts, thousands of endpoints, and external dependencies that block progress. SmartBear ReadyAPI lets teams ship production-ready APIs faster by validating functionality, performance, and security in one test, with virtualization built in – no separate tools to juggle. In this Demo Den, Thomas Hurley, senior manager of product management at SmartBear, shows how one test does the work of three, so teams cut maintenance time and stop waiting on external dependencies.

Thousands of Migrations, Zero Data Loss: OCBC's Confluent Playbook | Life Is But A Stream

Migrating an entire bank's infrastructure without losing a single transaction sounds impossible. Yet, OCBC successfully modernized their event-driven architecture across Singapore, Malaysia, and Hong Kong with zero data loss. In this episode, George Goh (Executive Director at OCBC) joins Joseph Morais and Sami Amed (Staff Solutions Engineer at Confluent) to pull back the curtain on a massive data streaming migration, how the team executed a flawless migration of thousands of producers and consumers in a single weekend.

CI/CD Testing Guide: What to Test at Every Pipeline Stage

Shipping fast is great until the wrong thing ships fast. A CI/CD pipeline can move code from commit to production in minutes, but speed alone does not tell you whether a login still works, a checkout flow still completes, or a critical form still submits. That is the job of CI/CD testing. The best pipelines do more than pass builds. They catch small problems before they become customer-facing ones, using the right mix of unit, integration, API, browser, smoke, and post-deployment tests.

Architecting Market Readiness: The Enterprise SaaS Testing Checklist to Prevent Post-Launch Churn

Streamlining software deployment timelines poses serious architectural risks to cloud systems. When building multi-tenant infrastructure, deploying unvetted code directly compromises operational stability, security boundaries, and corporate ARR.

React Native Debugging: Tools, Steps, and Common Issues

React Native debugging poses particular challenges due to the framework’s cross-platform codebase, which combines JavaScript and native platform components. However, an effective React debugging regime will enable you to proactively fix issues in both production and development. Today’s post will give you the fundamentals to build that regime, showing you: Want to jump to a specific bit of knowledge? Here’s the full list of contents.

The Single Metric That Decides If Your SaaS Survives

The SaaS purge is here, and it’s survival of the fittest. On the latest, Joshua McKenzie (@elmosoftware) drops a harsh reality check: If your software isn’t the ultimate "system of record," your customers are already plotting to build over you. If you're just a pretty interface, you're replaceable.

What are the 4 Ways to Connect Excel to Snowflake

There are four ways to connect Excel to Snowflake in 2026: (1) Power Query's native Snowflake connector (the easiest, no ODBC required), (2) the Snowflake ODBC driver (most flexible for SQL control), (3) the Snowflake Excel Add-In (user-friendly, limited to newer Excel versions), and (4) a third-party ETL platform like Integrate.io (best for automation and scheduled pipelines). For most users, Power Query is the recommended starting point.