Systems | Development | Analytics | API | Testing

How to build a desktop application test automation strategy

To build a desktop application test automation strategy, cover both two layers: use SmartBear ReadyAPI to test the APIs and services behind the app and SmartBear TestComplete to automate the desktop UI. Run both on your own infrastructure, and start with the manual regression cycle that costs your team the most time.

Snowflake vs Databricks: Why Interoperability Matters for AI Agents

Why does interoperability matter for AI agents? Agents need open access to all your data, across any engine, model, or cloud. When your data catalog locks you into one vendor, it limits your AI choices too. In this video, we compare how Snowflake and Databricks approach interoperability. We cover open table formats like Apache Iceberg, open catalog standards, and what it takes to keep control of your data as AI evolves.

Generate integration tests with Kiro and proxymock

Have Kiro generate integration tests from recorded API traffic. This walkthrough uses a Java Spring Boot app calling Amazon Bedrock, with proxymock supplying recorded dependency responses. Review the testing spec, implement it, then inspect response comparisons, evaluated assertions and native OpenAPI coverage. The video uses prepared stages and saved results from two unchanged acceptance runs. Only recorded cases are tested; coverage gaps remain visible.

Rails 7.2 Database Features You Already Have: An Active Record Reference

Rails 7.2 (August 2024) shipped four Active Record features you already have: composite foreign_key: associations for composite primary keys, per-transaction after_commit and after_rollback callbacks, ActiveRecord.after_all_transactions_commit, and the start_transaction.active_record event — plus rails new --devcontainer. All still work unchanged on Rails 8.1; only Active Job’s enqueue_after_transaction_commit changed, from adapter-decided to a per-job opt-in.
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Five Ways to Use OpenTelemetry Beyond Observability

OpenTelemetry graduated from the CNCF in May 2026 as, in the foundation's own words, the de facto observability standard. The JavaScript API package alone did 1.36 billion downloads in twelve months. That kind of win has a side effect nobody plans for. Once a wire format is everywhere, has a receiver for every source, a transform language, and an agent your platform team already operates, people start putting things on it that have nothing to do with knowing whether a service is healthy. This is a field guide to what those things are.

Real Estate Data Consolidation: 5 Steps to a Single Source of Truth

Imagine the monthly portfolio report. An analyst exports occupancy from the property management system (PMS), costs from accounting, and budgets from the construction platform, joins them in Excel, and saves the result as this month’s file. Next month the same joins are rebuilt from scratch, and last quarter’s figures sit in another file built with slightly different logic. Each system is doing its job.

Accelerating Your Impact from Day One: Inside Appian's Comprehensive New Hire Training

At Appian, we equip you with the tools, context, and hands-on experience you need to deliver real business value immediately. That is why we have hands-on, real-world onboarding programs like our Developer Academy designed to transform you into a confident Appian expert. The second week of Developer Academy is where you'll expand on your application to build features powered by Appian AI for a customer, with the instructor as your coach.

DORA metrics were built for a bottleneck that AI has moved

Why DORA metrics, the delivery numbers we've trusted for a decade, tell us less than they used to, and what engineering leaders should watch instead. At Bitrise, we run mobile CI/CD workflows for thousands of teams, so we see the raw material behind thousands of DORA dashboards, down to every commit, every pull request, every build, and every green check and red X.

Who approved that? The AI agent question security teams can't skip

In late October 2026, developers found that a routine update to a widely used desktop API client had changed their AI coding agents without asking. For security and compliance teams, the tool matters less than the question the incident raises: when something changes how your AI agents behave, who approved it?

Colin Fleming, OpenAI CMO, Business: When AI Is the Buyer

What happens to enterprise go-to-market when the customer is an autonomous AI agent instead of a human? In this Luminary keynote from Snowflake Expedition, Colin Fleming, Chief Marketing Officer, Business at OpenAI, and Denise Persson, Chief Marketing Officer at Snowflake, unpack how artificial intelligence is transforming marketing, sales pipelines, and buyer behavior.