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Cost Optimization for AI Workloads: From Visibility to Control

ITOps teams can achieve cost management of AI workloads with an observability platform that connects AI usage and performance with cloud spend for clear visibility and predictability. Behind the buzz around artificial intelligence, or AI, many companies are discovering the hidden and compounding costs of AI adoption.

Elephant in the Room, Episode 4: Protecting Customer Data with PostgreSQL Anonymizer & Django

In Episode 4 of Elephant in the Room, we tackle a question many teams struggle with: how do you protect sensitive customer data from your own developers while still running and improving your web application? Join Jay Miller (Aiven) and Tim Schilling of Djangonaut Space as they explore a real-world privacy challenge. Djangonaut Space’s application process requires collecting personal information from applicants, but reviewers and contributors should not have access to identifying details. The goal: enable fair review and active development without exposing sensitive data.

6 Insights About Marketing Software That Improve Campaign Effectiveness

Modern marketing relies on a complex stack of tools to reach the right people at the right time. Finding the perfect balance between automation and human creativity remains a primary challenge for growth-minded brands. Effective campaigns require more than just flashy graphics or catchy slogans. Data-driven decisions powered by reliable software ensure every dollar spent contributes to the bottom line of the business.

A Guide to Implementing Business Technology Solutions

Technology has become the backbone of modern business. Whether you are running a small local shop or building a larger company, the right technology solutions can improve efficiency, streamline operations, enhance customer experience, and support long-term growth. But implementing business technology is more than buying software or hardware. It is a strategic process that requires planning, alignment, and thoughtful execution.

Is Generative AI Eroding Our Ability to Think?

In aviation, there's a well-documented issue known as "automation addiction." As cockpit systems became more advanced, pilots gradually shifted from actively flying aircraft to supervising automated controls. Everything worked smoothly-until a system malfunctioned. Investigations revealed a troubling pattern: even experienced pilots sometimes struggled with basic manual maneuvers. Their hands remembered less because their brains had practiced less.

AI-Driven Automated Testing for Oracle Applications

As enterprises continue to change rapidly, businesses depend on Oracle-based ecosystems to track their finances, supply chains, HR, and customer operations. With the increase of digital transformation in companies, these environments continue to become more complex. As a result, manual testing is no longer enough for maintaining pace with ongoing updates, integrations and customizations that occur within an organization's systems. This is where AI-powered automated testing for Oracle applications revolutionizes how quality assurance is approached.

Software Audit as a Risk Management Tool: What Teams Often Miss

Modern software systems rarely collapse because of one dramatic mistake. More often, problems build up quietly: undocumented logic, outdated libraries, brittle integrations, or security assumptions that stopped being true years ago. None of these issues look urgent on their own. Together, they create fragility. That's where a software audit becomes useful - not as a bureaucratic exercise, but as a practical way to see what's really going on inside a codebase.