Operations | Monitoring | ITSM | DevOps | Cloud

When AI Writes the Code, Who Pays the Cloud Bill?

This is part two of a series of the implications of AI generated code becoming mainstream. We recently wrote about how AI-generated code is overwhelming SRE teams with production complexity they can’t manage. Turns out that’s only half the problem. The other half shows up on the cloud bill. A prospect reached out to us last month. They’d been using Cursor and Claude Code for six months, shipping features at unprecedented velocity. Product was thrilled.

The Rise of Technical Virtual Assistants: QA Testing, Documentation, and DevOps Support in 2026

Virtual assistants are no longer just handling emails and scheduling meetings. In 2026, a growing number of tech companies are outsourcing QA testing, technical documentation, project coordination, and even DevOps support tasks to skilled virtual assistants - at 60-70% less than hiring equivalent local talent.
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Fabrix.ai at Cisco Live 2026 Amsterdam

This post highlights the biggest Cisco AI Summit takeaways that came up again and again in Cisco Live conversations, and what they mean for teams operating AI in production. If you are following the broader AgentOps movement and the rise of agentic workflows, Fabrix.ai’s point of view is grounded in a core idea: AI agents create value only when they can be operated safely and consistently. A good starting point is here: Fabrix.ai’s approach to agentic.
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What is a Real-Time Data Lake?

A data lake is a centralized data repository where structured, semi-structured, and unstructured data from a variety of sources can be stored in their raw format. Data lakes help eliminate data silos by acting as a single landing zone for data from multiple sources. But what's the difference between a traditional data lake and a real-time data lake? Some traditional data lakes use batch processing, which involves processing and analyzing a collection of data that has been stored over a specific timeframe. For example, payroll and billing systems that are handled on a weekly or monthly basis might use batch processing.

ODBC Driver for MySQL: Open-Source vs Commercial (2026)

The MySQL ODBC driver is what keeps BI tools, reporting systems, and ETL pipelines connected to MySQL without errors. Teams have depended on it for years, and it’s still vital today, especially with MySQL ranked worldwide in February 2026. However, not all ODBC drivers are built alike. There are two categories: open-source options and commercial ones. While both connect applications to MySQL, they differ in areas like stability, performance, security, and support.

Humanized AI Text for Stronger DevOps and Operations Content

You create content for operations teams, DevOps engineers, SREs, and IT decision-makers. Topics include monitoring, incident management, cloud infrastructure, ITSM processes, and observability tools. AI generates initial drafts quickly. The results frequently come across as mechanical. Sentences follow predictable patterns. Technical explanations lose nuance. Readers in this field expect precise, practical language from experienced practitioners. They detect generated text easily. Engagement drops when content feels detached from real-world ops challenges.

From Strategy to Execution: A Conversation with Steven Macdonald, Founder of OKRs Tool

As organisations grow, the difficulty rarely lies in defining ambition. Most leadership teams are clear on where they want to go. The challenge is sustaining alignment once execution pressure increases and complexity multiplies. Steven Macdonald, founder of OKRs Tool, has worked closely with growing teams to implement Objectives and Key Results (OKRs) as an operational discipline rather than a planning ritual.

Boost Your Operations with Smart SEO: Simple Strategies for Everyday Wins

In the fast-paced world of operations management, staying ahead means more than just keeping the gears turning smoothly. It's about getting noticed in a crowded digital space where customers, partners, and even competitors are searching online. That's where search engine optimization (SEO) comes in. It's a practical tool that helps ops teams drive traffic, build trust, and save time without needing a tech degree. Whether you run a warehouse, manage supply chains, or oversee service ops, smart SEO can make your operations shine brighter online.