Operations | Monitoring | ITSM | DevOps | Cloud

The latest News and Information on APIs, Mobile, AI, Machine Learning, IoT, Open Source and more!

AI ROI is an allocation problem

AI spend is going parabolic, and the labels on the bill (OpenAI, Anthropic, Gemini) are about all a CXO gets to work with. The hard part of tying that spend to outcomes is structural. A major portion of AI spend isn’t COGS. It’s the spend on coding agents producing the software, the spend on building marketing content, the spend on custom sales tooling, the spend on Intercom agents and Sybill analysis.

How we cut Spark compute costs by 44% with agentic AI and Datadog Jobs Monitoring

Spark jobs only get more expensive and harder to debug as they scale. It’s a problem we’ve run into ourselves. Our Referential Data Platform team builds and maintains the knowledge graph that maps relationships between customers’ observability entities. ServiceQueryEdge is at the center of that graph, mapping service entities to their associated metric and log queries.

From Cleanup to Animation in One Workspace: Redefining the Editing Loop

For the past several months, I have been watching a pattern emerge in how people actually use AI image tools. The pattern is not about any single feature. It is about how often a task that starts as a simple cleanup request evolves into something entirely different. A user uploads a product shot to remove a stray reflection. Then they wonder what the same image would look like with a different background. Then they think about turning it into a short social video. Each step is logical, but traditional workflows treat each step as a separate job requiring a separate tool.

7 Signs Your Plumbing Business Needs a Virtual Receptionist

Growth in a plumbing business is a good problem - until it isn't. At a certain point, the volume of calls, bookings, and customer inquiries outpaces what one person (or a crew that's always on-site) can reasonably handle. The business starts showing stress fractures that are easy to dismiss as growing pains but are actually signals worth paying attention to. If any of the following sounds familiar, it may be time to rethink how your phones are being managed.

Revolutionizing Collaborative Design: The Future of Teamwork in Tech

In the rapidly evolving tech industry, businesses are increasingly harnessing the power of collaborative design to accelerate innovation, problem-solving, and project delivery. Cutting-edge methodologies and digital tools have enabled interdisciplinary teams to work more creatively and efficiently, reshaping the landscape of modern design collaboration.

Crypto Telegram: The Essential Guide for Traders and Investors in 2026

Modern crypto trading does not happen in isolation. The most informed traders in 2026 stay connected through crypto Telegram - active groups where market intelligence, trading signals, and project updates flow in real time, giving members a genuine edge over those relying on slower information sources. This guide covers everything you need to know about using Telegram effectively as a crypto trader, from understanding the ecosystem to finding the right communities for your goals.

Modern Tech and the Future of Sewer Line Repairs

Sewer line problems used to mean absolute chaos for property owners. Heavy machinery would tear up yards, driveways, and beautiful gardens just to reach a single broken pipe. New methods allow teams to inspect and fix underground systems without destroying the surface environment. Property owners can now resolve major plumbing issues with far less stress. Modern systems keep the water flowing safely and protect local properties from massive structural damage.

Konstruct product updates: Global resources, MCP support, and smarter permissions

May has been one of our busiest months yet for Konstruct. Across three releases, 0.5, 0.5.1, and 0.5.2, we've shipped some of the most requested platform-level changes since we launched: a unified model for sharing resources across organizations, native support for AI-driven workflows via MCP, a completely redesigned API keys experience, and a cleanup to how permissions actually work in multi-org environments. Let's walk through what shipped and why it matters.