Operations | Monitoring | ITSM | DevOps | Cloud

The ROI of autonomous validation: How to unlock $1.8M in engineering value

Recently, we introduced autonomous validation as a new approach to CI/CD that brings adaptive, context-aware intelligence into the delivery pipeline. As AI increases both the volume and reach of code changes, teams are seeing more failures, longer queues, and rising maintenance costs. Traditional pipelines simply weren’t built for this level of velocity or variability.

Faster Code, Slower Delivery: The Agentic Coding Paradox in Regulated Enterprises

Imagine for a moment that agentic coding tools really do deliver on their promise. Code is written faster, tests are generated automatically, and refactors that once took days now take minutes. On paper, software delivery should accelerate dramatically. Now imagine you work in a regulated enterprise. The code is ready, but production is still days or weeks away.

Training Foundation Models on a Trillion Data Points with Apache Iceberg

Training an AI foundation model on over a trillion data points sounds impossible without hitting your production systems. Here's how Datadog did it with Apache Iceberg for their time series forecasting model TOTO. The key challenge: extracting massive historical observability data (metrics spanning years) and running incremental preprocessing pipelines without overwhelming production services. Iceberg solved this by providing schema governance, consistency guarantees, and seamless integration with ML tools like Ray and PyTorch.

Best Certificate Monitoring Solutions With Slack/Teams Integration: The Complete Guide

SSL certificates expire silently. When they do, websites instantly break. Users see warnings. Traffic drops. Security trust is damaged. This is why businesses now rely on certificate monitoring solutions that send alerts before a certificate expires. A growing number of teams want these alerts directly inside Slack or Microsoft Teams, because that’s where their operations already work every day.

Synthetic End User Monitoring simulates complex user journeys across global environments

Traditional monitoring solutions provide valuable infrastructure metrics, they fundamentally lack the capability to understand what users actually experience. There is a significant technical gap between server-side metrics and client-side experience. Research shows that traditional monitoring fails to detect 52–68% of user-facing errors since they happen outside of the server infrastructure.

Top Incident Alerting and On-Call Management Software (2026 Buyer's Guide)

Disclosure: This comparison is written by our product marketing team that works closely with IT operations and on-call workflows. While we build incident alerting software ourselves, this guide is designed to help teams understand how different tools fit different operational needs. We believe there is no single “best” tool. Only the right fit for a given team.

Why local internet traffic matters more than you think

Imagine sending a letter to your neighbour across the street, only for it to be routed through London or even Amsterdam before landing in their letterbox. This is effectively what happens to much of Scotland’s internet traffic. Despite physical proximity between users, businesses and services, digital data is frequently sent on needlessly long journeys, often leaving the country before reaching its destination.

Introducing the Databricks Destination: Powering governed, scalable analytics from day one

Modern enterprises are generating more high-volume observability and security data than ever, which means the cost and complexity of getting analytics-ready data into Databricks are only growing. With the new Databricks Destination for Cribl Stream, organizations finally have a governed, scalable, and cost-efficient way to take full control of their data pipelines, accelerate AI-driven analytics, and unlock real business value from their Databricks investment.

Discover how to build AI-augmented applications with enterprise-grade security

IT leaders want AI that moves the needle without blowing up risk, cost, or changing control. Your teams need a path to productize AI features on top of existing apps, connect safely to external models, and satisfy audit requirements without slowing delivery. Those are the core buying criteria we hear from IT middle management: buy over build, predictable outcomes, and a strong compliance posture.

Preparing your eCommerce platform performance for Black Friday

This blog is based on an Upsun livestream discussion featuring Guillaume Moigneu, Field Engineer, and Thomas di Luccio, Product Manager at Upsun. The conversation was moderated by Greg Qualls. We utilized AI tools for transcription and to enhance the structure and clarity of the content. When Black Friday approaches, the stakes are high for eCommerce businesses.