Operations | Monitoring | ITSM | DevOps | Cloud

From Data Warehouses to AI: How Enterprise Data Quality Has Changed Over the Last 20 Years

An interview with Marcin Chudeusz, co-founder and CEO of digna Two decades ago, enterprise data quality looked very different. Organizations were building centralized data warehouses, business intelligence projects revolved around structured reporting, and most data quality initiatives relied on thousands of manually created validation rules. The objective was simple: ensure the data entering reports was accurate enough for decision-making.

5 of the Best Email Marketing Services Reviewed: 2026

Email marketing has long been a popular way for brands to reach their target audiences and offers a host of benefits. The returns for email marketing make for impressive reading, with the average ROI coming in at around $36 for every $1 spent. While the returns may sound promising, many companies find themselves struggling with email campaigns that simply don't deliver. In reality, running an email marketing campaign can feel complex and a little overwhelming. This is especially true if you're trying to build a campaign yourself from scratch.

Best Brand Positioning Agencies

As a business owner, one of the things that you should be thinking about is how you can create the strongest possible brand. It can be tough at times, but it shouldn't be tough to the point where you are unable to do this effectively. If you're finding it particularly tough to see results with your marketing and perception around your business, it's imperative that you are finding the right company to help you.

The invisible visitor: Why the internet is no longer just for humans

"Every website was once designed for people. That assumption is beginning to change." For nearly three decades, the internet has worked in a predictable way. Whenever we wanted to know something, we searched for it, clicked through a few websites, compared information, and made a decision. Whether it was buying a new phone, planning a vacation, or researching software for work, businesses knew exactly how people behaved online.

GitHub Copilot cost: what teams actually pay in 2026

The GitHub Copilot cost runs from $0 for the Free tier to $10/month for Pro, $39/month for Pro+, and $100/month for Max. Teams pay $19/user/month for Business and $39/user/month for Enterprise. The twist: on June 1, 2026 GitHub swapped fixed premium requests for usage-based AI Credits, so what those flat fees actually buy now depends on how hard you push the AI. The sticker price is the easy part. The part that ambushes finance is everything stacked on top of it.

Deterministic vs Probabilistic AI Engineering Explained

Deterministic processes carry one guarantee: the same input will produce the same output. That guarantee built the entire observability stack. AI broke that contract by reasoning in terms of probability. The same input can now produce different outputs, whether from AI-generated code that carries assumptions invisible in staging, or from distributed systems where timing creates failures that no pre-captured telemetry can anticipate.

Why Some IT Teams Adopt AI Faster (And How to Close The Gap)

Every IT leader is under pressure to show AI results. Budgets are approved, pilots are launched, and vendors promise transformation within a quarter. Some teams are already running AI agents in production, resolving tickets and answering employees without human intervention. Others are still stuck in proof-of-concept purgatory, six months into a rollout with nothing to show a board. The thing is, AI doesn't fix what's broken in an IT operation, it multiplies what's already there.

Rebuilding the CircleCI CLI from scratch

Every developer knows the moment: CI goes red, and you face a choice. Open the browser and click through the web UI to the run, the workflow, the job, the step, the log line. Or stay in the terminal, where the fix is going to happen anyway. The new CircleCI CLI exists so you can stay. It’s 1.0, it’s in beta, and it’s a ground-up rewrite in Go, not an iteration on the CLI we’ve shipped for years.

StepbyStep Guide to Automating Alert Management for IT Ops

Your monitoring stack never sleeps. Datadog fires a spike, ServiceNow spins up a ticket, your RMM flags a failed backup, and every one of those signals competes for attention across email, dashboards, and chat channels. For IT Ops teams running on-call rotations, the volume itself becomes the problem. Alert fatigue sets in, critical notifications blend into the noise, and the one incident that matters at 3 a.m. gets buried under a hundred that don’t. The cost is real.