Operations | Monitoring | ITSM | DevOps | Cloud

How Windows Teams Can Improve Document Workflow Reliability

For many organizations, documents are still at the center of daily work. Project plans, internal reports, client proposals, onboarding files, invoices, meeting notes, and compliance records often move between multiple people, devices, and departments before they are considered complete. When a team depends heavily on Windows devices, a reliable document workflow becomes more than a matter of convenience. It directly affects productivity, security, accountability, and operational continuity.

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.

DRIVE Deep Dive: Reliability

This is the second post in our DRIVE Deep Dive series. Over the coming weeks we're examining each pillar of the DRIVE framework in turn, and mapping DRIVE against the frameworks engineering leaders already run on, including DORA and SPACE. For the complete model, download the full DRIVE framework. Our last post covered Delivery. Up next: Initiatives. --- AI has removed the last real constraint on producing code, and organizations are shipping more of it than ever.

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.

Called it (mostly): Checking in on 2026 predictions so far

On this episode of Masters of Data, we revisit the predictions Adam White, Zoe Hawkins, and David Girvin made at the end of last year, checking our own scorecard halfway through 2026. The hits: agents running amok and deleting databases, MCP becoming the backbone for tracking what agents actually do, growing security gaps around personal data, and a collective rejection of low-quality AI content. The misses: we underestimated how fast companies would cut staff for AI, then quietly start rehiring once the agents couldn't cover the work, and we're still arguing about whether token burn is a cost problem or a coming attack vector.