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Co-founder & CEO of digna, Marcin Chudeusz

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

Jul 8, 2026 By OpsMatters In OpsMatters
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.
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5 of the Best Email Marketing Services Reviewed: 2026

5 of the Best Email Marketing Services Reviewed: 2026

Jul 8, 2026 By OpsMatters In OpsMatters
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.
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Best Brand Positioning Agencies

Best Brand Positioning Agencies

Jul 8, 2026 By OpsMatters In OpsMatters
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.
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manageengine

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

Jul 7, 2026 By Harsitha P In ManageEngine
"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.
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cloudzero

GitHub Copilot cost: what teams actually pay in 2026

Jul 7, 2026 By Lyne Carolyne In CloudZero
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.
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lightrun

Deterministic vs Probabilistic AI Engineering Explained

Jul 7, 2026 By Lightrun Team In Lightrun
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.
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Called it (mostly): Checking in on 2026 predictions so far

Jul 7, 2026 By Sumo Logic, Inc. In Sumo Logic
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.
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InvGate

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

Jul 7, 2026 By Natalí Valle In InvGate
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.
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Introducing AI Incident Prevention from BigPanda

Jul 7, 2026 By BigPanda In BigPanda
AI Incident Prevention from BigPanda stops change-related outages before they occur by leveraging risk scores, trend analysis, and guided remediation steps. Manual IT changes are still a leading cause of IT outages and disruptions. BigPanda AI Incident Prevention addresses this by automatically scoring change requests against historical data, flagging high-risk changes before they go live, and surfacing the recurring problems that cause service degradation.
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