Archive for November, 2025

Save big this Black Friday with deals on TELUS Mobility and PureFibre Internet, Koodo and more

Posted in Commentary with tags on November 28, 2025 by itnerd

Black Friday is here and TELUS is offering customers great deals on a variety of mobility, internet, TV, and home security plans. As the only carrier providing a 5-Year Rate Plan Price Lock on both mobility and home Internet plans, there’s never been a better time to be a TELUS customer. Below is a roundup of our top offers:

TELUS Mobility

  • Experience unlimited smartphone data and ultrafast speeds of up to 2 Gbps with our new 5G+ Complete Unlimited plans. Plus, customers get a dedicated 50GB of 5G+ hotspot data (hotspot speed reduced thereafter), unlimited Canada-wide talk and text, and peace of mind knowing their rate is locked in with our 5-Year Rate Plan Price Lock.
  • Get an Apple iPhone 17 with Bring-It-Back on us when you select a 5G+ Complete Explore or 5G+ Complete Unlimited plan.
  • Get a Samsung Galaxy S25 with Bring-It-Back on us when you select a 5G+ Complete Explore plan or 5G+ Complete Unlimited plan. Plus, enjoy a pair of Samsung Buds3 and Galaxy Watch8 on us (available online only).
  • Take advantage of amazing Black Friday deals on our new 5G+ Complete mobility plans and lock in your rate plan price for a full 5 years.
  • For every new or certified pre-owned phone purchased, TELUS will give a free phone and plan to a Canadian youth transitioning out of government care through its Mobility for Good program. 
  • Now in its fifth year, TELUS’ Buy One, Give One initiative empowers Canadians to shop with purpose, knowing their purchase is helping bridge digital divides and keep vulnerable youth connected. The offer is available online, by phone, and at select stores.

Koodo

  • Get a Certified Pre-Owned iPhone 14 with lifetime manufacturers warranty for just $7/month
  • Get a Certified Pre-Owned Samsung Galaxy S23 with lifetime manufacturers warranty for just $1/month
  • Take advantage of Koodo’s fast-fordable 5G plans and select new perks like 3-Day Easy Roam in the US or Internationally.

PureFibre

  • Get PureFibre 3 Gig Internet from $95/month on a two-year agreement, and lock in your rate plan  for a full 5 years (BC and Alberta only).
  • Get PureFibre 1.5 Gig Internet from $79/month two-year agreement, and lock in your rate plan for a full 5 years (Ontario and Quebec only).

TELUS Online Security

  • Get identity and financial account protection you can bank on, plus real-time protection for up to 20 devices, up to $1 Million in Identity Theft Reimbursement Coverage and much more, with TELUS Online Security Ultimate. Now only $18/month for the first 24 months.

Stream+

  • Get Stream+ starting from $10/month for the first three months on the best streaming services, when you sign up for a TELUS or Koodo mobility plan.

Optik TV

  • Get a 55″ Samsung 4K HDR TV when you bundle Optik TV® with PureFibre Internet. (BC and Alberta only)

SmartHome Security

  • Get a bonus security camera on us with select SmartHome+ packages starting at $15/month.

For more Black Friday deals from TELUS, visit telus.com/deals. 

Canada Struggles in Global AI Readiness Survey

Posted in Commentary with tags on November 27, 2025 by itnerd

New research by B2B data, tech and AI skills training provider Kubicle has revealed which Western countries are leading the way when it comes to data literacy, as well as the skills they’re keen to learn.

By assessing search popularity around queries such as ‘chatgpt training’, ‘ai courses’ and ‘how to improve data literacy’ across the Western counties with the highest English-speaking populations, and comparing the results to each country’s population, you get this:

RankCountryScore
1Ireland1.14
2Australia0.91
3United Kingdom0.78
4United States0.29
5Netherlands0.28
6Germany0.23
7Canada0.17
8Spain0.11
9Sweden0.10
10France0.09

Canada is way down the list in 7th which isn’t good if you’re Canada.

By assessing subject completion data across their broad range of courses, Kubicle can reveal that the following subjects have been the most in demand between 2020-2025:

Elsewhere, by comparing their Fastest Growing Subjects (2020–2022 vs 2023–2025), Kubicle can reveal:

  • A 960% growth in the uptake of AI Fundamentals.
  • A 124% growth in Data Literacy.
  • A 27% uptake in their Power BI subject, Microsoft’s interactive data visualisation software.

How the Data Was Gathered

Kubicle gathered information for this insightful release by assessing their own course subject completions and the World Population Review. Kubicle also researched which English-speaking countries ranked highest for IT subject interest. The countries were Australia, Canada, France, Germany, Ireland, Netherlands, Spain, Sweden, the United Kingdom and the United States, and the terms were ‘excel courses’, ‘chatgpt training’, ‘alteryx training’, ‘tableau courses’, ‘ai courses’, ‘microsoft word courses’, ‘power bi course’ and ‘how to improve data literacy’.

Canadians Are Hitting Peak Streaming Fatigue: Samsung

Posted in Commentary with tags on November 27, 2025 by itnerd

Recent national polling commissioned by Samsung Canada shows what many viewers are already feeling: Canadians are drowning in streaming options.

  • 65% say they feel overwhelmed by the number of platforms
  • Nearly half (49%) wish their TV would “do the searching” for them

The result is a growing wave of streaming fatigue, choice paralysis over where to find shows, what’s available on which service, and how to avoid endless scrolling.

You can read the results of the poll here: https://www.newswire.ca/news-releases/survey-uncovers-canada-s-homebody-economy-boom-living-rooms-are-the-new-hotspot-885903795.html

As part of looking into how Canadians are adapting to this cluttered viewing landscape, Samsung recently rolled out Vision AI Companion, a new conversational-AI interface for its 2025 smart-TV lineup. Instead of manually searching platform by platform, viewers can ask questions like:

  • “What should I watch tonight?”
  • “Where is this show streaming?”
  • “Who is this actor?”

The TV then delivers visualized, personalized responses, melding content discovery, info and context in one place. It’s part of a broader shift in how AI is beginning to reshape the home-viewing experience moving from search to conversation.

80,000+ Passwords and API Keys Exposed from JSONFormatter and CodeBeautify Leaks

Posted in Commentary with tags on November 27, 2025 by itnerd

According to researchers, governments, banks, tech firms, critical infrastructure and other organizations are pasting passwords and credentials into popular online tools like JSONformatter and CodeBeautify that are used to format and validate code.

More than 80,000 files on these sites have been captured with thousands of usernames, passwords, repository authentication keys, Active Directory credentials, database credentials, FTP credentials, cloud environment keys, LDAP configuration information, helpdesk API keys, meeting room API keys, SSH session recordings, and various personal information.

More details can be found here: https://labs.watchtowr.com/stop-putting-your-passwords-into-random-websites-yes-seriously-you-are-the-problem/

Martin Jartelius, AI Product Director at Outpost24, provided the following comments:

“This is why platforms such as Pastebin and others are actively monitored: they are sometimes used by hackers, but far more often used by people who just need to share something quickly. We can tell users again and again not to do these things, but unless we provide stable, easily accessible tools within the organization we monitor and manage, it will keep happening. In essence, if you use a service on the internet that is not provided by your organization, ask yourself whether what you are sending is something you could openly share with anyone in a public space or on public transportation. If the answer is no, please do not upload it. For security departments: identify where these solutions are being used and provide a better, internal, secure alternative. Blocking efficiency will lead to users working around you; strong, secure solutions will make them work with you.”

This is good advice as this is a great way to ensure that your organization stays as secure as possible.

CloudSEK Detects Over 2,000 Holiday-Themed Fake Stores 

Posted in Commentary with tags on November 27, 2025 by itnerd

As millions of shoppers gear up for Black Friday and the holiday shopping season, CloudSEK, a global leader in AI-driven digital risk protection, has uncovered an alarming rise in fake online stores. 

The investigation reveals over 2,000 fraudulent holiday-themed e-commerce sites designed to exploit consumer trust by impersonating well-known retail brands, harvesting payment and personal data, and using aggressive urgency tactics – including recycled templates, fake social proof pop-ups, and typosquatted brand variations. This represents one of the most extensive seasonal fraud operations observed to date.

The research highlights two major phishing clusters:

  • Cluster One: More than 750 interconnected potential fake storefronts, including over 170 Amazon-themed typosquatted domains alongside other potential retail mimicries. These sites use identical holiday templates with flipclock-style urgency timers, fake trust badges, and pop-ups simulating recent purchases along with usage of suspicious resources known for phishing and malware distribution. Payments are redirected to attacker-controlled shell checkout sites, facilitating stealthy financial theft.
  • Cluster Two: Over 1,000 domains under the .shop TLD impersonating global brands such as Samsung, Jo Malone, Ray-Ban, Xiaomi, and others. This is indicated by observed phishing tactics of inducing urgency, false legitimacy, social engineering via fraudulent contact, along with misspellings etc. These sites replicate the same Black Friday/Cyber Monday template and fraudulent checkout process for financial fraud, indicating the use of a standardized phishing kit.

Researchers at CloudSEK have observed that these fake shops are likely promoted through short-lived social media ads, and SEO-optimised search results, along with possible propagation via WhatsApp and Telegram forwards, private deal communities, etc., increasing the risk that consumers encounter fraudulent sites before official brand pages.

Financial analysis shows these sites may potentially attract hundreds of visitors during narrow windows, convert 3-8% through urgency messaging, and generate $2,000–$12,000 per fraudulent store before takedown. 

Besides immediate financial loss, victims risk long-term identity theft from insecure data transmission. Brands face reputational damage, increased customer service burdens, and revenue loss from diverted sales.

Consumers should watch for warning signs such as unrealistic 70–90% discounts, flashy countdown timers, misspelt brand names in URLs, fake trust badges, suspicious checkout redirects, absence of official customer support contact, other misleading tactics, and repetitive templated layouts across multiple similar online storefronts. Shoppers are advised to navigate only to official brand websites or apps and retailers that don’t contain obvious potential indicators of an overall coordinated phishing campaign.

CloudSEK urges organisations in retail, electronics, beauty, and lifestyle sectors to monitor newly registered domains, track impersonation attempts, conduct social media scans for fraudulent promotions, and establish rapid takedown protocols.

Regulatory bodies and cybersecurity agencies can strengthen defenses by leveraging the WHOIS patterns, monitoring high-abuse ASNs and netblocks, partnering with ad networks to block scam ads, promoting public awareness campaigns, and enhancing coordination for swift scam cluster dismantling.

CloudSEK’s XVigil platform continuously monitors digital ecosystems for emerging threats, sharing intelligence to support timely mitigation. 

Note: References to third-party brands or company names in this report are solely for the purpose of illustrating observed impersonation or fraudulent activity conducted by threat actors. CloudSEK does not imply or suggest that any such third party is involved in, responsible for, or associated with the fraudulent activity.

AI startup Onton raises $7.5M to reinvent the way the world discovers and decides what to buy

Posted in Commentary with tags on November 26, 2025 by itnerd

Shopping has quietly become one of the hardest problems on the internet. People spend a collective lifetime moving between tabs, filtering through over-SEO’d listings, comparing conflicting reviews, and trying to work out what is real and what is marketing. The average person takes 79 days to make a single purchase decision, and the number is growing. Onton was built to reset this experience by making every decision as informed as asking an expert and as easy as asking a friend.

Onton has now raised $7.5 million in seed funding led by Footwork with participation from Liquid 2, Parable Ventures, 43 and others, bringing its total funding to approximately $10 million. The company will use the capital to expand its product, scale its team, and grow its global footprint as demand for trustworthy, intelligent search accelerates.

The timing is significant. Traditional e-commerce is struggling under the weight of unstructured data and models that were never designed for the volume or complexity of information the modern web produces. Existing search engines rely on keyword matching, outdated filters, or advertising incentives that often push relevance to the background. Onton combines a new interface with a novel neurosymbolic AI foundation that learns more about the world with every search, dramatically increasing accuracy and enabling people to move from discovery to decision in minutes.

Onton allows users to search with natural language, images, or both. It aggregates information from across the web into a single product listing so people do not have to bounce across twelve sites to feel confident in what they choose. With new creative tools like Imagine and Surfaces, users can dream up the pieces they want and instantly see shoppable versions of those ideas. Onton is already delivering a conversion rate three times higher than the industry benchmark and over 20% of users are weekly active.

The company’s momentum has been fueled by a clear need and a long list of shared frustrations. Alex, Onton’s co-founder, spent 30 hours looking for a mid-century gray couch with wood trim and realized everyone around him had been through similar pain. Zach had been building Rcmmd and studying trust in online reviews for years. When the two met at a YC Startup School event, they recognized they were approaching the same problem from different angles. They teamed up, built the earliest versions of the product, won Pioneer, were accepted into the fifth On Deck Fellowship, and began scaling what would become Onton. The team scaled monthly active users to over 1 million with just four employees at the start of 2025 to ten today and expects to add five more soon.

Across the industry, the forces shaping shopping are shifting fast. The internet is filled with unverified, automatically generated content and the burden is landing on consumers to separate signal from noise. Brands are becoming walled gardens and long trusted sources for product recommendations are disappearing. At the same time, people are rapidly adopting AI first interfaces and expecting search to behave more like an intelligent assistant than a filterable list. These shifts are reshaping expectations for relevance, accuracy, and trust.

Onton’s users describe the impact directly. One recently explained that Onton helped him find quality products that matched his passions without wasting hours on research. Another said the platform confirmed that items she was considering were truly unique, giving her the confidence to move forward instead of continuing to shop endlessly. Others shared that Onton cut months off their decision cycles and helped them restyle or furnish their homes with products they could immediately purchase. Power users are doing over 100 searches and generations a month. 

Looking ahead, Onton plans to expand beyond home decor and furniture into new categories like apparel and electronics, guided by the demand it already sees from users. The company will continue refining its knowledge graph, scaling its data pipeline, and preparing to introduce a customizable search engine that adapts to each individual. Over time, Onton aims to become a global decision making tool that supports any product, in any category, in any country

92% of leaders say AI saves time but more than half still question its impact 

Posted in Commentary with tags on November 26, 2025 by itnerd

As AI adoption accelerates across Canadian workplaces, a new study from HP Canada reveals that most organizations are discovering that productivity isn’t just about the tools they have but about how effectively teams can use them.

The survey of 501 Canadian business leaders demonstrates strong enthusiasm for AI, but inconsistent integration, uneven training, and a lack of role-specific applications are creating friction in day-to-day workflows.

  • 92% of leaders using AI say it saves time, but many admit that time often goes underleveraged. Without clear guidance on how to apply AI-supported efficiencies, teams default back to routine work instead of higher-value tasks like problem solving, strategy, or innovation.
  • 89% of leaders say their company provides the tools employees need to be productive, over half (54%) remain uncertain about its impact
  • 72% believe productivity would rise with more role-relevant AI tools
  • 55% say their company is behind when it comes to adopting modern technology and innovation
  • 49% say “productivity” has become more of a buzzword than a real outcome

You can read more here: https://www.newswire.ca/news-releases/beyond-the-buzzword-hp-uncovers-what-really-drives-productivity-in-canadian-businesses-836159531.html

Some Expert Insights on How Tech Is Powering Black Friday

Posted in Commentary on November 26, 2025 by itnerd

Black Friday and Cyber Monday are just one week away, and this year is set to be record-breaking. 

With retailers doubling down on AI, automation, and data-driven tools, technology is powering everything from predictive demand forecasting to seamless checkout experiences. I had some industry experts provide some commentary on this from a number of angles.

Unni Kurup, Director of Client Consulting & Strategy at Theorem

“For the ecommerce sector, the holiday shopping season is a make-or-break moment. This year, brands are navigating more complexity than ever with tariffs and shifting supply chains adding pressure at the same time as customer expectations continue to grow. In this environment, traditional siloed approaches within organizations just won’t cut it. 

Brands need to embrace cross-functional collaboration with marketing, sales, operations and supply chain working together to plan and adapt as the season goes on. This means that advertising campaigns can be planned alongside inventory, pricing strategies, and fulfillment, so that disruption can be managed and communicated in real time to the customer. 

Automation and AI are also playing a key role as organizations step up their holiday season prep. Brands are able to use these innovations to stress-test fulfillment systems and predict demand as well as to optimize marketing spend, ensuring campaigns are targeted effectively while tracking ROI. With consumer attention increasingly fragmented, focusing on engagement is just as important as logistics and data. Leading retailers are investing in video-led commerce experiences, using shoppable videos and live streams to bridge marketing and conversion in real time. These interactive formats provide instant insights into customer behavior and allow brands to pivot messaging and inventory dynamically, helping align operations with consumer demand as it unfolds.

Ultimately, it’s the brands that invest in planning, collaboration, and advanced technologies that will be best positioned to thrive during the holiday shopping season. Operations must be at the top of their game in order to maximize both sales and customer satisfaction during the busiest time of year for retailers.”

Bruce Kornfeld, Chief Product Officer at StorMagic

“Black Friday and the lead up to Christmas is the busiest shopping period of the year, yet for brick-and-mortar establishments, the rise in online shopping continues to prove problematic. Research from 2024 shows that online transactions around Black Friday saw cart sizes four times larger than in-person purchases, indicating that physical retailers need to up their game. 

Maintaining uptime and performance stability of IT systems at the edge are critical elements to this, as downtime during peak trading hours can have a devastating financial impact. To avoid this, retailers are increasingly implementing hyperconverged infrastructure (HCI) which combines storage, computing and networking into a single system on-site. HCI simplifies management and offers built-in benefits that are ideal for handling high-demand events. By keeping applications and data local, retailers can avoid the “Black Friday cloud risk” of internet or cloud outages, ensuring stores remain fully operational with high availability infrastructure even if connectivity is disrupted.

Additionally, these systems are often built with robust security in mind, offering integrated encryption, authentication, and compliance features for protection against holiday-season cyber threats. For retailers, this combination of uptime, flexibility, and resilience means smoother operations, happier customers, and no lost sales when it matters most.”

Joel Martins, CTO at Calabrio

“The holiday season is the most critical period for retailers, offering unmatched opportunities to strengthen customer relationships and long-term loyalty. In 2024, Black Friday alone generated a record $74.4 billion in online sales, up 5% from the prior year. Every interaction counts, and customer expectations for speed, personalization and resolution have never been higher.

Contact centers play a vital role in ensuring a seamless customer experience across all channels. Yet during peak periods, even the best teams can struggle to maintain consistency and speed. To tackle this, leaders must equip agents with the right tools and training to handle the holiday rush effectively.  

AI is key to bridging that gap. Intelligent automation can manage routine requests at scale, allowing agents to focus on complex, emotionally driven conversations that build loyalty when it matters most. Predictive analytics add another layer of resilience, helping leaders forecast demand, optimize staffing and flag potential systems or experience bottlenecks before they impact customers.

Peak-season success depends on collaboration across technology, operations and customer experience. When data moves freely between these functions, teams gain a unified view of customer sentiment, agent performance and infrastructure health in real time, turning information into action.

Black Friday success isn’t about surviving the traffic spike — it’s about transforming it into a showcase of scalability, intelligence, and customer empathy. CIOs who prepare now with the right data-driven, AI-empowered strategies will not only weather the surge but turn it into a competitive advantage that enhances customer satisfaction and fosters long-term loyalty, turning seasonal shoppers into dedicated patrons throughout the holiday season and beyond.”

Patrick Meehan, Senior Sales & Solutions Engineer, HackerOne

“Cybercriminals have shown a clear pattern of timing attacks to coincide with major retail events, preying on opportunities when organisations are under peak operational pressure and response teams are stretched thin. It’s a deliberate strategy designed to maximise disruption and financial impact. Over the Easter weekend, Scattered Spider claimed responsibility for a sleuth of attacks, catching Marks & Spencer, Harrods, and Co-op in its web. Attacks like these aren’t opportunistic, they’re orchestrated, with Black Friday / the Christmas period offering another prime opportunity to strike. 

While retailers’ focus this golden quarter will be on driving sales, they shouldn’t be tempted to pause security testing. Any lapse in vigilance could leave them vulnerable. Research has found that vulnerability reports in the retail sector have increased by 42% year-on-year, with the average industry breach costing $3.54M, according to HackerOne’s latest Hacker-Powered Security Report. Constant testing and preemptive remediation is essential to ensure adversaries don’t slip through the cracks.

Ahead of the peak season, retailers need to double down on offensive security practices, real-time system monitoring and rigorous third-party risk management. Businesses should run focused testing campaigns on checkout, inventory, and pricing systems to reduce high-traffic exposure windows, including Black Friday discount codes. Attackers can exploit software vulnerabilities in the code validation process or use these as a tool in social engineering and phishing campaigns. Proper testing will help ensure “BLACKFRIDAY50″ doesn’t result in unauthorized system access or data theft.”

Averell Gatton, Director of GenAI, Protegrity

“Black Friday runson data. Every purchase, every click, every reward point feeds systems built to understand what customers want next. 

Thirteen years ago, in 2012, Target made headlines for identifying a teenage girl’s pregnancy before her family knew, simply by analyzing her shopping habits. Sophisticated ML, developed by Target’s Data Science team, and enough data allowed Target to make that assumption. Now, GenAI Agents can set up that workflow and perform that data analysis autonomously, generating conclusions faster than businesses and customers can respond.

That democratization brings new pressure on privacy. Privacy related insight is personal, and once it is used incorrectly, there are broad legal and business implications. The old analytics tools built for static reports can’t keep pace with real-time AI systems that learn and adapt continuously. Retailers need to shift from just collecting data to protecting it, embedding privacy controls and tokenization directly into analytics workflows.

Retailers want to understand customers better, but the boundary between insight and intrusion is blurred by the profound analytical capabilities of Agentic systems. 

This coming Black Friday will serve as a checkpoint. Retailers who build secure, governed AI pipelines will get the insights they need without crossing the line. This is the year to prove GenAI analytics and privacy can both coexist.”

Mikala Vidal, Head of Growth, Lineaje

“The retail landscape is currently being defined by an explosion of AI velocity. New tools and services—from Rufus shopping assistants and dynamic pricing engines to autonomous warehouse robots—are taking center stage, placing security teams on high alert due to the rapid, decentralized adoption. Every AI model, open-source component, and third-party integration with partners introduces a potential exposure. 

Threat actors are actively capitalizing on this shift and refining their tactics to exploit new vulnerabilities. Rather than attacking the retailer’s internal systems, they are targeting point-of-sale systems, e-commerce platforms, and third party software. We saw a case of such severity this year when the Clop ransomware group successfully exploited a zero-day flaw in Sam’s Club file transfer software. That’s why visibility and verification are crucial. To defend against threats buried deep within the software supply chain, retailers should prioritize sourcing secure components, for software and AI, and maintain up-to-date inventories of dependencies and LLMs. Additionally, they should also be doing thorough risk evaluations of third-party software. 

When combined with continuous risk analysis and automated remediation, these practices enable retailers to protect trust and keep commerce running smoothly, even under the intense pressure of the holiday season.”

FBI Says Hackers Stole $262M by Impersonating Bank Staff

Posted in Commentary with tags on November 25, 2025 by itnerd

The FBI has warned that cyber criminals are impersonating staff at financial institutions to steal money or information in Account Takeover (ATO) fraud schemes. Since January 2025, the FBI Internet Crime Complaint Center (IC3) received more than 5,100 complaints reporting ATO fraud, with losses exceeding $262 million.

Details can be found here: https://www.ic3.gov/PSA/2025/PSA251125

Jim Routh, Chief Trust Officer at Saviynt, commented:

“The large majority of ATO accounts referenced in the FBI announcement occur through compromised credentials used by threat actors intimately familiar with the internal processes and workflows for money movement within financial institutions. The most effective controls to prevent these attacks are manual (phone calls for verification) and SMS messages for approval. The root cause continues to be the accepted use of credentials for cloud accounts despite having passwordless options available.”

If you want to protect yourself from a scam like this, this link will help: Learn about the phony bank investigator scam

2026 Technology Predictions from Starburst

Posted in Commentary with tags on November 25, 2025 by itnerd

Here’s some 2026 Industry Predictions by Justin Borgman, CEO and Cofounder, Starburst.

The Rise of Human-and-Machine-Centered Data Ecosystems – “We’re moving toward a world where data platforms won’t primarily serve people anymore; they’ll serve machines. The new consumers of data are AI agents, which will increasingly drive decisions, generate insights, and automate processes at speeds humans can’t match. These AI agents will require direct, governed, real-time access to all enterprise data to reason, generate, and act effectively. As AI agents become the primary consumers, enterprises must decide whether their data governance models empower or constrain them. This shift fundamentally changes everything about how we build and operate data infrastructure, from architecture and pipelines to governance and security, demanding a new approach that prioritizes machine-first accessibility without sacrificing trust or compliance.”

Hybrid AI Becomes the New Default – “The ‘cloud-everything’ era is coming to an end. Data gravity, sovereignty laws, and inference cost control are drivers for on-premises and model-to-data architectures. Enterprises are realizing that critical AI workloads need to remain close to their data, whether on-premises or in hybrid environments, to meet stringent requirements for performance, compliance, and data sovereignty. As a result, DevOps and data teams will increasingly build intelligent, governed ‘AI factories’ inside the enterprise, integrating AI pipelines directly with existing systems rather than relying solely on public cloud services. This approach ensures organizations can scale AI responsibly while maintaining control over sensitive information and operational efficiency.”

The Real Battle Moves Above the Data Format – “The last decade was about standardizing how we store data; the next is about standardizing how we trust it. With open table formats like Iceberg now widely adopted as the standard, the next competitive frontier isn’t the format itself. It’s the management of metadata, governance, and secure access. AI explainability depends on how well metadata is managed. Enterprise success will hinge on how effectively DevOps and data teams curate data catalogs, enforce policies, and provide federated access across diverse environments. Without unified metadata and policy, enterprises risk an AI compliance crisis. It’s no longer just about where the data lives; it’s about how intelligently it can be accessed, trusted, and leveraged to drive actionable outcomes.”

DevOps for Machines, Not Just Humans – “DevOps is evolving beyond its traditional focus on deploying applications. DevOps for machines means governing the real-time interaction between AI agents and enterprise data, with the same rigor once reserved for production apps. Modern teams will now treat data and AI pipelines as mission-critical workloads, ensuring that AI agents have real-time, governed access to enterprise data while maintaining reliability, security, and observability at scale. DevOps for machines is about managing the data-to-action lifecycle, not model training pipelines. Humans remain responsible for defining access, policy, and safety nets. For example, tomorrow’s DevOps teams will monitor not only application uptime, but also AI decision health to ensure agents operate within defined parameters. This evolution requires a new mindset: one where DevOps teams are responsible for orchestrating an ecosystem in which machines, not just humans, can operate safely, efficiently, and autonomously.”