SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals


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Contact UsBreaking Down May 2026’s Discussion — 2026 Threat Landscape Reality Check: Turning Threat Intelligence into Analytic Advantage

This month’s SANS Threat Analysis Rundown was a special one, marking the debut of a new chapter for STAR and the handoff from Katie Nickels, who built the series into what it is today, to me as the new host. I was joined by Katie, along with Rebekah Brown and John Doyle, to explore two of the trends defining the 2026 threat landscape: the continued shift toward identity-based intrusions and the growing intersection of geopolitical conflict with cyber operations.
The format isn’t changing: no vendor pitches, no recycled headlines, and no threat intel theater. The goal is the same one Katie set five years ago, to help CTI teams, SOC analysts, detection engineers, incident responders, and security leaders turn what’s happening in the threat landscape into something they can act on. The blog recap that follows this episode (and every future one) is here to capture the references, reports, and resources that came up in the conversation so you can dig deeper on your own time. You can also catch the full replay on the SANS DFIR YouTube channel.
Katie opened the episode by discussing what STAR became over its first five years and what it should keep being going forward. The value of STAR has always been bringing analysts, incident responders, and researchers into a working-level conversation about how they found things, how they analyzed them, and what defenders could actually do with that work.
A few recurring lessons from her run stood out:
The first two lessons map directly to the rest of the episode. Identity-first intrusions, geopolitical spillover, and the analytic challenges that come with both create constant pressure to publish fast and sound certain. I want to carry forward Katie’s point that STAR exists to help practitioners interpret primary-source reporting, compare it against what they’re seeing in their own environments, and turn threat information into operational advantage.
Katie’s parting advice for me as the new host was to keep an outline, but let the conversation breathe. Ask guests how they found something, not just what they found. The personality and the experience behind the research is what makes STAR different from reading the report, and I’m going to do my best to carry that forward.
The main threat discussion started with the convergence around identity in 2026 annual reports. Even when the methodologies differ across vendors, adversaries are logging in, not breaking in. A few of the data points we discussed:
Many modern intrusions begin in places that look legitimate at first glance: a valid login, a reused session token, an OAuth grant, a compromised SaaS integration, or an account behaving just slightly off in a way that defenders can rationalize as normal.
John connected this directly to the cybercrime ecosystem. Credential theft, infostealer malware, access brokers, and underground markets are often part of the intrusion chain itself. Infostealer logs routinely expose credentials, session cookies, browser data, and authentication tokens that allow threat actors to bypass controls defenders may assume are protective. This is the kind of underground tradecraft we examine in FOR589: Cybercrime Investigations: understanding how access brokers operate, how infostealer logs lead to initial access, and how analysts can track that activity back to specific intrusion patterns.
Rebekah added that the shift is about user behavior too. Since 2020, remote work, flexible schedules, travel, and cloud-based workflows have made “normal” authentication much harder to define. A login from an unusual location or outside business hours might be malicious, or it might be an employee working from a hotel or a different time zone on a personal device, creating ambiguity that attackers exploit.
Rebekah and John clarified what this actually means for CTI teams day-to-day:
CTI teams need to focus on providing context to SOC analysts and detection engineers. Useful identity intelligence helps answer questions like:
Identity intelligence should drive detection, hunting, escalation, and remediation. The CTI tradecraft underneath all of this includes how you map identity-based tradecraft to detection opportunities, how you communicate confidence in your reporting, and how you structure analysis when vendor data converges but conclusions differ. This is the foundation FOR478: Cyber Threat Intelligence Foundations is built on, and the depth of adversary behavior that FOR578: Cyber Threat Intelligence goes into. The 2026 SANS State of Identity Threats & Defenses Survey looks deeper into how organizations are restructuring their detection and response around identity as the primary attack surface.
The second major topic was the intersection of geopolitical conflict and cyber operations: What happens when organizations that aren’t direct parties to a conflict still end up in the blast radius?
John framed the problem by pushing defenders to move past abstract “cyber war” thinking. When a geopolitical flashpoint occurs, organizations need to ask: why would we be targeted? Defense contractors, telecommunications and satellite communications providers, logistics companies, critical infrastructure operators, and organizations supporting a conflict region have obvious exposure. For others, the risk is less direct but still real. Exposure can come from customer base, business partnerships, third-party suppliers, regional operations, public statements, or even perceived alignment. For mid-sized organizations not directly involved in a geopolitical conflict, the risk can come from supply chain exposure, third-party relationships, and opportunistic actors using the moment for expansion or visibility.
The panel also discussed overreaction. Leadership may ask for broad defensive actions like geoblocking entire regions. CTI teams should help leaders understand the threat, the business impact, and the tradeoffs: blocking entire regions may reduce one kind of risk while simultaneously disrupting critical business operations. The practical strategy is to proactively know who to call, what telemetry exists, and which business units may be affected. FOR478: Cyber Threat Intelligence Foundations is built around this kind of stakeholder mapping and intelligence.
Fast-moving geopolitical events also create an analytic challenge that came up throughout the conversation: separating what you know from what you hear or assume.
The discussion centered on a foundational CTI principle: useful intelligence supports decisions. Leadership needs answers even as claims and attributions proliferate on social media, impact gets exaggerated or fabricated, or researchers publish only partial findings. Analysts need to be clear about what is known, what is unconfirmed, what would change the assessment, and what action is recommended now. The CTI team’s job is to produce something useful without overclaiming — using estimative language when warranted, being honest about gaps in collection, and not bending to the pressure to be definitive.
The Admiralty System came up as a useful framework for separately evaluating the reliability of a source and the credibility of information. The follow-up blog that applies the Admiralty framework to the Ticketmaster and Snowflake breach claims is a good walkthrough of how to apply it in practice even when underground claims are getting traction.
I agree with Rebekah’s assessment that analysts are being more deliberate about sourcing in response to the volume of AI-generated content and unverified claims. The 2026 SANS CTI Survey revealed that confidence has dropped in social media and external media reporting as intelligence sources. Open-source feeds, individual researcher accounts, and curated repositories like DeepDarkCTI still hold real value, and vetting and rating those sources before a crisis is what makes them usable when it hits.
Rebekah also highlighted the need to be strategic about confidence ratings. In many executive settings, it’s most effective to say: Here is what we think happened, here is why it matters, here is what would change our assessment, and here is what we recommend doing now. That’s a better way to support decision making than relying on leaders to be familiar with confidence systems, and it’s the kind of pragmatic structured analytic technique covered in FOR578: Cyber Threat Intelligence.
We closed the episode with practical takeaways in the “what to do Monday” segment:
Even if you accomplish all of this on Monday, the goal isn’t to build the perfect collection program by Friday, but to connect external exposure to internal action. The dark web monitoring and cybercrime ecosystem angle is something we’ll come back to in future episodes, and it’s the same tradecraft you’ll find in FOR589: Cybercrime Investigations.
These additional 2026 annual threat reports weren’t called out by name during the livestream, but they cover related ground and are worth a read for analysts pulling together their own view of the 2026 threat landscape:
If you want to keep building on what we covered this month:
Next month on STAR, we’ll be back with another guest and another set of real-world conversations on what’s actually moving in the threat landscape. Catch the replay of this episode and register for upcoming livestreams at the SANS Threat Analysis Rundown page.
Thanks to everyone who joined live or is catching the replay, and a special thanks to Katie, Rebekah, and John for kicking off this next chapter the right way. See you next time.


Sean O’Connor is a cybersecurity professional with over 15 years of experience in intelligence, digital forensics, and threat analysis across both the private and public sectors.
Read more about Sean O'Connor