How to start threat hunting

Starting a threat hunting program doesn’t require a dedicated team or enterprise-grade tooling from day one. It requires data visibility, basic analytical skills, and a willingness to start small. Most organizations begin with IOC-based sweeps before building toward hypothesis-driven hunting as their team’s capabilities mature. The key is to start—even a minimal hunting program builds environmental knowledge and improves detection quality in ways that purely reactive security never will.

 

Prerequisites: what you need before your first hunt

Before running your first hunt, three prerequisites matter most:

Logging and visibility. You can’t hunt in data you don’t have. At minimum, you need centralized log collection from your endpoints, identity systems, and network perimeter. A SIEM makes this queryable. Without adequate logging, hunts produce limited results regardless of analyst skill.

Some baseline of normal behavior. Hunting depends on recognizing what’s abnormal. Before you can spot an anomaly, you need a sense of what normal looks like in your environment—typical login patterns, expected processes, normal network destinations. This baseline develops over time but should be consciously built from the start.

Analysts with investigation skills. Threat hunting requires more than tool access. Hunters need to understand attacker behavior, know how to formulate and test hypotheses, and be able to follow evidence through multiple data sources. Not every security analyst has these skills yet, and that’s okay, but it’s something to plan for.

 

Building environmental knowledge and baselines

Environmental knowledge (knowing what your specific network, systems, and users look like during normal operations) is what separates a hunter who generates insights from one who just generates queries.

Build it deliberately. Map your critical assets and understand the expected behavior of the accounts and systems that interact with them. Know which of your applications generate noisy, high-volume logs. Know which admin accounts perform privileged operations on what schedule. Know what your network traffic looks like on a typical Tuesday morning.

This knowledge accumulates through a combination of structured documentation and hands-on investigation. Every hunt you run, even early ones, deepens your understanding of your environment.

 

Starting with simple hunts

The best first hunts are focused and achievable. Don’t start by trying to hunt for advanced persistent threats across your entire environment. Start with a specific, bounded scope.

Good first hunts include IOC sweeps from a recent threat intelligence report relevant to your industry, a search for signs of a specific attack technique you know is being used against organizations like yours, or a review of authentication anomalies for your most privileged accounts. Narrow scope, clear hypothesis, defined data sources.

Document everything. Even if you find nothing, the documentation of what you looked at and how is valuable for future hunts and for building toward more sophisticated investigations.

 

Leveraging threat intelligence

Threat intelligence is the hunter’s best source of new hypotheses. Threat intel reports, industry-specific advisories, government alerts, and open-source intelligence feeds all describe what attackers are doing right now, which provides direct inputs for hypotheses about whether those techniques are being used against your environment.

Subscribe to intelligence feeds relevant to your industry and threat model. When a new advisory comes out about a campaign targeting your sector, treat it as a hunting hypothesis: is this activity present in our environment? What indicators would it leave?

 

Building a threat hunting team

Small organizations can start hunting with existing SOC analysts who have or can develop investigation skills. You don’t need a dedicated threat hunting team to run an effective program, but you do need analysts who have time and cognitive space for proactive investigation, not just reactive alert triage.

As the program matures, consider dedicating hunter time explicitly: even a small allocation of analyst time specifically for hunting (separate from alert work) meaningfully improves program quality. Hunters who are constantly pulled back to alert queues rarely develop the focused investigation skills that make hunting effective.

 

Common mistakes to avoid

Starting without adequate logging. Hunting in incomplete data produces false confidence. Before investing in hunting skills and methodology, make sure you have the visibility to actually find what you’re looking for.

Treating hunting as a one-time project. Threat hunting is a program, not an event. A single hunt adds some value; consistent, regular hunting over time builds the environmental knowledge and detection improvements that make a program genuinely effective.

Skipping documentation. Every undocumented hunt is wasted knowledge. The findings, methods, and queries from every hunt should be recorded. They’re the raw material for future improvements.

Hunting without threat intelligence. Hunters without external intelligence context are working in a vacuum. Threat intel makes hypotheses relevant and keeps hunting focused on real, current attacker behavior.

 

How MDR providers help organizations start hunting

For organizations that want the benefits of a hunting program without the investment in building one, MDR providers offer an accelerated path. MDR providers bring hunting expertise, tools, threat intelligence, and dedicated hunting capacity that most organizations can’t justify independently.

MDR-based hunting also builds organizational capability over time. Findings and recommendations from MDR hunts help internal teams understand their environment better, improve their logging, and develop their own investigation skills.

 

Frequently asked questions

How much does it cost to start a threat hunting program? 

Costs vary widely depending on approach. Using existing analysts and tools, the primary cost is analyst time (typically 10–20% of a senior analyst’s time for a minimal program). Adding dedicated tooling (threat intelligence feeds, specialized hunting platforms) adds cost. Building an internal program from scratch vs. leveraging MDR hunting services is a meaningful budget decision. See Expel’s build or buy guide for a framework on evaluating the options.

How often should we hunt? 

At minimum, monthly. Weekly or more frequent hunting is better for mature programs and high-risk environments. The cadence should match your risk profile and available analyst capacity. More important than frequency is regularity. Consistent, predictable hunting intervals are more effective than occasional intensive hunts with long gaps between.

What’s the difference between a beginner and an experienced threat hunter? 

Beginners tend to rely heavily on indicators and predefined queries. Experienced hunters develop hypotheses from first principles, follow evidence wherever it leads, and bring deep environmental knowledge to every investigation. Experience also brings familiarity with how specific attacker groups operate, which makes hypothesis generation much faster and more targeted. This expertise is what makes MDR hunting valuable—it compresses the learning curve significantly.

Do we need a SIEM before we can start hunting? 

A SIEM makes hunting much more effective by centralizing data, but it’s not strictly required for all hunting activities. EDR platforms often have their own query interfaces that support hunting directly. That said, hunting without centralized log data is significantly limited in scope. If you’re planning to build a meaningful hunting program, investing in a SIEM (or leveraging a managed SIEM service) before ramping up hunting will produce better results.