Day 04 Threat Hunting

Network Traffic Analysis & Threat Hunting

Passive defenders wait for alerts. Threat hunters proactively search for indicators of compromise. Today you use Wireshark and tcpdump to analyze captures, establish baselines, and hunt for anomalies that automated detection misses.

~1 hour Day 4 of 5 Hands-on Precision AI Academy

Today's Objective

By the end of this lesson you will capture and filter traffic with tcpdump, analyze a PCAP file in Wireshark to identify suspicious activity, establish a traffic baseline for a network segment, and write a threat hunting hypothesis.

01

Wireshark

Wireshark is the foundation of Day 4. Every concept that follows builds on the mental model you establish here. The most effective approach is to understand the principle first, then apply it — skipping straight to implementation creates gaps that compound into confusion later.

Work through each example in this lesson sequentially. The concepts connect, and the order is deliberate. If something is unclear, slow down at that point rather than pushing past it — a ten-minute pause now saves hours of debugging later.

01
Wireshark
The core concept for today. Master this before moving to the next section.
02
tcpdump
The practical application that connects theory to working code.
03
threat hunting
The integration step — where the day's concepts work together.
04
Common Errors
The mistakes that trip up beginners. Know them before you encounter them.
02

tcpdump in Practice

Understanding Wireshark requires seeing it in motion. The code below is not a complete application — it is a minimal, working illustration of the key mechanism. Study the pattern, run it, break it deliberately, then fix it. That cycle builds real comprehension.

Read before you run. Trace through the code mentally first. Identify what each section does. Then run it and compare your mental model to the actual output. The gap between expectation and result is where learning happens.

Once the basic pattern works, the logical next step is tcpdump. This is where the abstraction becomes useful — you move from understanding the mechanism to applying it to real problems. The transition is usually smaller than it feels. Most of the hard work happened in Section 1.

03

threat hunting

threat hunting completes today's picture. It is where Wireshark and tcpdump converge into a pattern you can apply to novel problems. This integration step is often where the day's learning consolidates — if the earlier sections felt abstract, this one typically makes them click.

Without tcpdump

Fragile and Incomplete

Implementing Wireshark alone handles the happy path. Real systems encounter edge cases, invalid input, and unexpected state. Missing tcpdump means missing those guards.

With tcpdump

Robust and Production-Ready

Combining Wireshark with tcpdump gives you a complete, defensible implementation. The extra lines cost ten minutes; the robustness they add is worth hours of debugging time.

Do not skip anomaly detection. The final section of today ties the concepts together into a complete, tested implementation. Stopping early leaves you with fragments instead of a working mental model.
04

Common Errors and How to Avoid Them

Several mistakes appear consistently when engineers encounter Network Traffic Analysis & Threat Hunting for the first time. Recognizing them now costs nothing; encountering them in production costs hours.

Accelerate with the Live Bootcamp

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Supporting Resources & Reading

Go deeper with these external references.

Day 4 Checkpoint

Before moving on, you should be able to answer these without looking:

Continue To Day 5
Incident Response