seikaikyo/detecting-network-anomalies-with-zeek

Detecting Network Anomalies with Zeek

When to Use

• Deploying passive network security monitoring at key network choke points for continuous visibility
• Generating structured connection, DNS, HTTP, SSL, and file transfer logs for SIEM ingestion and threat hunting
• Writing custom Zeek scripts to detect organization-specific threats, policy violations, or beaconing behavior
• Performing retrospective analysis on network metadata to investigate security incidents
• Complementing IDS solutions with protocol-level metadata analysis that signature-based tools may miss

Do not use as a replacement for inline IDS/IPS that can actively block traffic, for monitoring encrypted payloads without TLS inspection, or on endpoints where host-based agents are more appropriate.

Prerequisites

• Zeek 6.0+ installed from source or package manager (zeek --version)
• Network interface configured on a span port, network tap, or virtual switch mirror for passive capture
• Sufficient disk storage for log files (estimate 1-5 GB/day per 100 Mbps of monitored traffic)
• Familiarity with Zeek's scripting language for writing custom detections
• Log aggregation system (Splunk, Elastic, Graylog) for centralized analysis

Workflow

Step 1: Install and Configure Zeek

# Install Zeek on Ubuntu/Debian
sudo apt install -y zeek

# Or install from source for latest version
git clone --recursive https://github.com/zeek/zeek
cd zeek && ./configure --prefix=/opt/zeek && make -j$(nproc) && sudo make install
export PATH=/opt/zeek/bin:$PATH

# Configure the monitoring interface
sudo vi /opt/zeek/etc/node.cfg

# /opt/zeek/etc/node.cfg
[zeek]
type=standalone
host=localhost
interface=eth1

# Configure local network definitions
sudo vi /opt/zeek/etc/networks.cfg

# /opt/zeek/etc/networks.cfg
10.0.0.0/8       Internal
172.16.0.0/12    Internal
192.168.0.0/16   Internal

# Disable NIC offloading for accurate packet capture
sudo ethtool -K eth1 rx off tx off gro off lro off tso off gso off

# Deploy Zeek
sudo zeekctl deploy

# Verify Zeek is running
sudo zeekctl status

Step 2: Understand and Navigate Zeek Logs

# Zeek generates structured log files in /opt/zeek/logs/current/
ls /opt/zeek/logs/current/

# Key log files:
# conn.log       - All network connections (TCP, UDP, ICMP)
# dns.log        - DNS queries and responses
# http.log       - HTTP requests and responses
# ssl.log        - SSL/TLS handshake details
# files.log      - File transfers observed on the network
# notice.log     - Alerts from Zeek detection scripts
# weird.log      - Protocol anomalies and errors
# x509.log       - X.509 certificate details
# smtp.log       - SMTP email transactions
# ssh.log        - SSH connection details

# View connection log with zeek-cut for column selection
cat /opt/zeek/logs/current/conn.log | zeek-cut ts id.orig_h id.orig_p id.resp_h id.resp_p proto service duration orig_bytes resp_bytes

# View DNS log
cat /opt/zeek/logs/current/dns.log | zeek-cut ts id.orig_h query qtype_name answers

# View HTTP log
cat /opt/zeek/logs/current/http.log | zeek-cut ts id.orig_h host uri method status_code user_agent

Step 3: Write Custom Detection Scripts

# Create a custom detection script directory
sudo mkdir -p /opt/zeek/share/zeek/site/custom-detections

Create a script for detecting DNS tunneling:

# /opt/zeek/share/zeek/site/custom-detections/dns-tunneling.zeek
@load base/frameworks/notice

module DNSTunneling;

export {
    redef enum Notice::Type += {
        DNS_Tunneling_Detected,
        DNS_Long_Query
    };

    # Threshold: number of unique queries per source in time window
    const query_threshold: count = 200 &redef;
    const time_window: interval = 5min &redef;
    const max_query_length: count = 50 &redef;
}

# Track query counts per source IP
global dns_query_counts: table[addr] of count &create_expire=5min &default=0;

event dns_request(c: connection, msg: dns_msg, query: string, qtype: count, qclass: count)
{
    local src = c$id$orig_h;

    # Check for unusually long domain queries (base64-encoded data)
    if ( |query| > max_query_length )
    {
        NOTICE([
            $note=DNS_Long_Query,
            $msg=fmt("Unusually long DNS query from %s: %s (%d chars)", src, query, |query|),
            $src=src,
            $identifier=cat(src, query)
        ]);
    }

    # Track query volume per source
    dns_query_counts[src] += 1;

    if ( dns_query_counts[src] == query_threshold )
    {
        NOTICE([
            $note=DNS_Tunneling_Detected,
            $msg=fmt("Possible DNS tunneling: %s sent %d queries in %s", src, query_threshold, time_window),
            $src=src,
            $identifier=cat(src)
        ]);
    }
}

Create a script for detecting beaconing:

# /opt/zeek/share/zeek/site/custom-detections/beacon-detection.zeek
@load base/frameworks/notice
@load base/frameworks/sumstats

module BeaconDetection;

export {
    redef enum Notice::Type += {
        Possible_Beaconing
    };

    const beacon_threshold: count = 50 &redef;
    const observation_window: interval = 1hr &redef;
}

event zeek_init()
{
    local r1 = SumStats::Reducer(
        $stream="beacon.connections",
        $apply=set(SumStats::SUM)
    );

    SumStats::create([
        $name="detect-beaconing",
        $epoch=observation_window,
        $reducers=set(r1),
        $threshold_val(key: SumStats::Key, result: SumStats::Result) = {
            return result["beacon.connections"]$sum;
        },
        $threshold=beacon_threshold + 0.0,
        $threshold_crossed(key: SumStats::Key, result: SumStats::Result) = {
            NOTICE([
                $note=Possible_Beaconing,
                $msg=fmt("Possible beaconing: %s made %d connections in %s",
                         key$str, result["beacon.connections"]$sum, observation_window),
                $identifier=key$str
            ]);
        }
    ]);
}

event connection_state_remove(c: connection)
{
    if ( c$id$resp_h !in Site::local_nets )
    {
        local key = fmt("%s->%s:%d", c$id$orig_h, c$id$resp_h, c$id$resp_p);
        SumStats::observe("beacon.connections", [$str=key], [$num=1]);
    }
}

Step 4: Load Custom Scripts and Deploy

# Add custom scripts to local.zeek
sudo tee -a /opt/zeek/share/zeek/site/local.zeek << 'EOF'

# Custom detection scripts
@load custom-detections/dns-tunneling.zeek
@load custom-detections/beacon-detection.zeek

# Enable additional protocol analyzers
@load protocols/ftp/software
@load protocols/http/software
@load protocols/smtp/software
@load protocols/ssh/detect-bruteforcing
@load protocols/ssl/validate-certs
@load protocols/ssl/log-hostcerts-only
@load protocols/dns/detect-external-names

# Enable file extraction
@load frameworks/files/extract-all-files

# Enable Intel framework for threat intelligence
@load frameworks/intel/seen
@load frameworks/intel/do_notice
EOF

# Reload Zeek configuration
sudo zeekctl deploy

# Verify scripts loaded without errors
sudo zeekctl diag

Step 5: Threat Hunting Queries on Zeek Logs

# Find long-duration connections (possible C2)
cat /opt/zeek/logs/current/conn.log | zeek-cut ts id.orig_h id.resp_h id.resp_p duration | \
  awk '$5 > 3600 {print $0}' | sort -t$'\t' -k5 -rn | head -20

# Find connections with high data transfer volumes
cat /opt/zeek/logs/current/conn.log | zeek-cut ts id.orig_h id.resp_h orig_bytes resp_bytes | \
  awk '$4 > 100000000 || $5 > 100000000 {print $0}'

# Identify rare user agents (potential malware)
cat /opt/zeek/logs/current/http.log | zeek-cut user_agent | sort | uniq -c | sort -n | head -20

# Find self-signed or expired certificates
cat /opt/zeek/logs/current/ssl.log | zeek-cut ts id.orig_h id.resp_h server_name validation_status | \
  grep -v "ok"

# Detect DNS queries to newly registered domains (DGA patterns)
cat /opt/zeek/logs/current/dns.log | zeek-cut ts id.orig_h query | \
  awk -F'\t' '{n=split($3,a,"."); if(length(a[n-1]) > 10) print $0}'

# Find SSH brute force attempts
cat /opt/zeek/logs/current/ssh.log | zeek-cut ts id.orig_h id.resp_h auth_success | \
  grep "F" | awk '{print $2}' | sort | uniq -c | sort -rn | head -10

# Identify unusual port usage
cat /opt/zeek/logs/current/conn.log | zeek-cut id.resp_p proto service | \
  sort | uniq -c | sort -rn | head -50

Step 6: Integrate with SIEM and Set Up Alerting

# Configure JSON log output for SIEM ingestion
sudo tee /opt/zeek/share/zeek/site/json-logs.zeek << 'EOF'
@load policy/tuning/json-logs.zeek
redef LogAscii::use_json = T;
EOF

# Forward logs to Elastic via Filebeat
# /etc/filebeat/filebeat.yml
sudo tee /etc/filebeat/filebeat.yml << 'EOF'
filebeat.inputs:
  - type: log
    enabled: true
    paths:
      - /opt/zeek/logs/current/*.log
    json.keys_under_root: true
    json.add_error_key: true
    fields:
      source: zeek
    fields_under_root: true

output.elasticsearch:
  hosts: ["https://elastic-siem:9200"]
  index: "zeek-%{+yyyy.MM.dd}"
  username: "elastic"
  password: "${ES_PASSWORD}"
EOF

sudo systemctl enable --now filebeat

# Set up log rotation
sudo tee /etc/cron.d/zeek-logrotate << 'EOF'
0 0 * * * root /opt/zeek/bin/zeekctl cron
EOF

# Monitor Zeek health
sudo zeekctl status
sudo zeekctl netstats

Key Concepts

| Term | Definition | |------|------------| | Network Security Monitor | Passive analysis tool that observes network traffic and generates structured metadata logs without altering or blocking traffic flow | | Zeek Script | Event-driven scripts written in Zeek's domain-specific language that process network events and generate notices, logs, and metrics | | Connection Log (conn.log) | Core Zeek log recording every observed connection with source/destination IPs, ports, protocol, duration, and byte counts | | Notice Framework | Zeek subsystem for generating alerts when detection scripts identify suspicious activity, outputting to notice.log | | SumStats Framework | Statistical analysis framework in Zeek for tracking metrics over time windows, enabling threshold-based detection of anomalies | | Intel Framework | Zeek module for matching observed network indicators against threat intelligence feeds and generating alerts on matches |

Tools & Systems

• Zeek 6.0+: Open-source network security monitor generating comprehensive protocol-level logs from passive traffic analysis
• zeek-cut: Zeek utility for extracting specific columns from tab-separated Zeek log files for quick analysis
• zeekctl: Zeek management tool for deploying, monitoring, and managing Zeek instances across single or clustered deployments
• RITA (Real Intelligence Threat Analytics): Open-source tool that analyzes Zeek logs for beaconing, DNS tunneling, and other threat indicators
• Filebeat: Elastic agent for shipping Zeek JSON logs to Elasticsearch for centralized analysis and visualization

Common Scenarios

Scenario: Detecting Command-and-Control Beaconing in Enterprise Traffic

Context: A threat intelligence report indicates that a specific threat actor uses HTTPS beaconing with 60-second intervals to compromised hosts. The SOC team needs to analyze Zeek logs to identify any hosts exhibiting this pattern across the enterprise network carrying 2 Gbps of traffic.

Approach:

1. Deploy Zeek on a network tap at the internet egress point with AF_PACKET for high-throughput capture
2. Enable the custom beacon detection script with thresholds tuned for 60-second intervals over 1-hour observation windows
3. Query conn.log for connections to external IPs with consistent duration and inter-connection timing: filter connections where the standard deviation of inter-arrival times is less than 5 seconds
4. Cross-reference suspicious destination IPs against threat intelligence feeds loaded into Zeek's Intel framework
5. Examine ssl.log for the associated TLS certificates -- check for self-signed certificates, unusual issuer names, or certificates with short validity periods
6. Generate a notice for each identified beaconing source and feed into the SIEM for SOC triage

Pitfalls:

• Not tuning beacon detection thresholds for the environment, resulting in false positives from legitimate update services (Windows Update, AV updates)
• Failing to exclude CDN and cloud service provider IP ranges that naturally receive many repeat connections
• Running Zeek without sufficient CPU cores, causing packet drops on high-throughput links
• Not enabling JSON log output, making SIEM integration unnecessarily complex with custom parsers

Output Format

## Zeek Network Anomaly Detection Report

**Sensor**: zeek-sensor-01 (10.10.1.250)
**Monitoring Interface**: eth1 (span port from Core-SW1)
**Analysis Period**: 2024-03-15 00:00 to 2024-03-16 00:00 UTC
**Total Connections Logged**: 2,847,392

### Anomalies Detected

| Notice Type | Source | Destination | Details |
|-------------|--------|-------------|---------|
| DNS_Tunneling_Detected | 10.10.3.45 | 8.8.8.8 | 847 queries to suspect-domain.xyz in 5 min |
| Possible_Beaconing | 10.10.5.12 | 203.0.113.50:443 | 62 connections with 59.8s avg interval |
| SSL::Invalid_Server_Cert | 10.10.8.22 | 198.51.100.33:443 | Self-signed cert, CN=localhost |
| SSH::Password_Guessing | 45.33.32.156 | 10.10.20.11:22 | 487 failed attempts in 30 min |

### Recommendations
1. Isolate 10.10.3.45 and investigate for DNS tunneling malware
2. Block 203.0.113.50 at firewall and forensically image 10.10.5.12
3. Investigate self-signed TLS certificate on 198.51.100.33
4. Block 45.33.32.156 and enforce SSH key-only authentication