What is Botnet? Explanation and analysis

What is a Botnet? The Zombie Army Hiding Inside Your Devices

Your morning routine seems normal. Coffee brews, email loads, and the smart thermostat adjusts itself. But here’s the uncomfortable truth: while you check the weather forecast, your laptop might be attacking a hospital network in Germany. Your smart refrigerator could be hammering a financial institution with traffic. Your security camera? Sending spam to 50,000 email addresses.

This isn’t science fiction. This is the reality of Botnets—massive networks of hijacked devices that criminals weaponize without owners ever knowing. The device you’re reading this on right now could be part of someone’s digital army. Understanding how botnets work, how devices get recruited, and how to detect infection isn’t optional knowledge anymore. It’s survival.

Botnet Architecture: Understanding the Zombie Network

The Definition

A Botnet is a distributed network of internet-connected devices that have been compromised by malware and placed under centralized remote control. The term combines “robot” and “network,” reflecting how infected machines execute automated commands from an attacker. Each compromised device becomes a “bot” or “zombie”—still functional for its owner, but secretly serving a criminal operator called the Bot Herder.

The scale of modern botnets is staggering. A single botnet can control anywhere from a few thousand to several million devices simultaneously. The Mirai Botnet enslaved over 600,000 IoT devices at its peak. The 3ve ad fraud botnet controlled 1.7 million computers across multiple continents. But the record belongs to the 911 S5 botnet, dismantled by law enforcement in 2024—at its peak, it controlled approximately 19 million active bots operating across 190 countries.

The Analogy: The Zombie Army

Picture a zombie outbreak in a major city. Infected citizens still walk, talk, and go to work. Their families don’t notice anything unusual. But when the zombie master issues a command, every infected person drops what they’re doing and marches toward a single target. One zombie is a nuisance. A million zombies moving together can level a fortress.

This is exactly how botnets operate:

RoleZombie MovieBotnet Reality
The VictimBitten civilian who still appears normalYour infected device that functions normally
The InfectionZombie virus spreading through bitesMalware spreading through downloads, exploits, or weak passwords
The ControllerZombie master calling the hordeBot Herder sending commands through C&C infrastructure
The AttackMillion-zombie march against survivorsDDoS attack, spam campaign, or credential stuffing operation

The genius of this model? Individual zombies are expendable and replaceable. If one bot gets cleaned or goes offline, the army barely notices. The Bot Herder simply recruits more.

Under the Hood: Command and Control Infrastructure

Every botnet needs a nervous system—a way for the Bot Herder to communicate orders to potentially millions of scattered devices. This is the Command and Control (C&C) infrastructure, and its design determines how resilient and dangerous a botnet becomes.

C&C ModelHow It WorksStrengthsWeaknesses
CentralizedAll bots connect to one or more hardcoded serversSimple to manage, low latency commandsSingle point of failure; takedown one server, cripple the botnet
Peer-to-Peer (P2P)Bots communicate with each other; commands propagate through the networkNo central server to target; highly resilientSlower command propagation; more complex to build
Domain Generation Algorithm (DGA)Bots calculate daily domain names using shared algorithm; herder registers only needed domainsHard to block; domains change constantlyPredictable patterns can be reverse-engineered by researchers
Social Media/CloudCommands hidden in public platforms (Twitter posts, Pastebin, cloud storage)Blends with legitimate traffic; free infrastructurePlatform can detect and ban accounts

The infection sequence follows a predictable pattern. First, the malware establishes persistence—modifying startup registries, creating scheduled tasks, or injecting into legitimate processes. Then it reaches out to the C&C server, often using encrypted HTTPS traffic to blend with normal web browsing. The bot registers itself, receives its unique identifier, and waits for instructions. Every few minutes or hours, it “phones home” to check for new commands.

Modern botnets like TrickBot and Emotet use modular architectures. The initial infection is small—just enough code to establish persistence and download additional components. Need to launch a DDoS attack? Download the DDoS module. Switching to credential theft? Pull the banking trojan module. This modularity makes detection harder and gives Bot Herders flexibility to pivot their operations.

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How Devices Get Recruited: The Infection Vectors

Hackers don’t manually compromise each machine. They automate the process, scanning millions of potential victims and exploiting whichever weaknesses they find. Understanding these infection vectors is the first step toward defending against them.

Trojan Horse Downloads

The Definition

A Trojan Horse infection occurs when malware is disguised as legitimate software. The victim actively downloads and executes the malicious package, believing they’re installing something useful.

The Analogy

Just like the ancient Greeks hid soldiers inside a wooden horse that the Trojans willingly brought inside their walls, attackers hide bot malware inside software that victims actively want—pirated games, free premium tools, or cracked applications.

Under the Hood

StageProcessTechnical Detail
1. DistributionAttacker uploads bundled malwareHosted on torrent sites, file lockers, or fake download portals
2. ExecutionUser runs installerLegitimate software installs normally, hiding malicious activity
3. Payload DropBot malware deployedExecutable copied to system32, AppData, or hidden directories
4. PersistenceSurvival mechanism createdRegistry run keys, scheduled tasks, or service installation
5. C&C ContactBot phones homeEncrypted connection to command server over port 443 (HTTPS)

Pro-Tip: That “Free Photoshop Crack” on a torrent site isn’t just stealing Adobe’s revenue. It’s likely bundling bot malware that will steal your device’s resources for years.

Drive-By Downloads

The Definition

A Drive-By Download attack infects devices simply through visiting a compromised webpage. No user action beyond loading the page is required—no clicks, no downloads, no confirmation dialogs.

The Analogy

Imagine walking past a house and getting infected with a virus just because you looked at it. The homeowner didn’t even need to invite you in. Drive-by downloads work the same way: the webpage itself is the weapon.

Under the Hood

Attack ComponentFunctionDetection Difficulty
Exploit KitServer-side software probing visitor’s browser for vulnerabilitiesHigh—runs server-side
Landing PageInnocent-looking webpage with hidden iframe or JavaScript redirectMedium—code is obfuscated
Payload DropperSmall executable that downloads and installs full bot malwareHigh—runs in memory
Persistence MechanismRegistry modifications or scheduled tasks ensuring malware survives rebootsMedium—visible to security tools

The Angler Exploit Kit perfected this approach before law enforcement disrupted it in 2016. Victims would visit a compromised advertising network, get redirected through multiple servers within milliseconds, have their browser exploited via Flash or Java vulnerabilities, and receive bot malware—all while the original webpage loaded normally. The entire infection took under three seconds.

The IoT Epidemic

The Definition

IoT botnet recruitment targets Internet of Things devices—webcams, routers, smart TVs, thermostats, baby monitors—by exploiting default credentials, unpatched firmware, or exposed network services.

The Analogy

Think of IoT devices as houses that were built without locks. The builders assumed nobody would try the door. Attackers walk down the street, try every handle, and walk right into millions of homes because nobody bothered to install security.

Under the Hood

IoT Security FailureReal-World ImpactPrevalence
Default CredentialsDevices ship with admin/admin or similar passwords70%+ of consumer devices
No Update MechanismCannot receive security patches after deploymentCommon in cheap devices
Exposed ServicesTelnet, SSH, or web interfaces accessible from internetMillions of exposed devices
Weak EncryptionNo encryption or deprecated protocols like WEPStill common in legacy devices
Extended LifespanDevices remain in service 5-10+ years beyond supportStandard consumer behavior

The Mirai Botnet exploited these weaknesses brutally. Its creators published a list of just 62 default username/password combinations that worked on hundreds of device models. Mirai’s automated scanners swept the internet, attempting these credentials against every device with an open Telnet port. In October 2016, this zombie army of webcams and routers generated an attack exceeding 1 Tbps directed at DNS provider Dyn, temporarily breaking access to Netflix, Twitter, Reddit, and dozens of other major platforms.

Worm-Based Propagation

Some botnets spread autonomously, using network worms that jump from device to device without requiring user interaction. The worm exploits a vulnerability, compromises the system, and immediately begins scanning for more victims.

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Conficker, which emerged in 2008, used this approach to infect between 9 and 10 million computers. It exploited a Windows Server service vulnerability (MS08-067), propagated through network shares, and spread via USB drives. At its peak, Conficker-infected machines represented enormous collective computing power. The botnet was never fully deployed for attacks, leaving researchers puzzling over what its operators originally intended.

What Botnets Actually Do: Criminal Operations

Bot Herders don’t build these massive infrastructures for fun. Botnets are profit centers, generating revenue through various criminal activities. The same zombie army can pivot between different operations based on what pays best at any given moment.

Distributed Denial of Service Attacks

The Definition

DDoS attacks overwhelm targets with traffic volumes exceeding their infrastructure capacity, making services unavailable to legitimate users.

The Analogy

Imagine 100,000 people simultaneously calling the same pizza shop, all asking questions but never ordering. Legitimate customers can’t get through. The phone lines are jammed. The business is effectively shut down without anyone breaking a single law individually.

Under the Hood

DDoS Attack TypeMechanismTypical Botnet Usage
VolumetricFlood target with massive bandwidth (UDP, ICMP)Uses raw connection count; each bot sends maximum traffic
ProtocolExploit weaknesses in network protocols (SYN flood, Ping of Death)Bots send malformed packets that consume server resources
Application LayerTarget specific services with legitimate-looking requests (HTTP GET flood, Slowloris)Each bot behaves like a normal user, just persistent and numerous
AmplificationUse third-party servers to multiply attack volume (DNS amplification, NTP reflection)Bots send spoofed requests; responses overwhelm the target

The economic damage extends beyond the direct target—when the Mirai botnet hit Dyn’s DNS infrastructure, it created cascading failures across the internet.

Spam Distribution Networks

Email spam requires volume. Sending a million emails from one server gets that IP address blacklisted within hours. But distributing that same campaign across 100,000 zombie computers? Each device sends only 10 emails, appearing legitimate to spam filters.

Botnet-powered spam campaigns advertise pharmaceuticals, push phishing links, distribute malware attachments, and promote scam investment schemes. The conversion rates are terrible—maybe one victim per 100,000 emails—but when you’re sending billions of messages, terrible conversion rates still generate significant profit.

Collateral Damage: When your device sends spam, your IP gets blacklisted. Your legitimate emails bounce, and cleaning the infection doesn’t immediately restore your reputation—IP blacklists take months to update.

Credential Stuffing and Brute Force

Stolen password databases leak constantly. Attackers obtain lists containing millions of username/password combinations from previous breaches. Most users reuse passwords across multiple sites—credential stuffing exploits this weakness at scale.

A botnet distributes the testing workload across thousands of IP addresses. Each bot tries a handful of credentials against target sites—Netflix, banking portals, corporate VPNs. Because requests come from residential IP addresses at low volume, they bypass most rate-limiting protections.

Credential Attack TypeBotnet Advantage
Credential StuffingDistributed requests evade IP-based rate limiting
Password SprayingTry one common password against many accounts simultaneously
Brute ForceMassive parallelization reduces crack time
CAPTCHA BypassSome botnets include human operators or ML systems for verification

Cryptojacking: Stealing Your Electricity

Cryptocurrency mining requires processing power and electricity—both expensive in legitimate operations. Botnets provide these resources for free, using victims’ hardware and power bills to generate coins.

Monero (XMR) became the cryptojacking currency of choice. Unlike Bitcoin, Monero mining doesn’t require specialized hardware; consumer CPUs can participate effectively. Monero’s privacy features also make tracking payments nearly impossible.

The Hidden Costs:

  • Elevated electricity bills ($20-100+ monthly for heavily infected devices)
  • Reduced hardware lifespan from constant heat stress
  • Degraded device performance affecting productivity
  • Battery drain on laptops and mobile devices

Click Fraud and Ad Revenue Theft

Digital advertising pays per impression and per click. Botnets simulate human users viewing and clicking ads, siphoning money from advertisers to fraudulent publishers.

The 3ve botnet operated one of the largest ad fraud schemes ever documented. It controlled 1.7 million computers and generated between 3 and 12 billion fraudulent ad requests daily. The operation mimicked human browsing behavior—visiting legitimate websites, scrolling through content, and clicking ads at realistic intervals. By the time the FBI disrupted 3ve in 2018, it had stolen approximately $29-30 million from advertisers.

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Am I Already a Zombie? Detection Methods

Botnet infections are designed for stealth. The malware wants your device operational and connected—a crashed computer generates no value. However, perfect concealment is impossible. Resource usage, network traffic, and behavioral patterns can reveal infection.

Observable Symptoms

SymptomWhat’s HappeningSeverity
Slow upload speedsBandwidth consumed by outbound attack traffic or spamHigh suspicion
High CPU usage at idleCryptojacking or computational attacks running in backgroundHigh suspicion
Fan running constantlyHeat from unauthorized processingMedium suspicion
Unexpected emails “from” youSpam sent using your email credentials or from your IPConfirmed infection
ISP warningsYour IP flagged for malicious activityConfirmed infection
New unknown processesMalware binaries running under innocuous namesRequires investigation
Disabled security softwareMalware preventing antivirus updates or scansHigh suspicion

Technical Detection: Network Analysis

Your device maintains connections to remote servers. Identifying unexpected connections can reveal C&C communication.

The Netstat Method:

  1. Close all browsers, messaging apps, and other network-using software
  2. Open Command Prompt as Administrator (Windows) or Terminal (Mac/Linux)
  3. Execute: netstat -ano (Windows) or netstat -an (Mac/Linux)
  4. Look for ESTABLISHED connections to unfamiliar IP addresses
Connection StateMeaning
ESTABLISHEDActive connection currently exchanging data
TIME_WAITConnection recently closed; waiting for lingering packets
LISTENINGYour device waiting for incoming connections on this port
SYN_SENTYour device attempting to open a connection

Suspicious indicators: connections to IP addresses in unusual geographic regions, connections on uncommon ports, and any ESTABLISHED connections when your device should be idle.

Pro-Tip: Copy suspicious IP addresses into threat intelligence platforms like VirusTotal, AbuseIPDB, or Shodan. These databases aggregate reports of malicious infrastructure and can immediately flag known C&C servers.

Advanced Detection Tools

ToolPurposeBest For
MalwarebytesDeep malware scanning with behavioral detectionRemoving confirmed infections
WiresharkPacket-level network traffic analysisTechnical users investigating suspicious connections
Process ExplorerEnhanced task manager showing process relationshipsIdentifying malware masquerading as legitimate processes
AutorunsComplete view of system startup entriesFinding persistence mechanisms
GlassWireVisual network monitor with historical dataDetecting unusual traffic patterns over time

Securing Your Network: Defensive Measures

Prevention beats detection. Hardening your devices and network eliminates most infection vectors before malware ever executes.

Router Security: The Critical Gateway

Your router controls access to every device on your home network. A compromised router means every connected device—regardless of its own security—faces potential infection.

StepHow To ExecuteWhy It Matters
Change admin passwordAccess router settings (usually 192.168.0.1 or 192.168.1.1); navigate to Administration/SystemDefault passwords appear in public databases
Update firmwareCheck manufacturer website for latest version; install through admin panelPatches known vulnerabilities
Disable remote managementFind “Remote Management” or “WAN access” setting; turn OFFPrevents internet-based access to router settings
Disable UPnPFind Universal Plug and Play setting; turn OFFUPnP automatically opens ports that malware exploits
Enable WPA3 encryptionWireless settings → Security Mode → WPA3 (or WPA2 minimum)Prevents wireless eavesdropping

Pro-Tip: Document your router model and check for security advisories quarterly. Manufacturers occasionally disclose vulnerabilities months after patches release.

Device-Level Hardening

Device CategoryKey Security Measures
ComputersEnable automatic updates; use non-admin accounts for daily work; run reputable antivirus
SmartphonesInstall apps only from official stores; review app permissions; enable device encryption
IoT DevicesChange default passwords immediately; disable unused features; segment on separate network
Smart TVsDisable unused “smart” features; don’t connect cameras/microphones you don’t need

Network segmentation provides defense in depth. Many routers support guest networks—put your IoT devices on a separate network from your computers and phones. If your smart thermostat gets compromised, it can’t directly attack your laptop.

The Evolving Threat: Botnets in 2025-2026

Botnet operators continuously adapt to security improvements. The threat landscape has shifted dramatically, with 2024-2025 marking a new era of botnet capabilities.

The Aisuru Botnet: 2025’s Dominant Threat

The Aisuru botnet emerged as 2025’s most dangerous threat actor. According to Cloudflare’s Q3 2025 threat report, Aisuru controls an estimated 1 to 4 million infected hosts globally. The botnet routinely launches hyper-volumetric attacks exceeding 1 Tbps, averaging 14 such attacks daily.

In late 2025, Aisuru set a new record: 29.7 Tbps—more bandwidth than many entire countries’ aggregate internet connectivity. The attack also reached 14.1 billion packets per second. Aisuru has targeted telecommunications, financial services, hosting providers, and gaming companies. Reports indicate chunks of Aisuru are offered as botnets-for-hire, allowing anyone with a few hundred to a few thousand dollars to potentially disrupt entire nations.

AI-Powered Botnet Evolution

2025 TrendImpactDefense Implication
AI Behavioral MimicryBots mimic human patterns more convincinglyBehavioral detection less reliable
ML Evasion35% of botnets incorporate machine learning to avoid detectionStatic signatures increasingly ineffective
Automated Vulnerability DiscoveryAI tools accelerate exploit developmentPatch windows shrink dramatically
Hybrid Human-Bot OperationsHumans handle CAPTCHA; bots handle volumeTraditional bot detection bypassed

The Bot Traffic Explosion

According to Imperva’s 2025 Bad Bot Report, automated traffic now accounts for 51% of all web traffic—the first time in a decade that bots surpassed human activity. Of this bot traffic, 65% is classified as malicious. AI-powered crawlers from tools like ByteSpider Bot (responsible for 54% of AI-enabled attacks), ClaudeBot (13%), and ChatGPT User Bot (6%) have fundamentally altered web traffic composition.

Emerging Attack Vectors

Cloud-Native Botnets: Rather than infecting consumer devices, attackers compromise cloud instances and serverless functions. These botnets offer massive bandwidth and processing power without physical device limitations.

Supply Chain Infections: Instead of infecting devices after deployment, attackers compromise manufacturing or software update processes. Devices arrive pre-infected, with malware baked into legitimate firmware. The 911 S5 botnet spread through infected VPN applications like MaskVPN and DewVPN.

Ransomware Distribution Platforms: Botnets increasingly serve as initial access vectors for ransomware operations. Access to thousands of corporate networks—obtained through credential stuffing or employee device infection—provides lucrative targets for encryption-based extortion.

Conclusion

A botnet transforms ordinary devices into weapons without their owners’ knowledge or consent. Your computer, your router, your smart home devices—all potential soldiers in a criminal’s digital army. The infrastructure enabling these attacks grows more sophisticated yearly, while the barriers to becoming a Bot Herder continue falling.

The defense requires vigilance on multiple fronts. Change default passwords immediately on every device that connects to your network. Apply security updates within days, not weeks. Question unexpected downloads and suspicious links. Monitor your network traffic for anomalies.

With bot traffic now exceeding human activity on the internet and attacks reaching nearly 30 Tbps, the threat has never been more severe. The DDoS attack that takes down a hospital’s systems. The spam campaign that phishes thousands of victims. The cryptojacking operation that drives up energy costs for entire neighborhoods. These aren’t theoretical concerns—they’re ongoing operations, many powered by devices whose owners remain completely unaware.

Your devices are either defended or they’re conscripts. There’s no middle ground.


Frequently Asked Questions (FAQ)

Is it illegal if my computer is part of a botnet?

You’re the victim, not the perpetrator. Law enforcement targets Bot Herders, not infected users. However, your ISP may suspend your service if your device generates attack traffic or spam. Cleaning the infection quickly protects both you and potential downstream victims.

What exactly is a Command and Control server?

The C&C server functions as the botnet’s headquarters—a remote system where the Bot Herder issues instructions to all infected devices simultaneously. Modern botnets use resilient architectures including peer-to-peer networks and domain generation algorithms, but the fundamental purpose remains unchanged: coordinating zombie devices toward specific objectives.

Will turning off my computer stop the botnet?

Temporarily, yes. An offline device can’t participate in attacks or receive commands. However, the malware remains installed. The moment you power back on, it re-establishes connection with the C&C infrastructure and resumes operations. Complete removal requires malware scanning and potentially system restoration.

Can smartphones become botnet zombies?

Absolutely. Android devices are particularly vulnerable due to sideloaded apps and delayed security updates on many manufacturers’ devices. Mobile botnets can send SMS spam, perform click fraud, mine cryptocurrency, and participate in DDoS attacks. The same security principles apply: install apps from official sources, apply updates promptly, and review permission requests carefully.

How do I know if my router is infected?

Router infections often manifest as changed DNS settings (redirecting your traffic through attacker-controlled servers), disabled security features, or unexpected open ports. Access your router’s admin panel and verify settings match your original configuration. If in doubt, perform a factory reset and reconfigure from scratch with strong credentials.

What’s the difference between a botnet and a regular virus?

Traditional viruses focus on the infected device—stealing data, corrupting files, or demanding ransom. Botnet malware prioritizes stealth and connectivity, keeping your device functional while harnessing its resources for external attacks. Many modern threats combine both approaches: stealing credentials while simultaneously enrolling devices into botnet infrastructure.

How large can botnets actually get?

The largest known botnet was the 911 S5 botnet, dismantled in 2024, which controlled approximately 19 million active bots across 190 countries. Current active threats like the Aisuru botnet control between 1 and 4 million hosts. Even “small” botnets of 10,000-50,000 devices can generate devastating attack volumes.


Sources & Further Reading

  • Cloudflare Learning Center — What is a Botnet?
  • Cloudflare Q3 2025 DDoS Threat Report — Aisuru Botnet Analysis
  • FBI Tech Tuesday — Building a Digital Defense Against Botnets
  • CISA — Securing Network Infrastructure Devices
  • CISA Alert — 3ve Major Online Ad Fraud Operation
  • Imperva 2025 Bad Bot Report — AI-Driven Bot Traffic Analysis
  • Mirai Botnet Source Code Analysis and Postmortem (USENIX Security 2017)
  • NIST Special Publication 800-83 — Guide to Malware Incident Prevention and Handling
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