In this post, I will show you how proxy servers work and why they have become a core part of Internet infrastructure.
In today’s digital environment, access to information is increasingly determined not by content, but by the route data takes. Industry analysts estimate that a significant portion of internet traffic now passes through intermediary servers that alter how users are identified online. This is the principle behind proxy servers — technology that underpins anonymous access, corporate filtering, and scalable web resource management.
Platforms like PROXY-MAN leverage this model to provide managed access to different types of proxies without requiring users to interact directly with the network infrastructure.
Unlike direct connections, a proxy server separates the end device from the destination website by replacing certain network parameters in the request. This mechanism is used not only for controlling access but also for optimizing traffic, reducing network load, and monitoring internet activity in professional environments.
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The Main Types of Proxy Servers
The proxy server market is diverse, with differences in protocols, levels of anonymity, and practical applications.
HTTP Proxies Designed exclusively for web pages, they are simple and fast for basic browsing.
HTTPS Proxies Support encrypted connections and are used for secure websites.
SOCKS Proxies A versatile solution compatible with most protocols and applications. SOCKS5 additionally supports UDP and DNS requests, making it one of the most flexible proxy types.
Anonymous Proxies Conceal the user’s real IP address but may indicate to websites that a proxy is in use.
High-Anonymity (Elite) Proxies Completely mask both the user’s IP address and the fact that a proxy server is being used.
Residential Proxies Use IP addresses tied to real consumer connections, making them less likely to be automatically blocked.
Mobile Proxies Use IPs from mobile networks and are among the most resilient options when working with platforms sensitive to traffic anomalies.
Practical Applications of Proxy Servers
Proxy servers are employed across a wide range of scenarios, from everyday browsing to professional tasks:
Access to resources with regional restrictions
Concealment of the user’s real IP address
Reduction of tracking and some advertising mechanisms
Faster data retrieval through caching
Parallel management of multiple accounts
Centralized internet access control in corporate or educational settings
Specialized platforms such asPROXY-MANaggregate different proxy types, allowing users to manage them within a single infrastructure without needing to handle server-level configurations themselves.
Configuring and Verifying a Proxy
Setting up a proxy server typically takes only a few minutes. On operating systems, parameters are configured through network settings by entering an IP address and port. Browsers can apply proxies either via built-in settings or through extensions. On mobile devices, proxy parameters are entered in advanced Wi-Fi settings.
Functionality can be verified by checking the external IP address. If necessary, the proxy can be disabled to restore a direct connection and full network speed.
Proxy vs. VPN: Different Approaches to Privacy
Proxy servers and VPNs are often considered interchangeable, but their objectives differ. A proxy redirects traffic for individual applications or browsers and generally does not fully encrypt data, making it faster and more flexible.
VPNs, in contrast, encrypt all traffic from the device and create a secure tunnel, enhancing privacy but potentially reducing connection speed.
The choice of tool depends on the user’s goals: for quick IP changes or access to specific services, proxies are often preferred; for comprehensive data protection, a VPN is recommended.
Conclusion
Proxy servers have long surpassed their original niche as a specialized tool. Today, they are a fundamental component of internet infrastructure, providing flexible access, traffic management, and control over digital identity.
When used wisely, proxies remain one of the most effective ways to adapt to the demands of the modern online environment.
Our online privacy is important to us, and many don’t even know that we’re being tracked by the apps and sites we use. Proxies can help protect you.
The internet is continuously evolving and has become a crucial tool for businesses and individuals. From market research, social, communication, governance, and politics, we are all using it in some form or another to improve our lives.
As much as the internet is used for good, it’s unfortunately also used by people with bad intentions. They’re constantly looking for ways to intrude on our privacy and use that information to harm us in some form or another.
If you haven’t been concerned about your online privacy to date and have been lucky enough not to be the victim of a malicious attack, you’ve been very fortunate.
However, we must all start protecting ourselves right away if we want to remain safe from online predators. That’s why privacy measures such as VPN and location proxies, like a French proxy, are so beneficial.
Let’s take a closer look at privacy and why you should take it more seriously.
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Why Is Online Privacy Crucial?
We all value our privacy. In today’s age, you’re more at risk than ever before of your online privacy being violated by cybercriminals who use very advanced tactics to access our private information and use it to harm us.
Not only are you at risk of hackers getting your private information, but your personal information is also being infringed by applications that you use daily. These applications access and use your location, online activities, and interests for advertising or operational purposes.
Some applications need your location in order to work correctly (like Uber or a food delivery service), but other applications, like messaging apps, don’t really need to know your location.
These applications then use our private information to bombard us with advertisements and marketing information that we aren’t interested in, which really removes all the joy from online browsing.
Most of us don’t even know that we’re being tracked, making it seem a bit scary. You can change your location settings on your device. However, there are more practical steps that you can take to improve your security online and protect your privacy.
For example, a residential France proxy is one of a variety of location proxies that you can use to fool cybercriminals into thinking that you’re browsing the internet from another country, in this case, France.
With a residential France proxy, you’ll get additional advantages. Nobody will be able to track you, and you’ll be able to access blocked geo-location content.
The key reasons why our online privacy is important include the following:
The first and foremost reason your privacy is important is that it will keep you and your family safe from data breaches occurring on websites and social media platforms. We share our personal information with websites and social media sites since we generally trust them and believe our private information will be safe. As cybercrimes are increasing, hackers are finding more ingenious ways to hack these sites every day.
Protection and safeguarding our online privacy and identity from theft is another reason we value our online privacy dearly. Suppose you’re applying for a mortgage online. How sure are you that the site is legit and that your sensitive private details are secure? People’s identities have been stolen and used for malicious purposes. We should be vigilant about who and where we share our private information.
The third reason is that businesses protect their privacy from cybercriminals. Businesses today must have an online presence to survive. We share our personal information with these businesses. However, they fall victim to data breaches on a daily basis. This can happen due to negligent staff, poor website security, and insiders providing our info to hackers. For example, who has access to your passwords? Can these employees be trusted, and has the business vetted them?
The most effective way to protect your online privacy is to use a residential proxy to disguise your account. Aproxy server will cloak your IP address and deceive a cybercriminal into thinking that you’re located in another part of the world, depending on the type of proxy you choose.
Your internet activities and all your shared data will be secure and anonymous. Some proxies can also speed up your internet connection, giving you a much better online experience.
In addition, you’ll be able to access blocked geo-location content anywhere in the world. The proxy will act as a mediator or middleman between your device and the internet content that you choose to access.
Using a virtual private network (VPN) is another good option, but a proxy is a much safer and better option that will protect your online privacy more effectively.
Online Privacy: Why It Matters and How Proxies Can Help (FAQs)
The internet offers a wealth of information and connections, but it also comes with privacy concerns. Here’s a breakdown of why online privacy matters and how proxies can be a tool to protect it:
Why is online privacy important?
Controls your information: You have the right to decide what personal information you share online and with whom.
Protects you from identity theft: With strong online privacy, you can minimize the risk of your personal data being stolen and used for malicious purposes.
Reduces targeted advertising: Companies track your online activity to target you with ads. Strong privacy helps limit this.
Safeguards your browsing habits: You may browse for sensitive topics online. Privacy helps ensure no one monitors or judges your activity.
How can my online privacy be compromised?
Tracking cookies: Websites use cookies to track your browsing history and build a profile of your interests.
IP address: Your IP address reveals your general location and can be used to track your online activity.
Data breaches: Companies can suffer data breaches that expose your personal information.
Unsecured Wi-Fi: Public Wi-Fi networks are vulnerable to eavesdropping, putting your data at risk.
What is a proxy server, and how does it help with privacy?
A proxy server acts as an intermediary between your device and the internet. Your requests are routed through the proxy server, which hides your IP address from the websites you visit. This makes it more difficult for them to track your location and online activity.
Are there different types of proxies?
Yes, there are several types of proxies, each with varying levels of anonymity and functionality:
Free proxies: These may be slow, unreliable, and have limited privacy features.
Paid proxies: Often more reliable and offer better speeds and anonymity features.
Web proxies: Designed for basic web browsing and may not encrypt your data.
Datacenter proxies: These are located in data centers and offer a high level of anonymity but may be blocked by some websites.
Residential proxies: Route your traffic through real devices, making it appear like you’re browsing from a regular home internet connection.
Are there limitations to using proxies for privacy?
Not foolproof: While proxies hide your IP, they don’t guarantee complete anonymity. Other tracking methods may still be used.
Speed: Some proxies can slow down your internet connection.
Legality: Proxy use may be restricted to certain activities on some websites. Always check the terms of service.
What are some other ways to protect my online privacy?
Use a VPN: It provides a more secure connection than a proxy by encrypting your internet traffic.
Clear your browsing data regularly.
Be mindful of what information you share online.
Use strong passwords and enable two-factor authentication.
By understanding online privacy and the potential of proxies, you can take steps to protect your personal information and browse the web with more confidence.
Remember, proxies are one tool in your online privacy toolbox, and for maximum protection, consider a combination of methods.
In addition to using a reliable proxy, it’s recommended that you also use a strong password (using numbers and symbols over eight characters), change your passwords often, never use the same password for multiple sites, keep your contact information private, disable cookies, and never use public WiFi networks.
By doing this, you’ll keep yourself anonymous online.
In this post, we will be evaluating ZeroThreat.ai. Also, we will take a practical look at AI-Powered pentesting for modern apps.
After years in the IT and cybersecurity space, I’ve developed a healthy skepticism toward anything labeled “AI-powered pentesting.” Most tools promise intelligence but still behave like scanners, which are loud, shallow, and detached from how real attackers think.
I’ve spent years supporting engineering teams shipping modern web apps, APIs, and SPAs at a pace that traditional security tooling simply hasn’t kept up with. Like most AppSec teams, we relied on a mix of:
Traditional DAST tools
Periodic manual penetration tests
A growing pile of vulnerability tickets no one fully trusted
My frustration wasn’t theoretical. It came from real-time experience:
Annual pentests that aged out within weeks
Automated scanners flagging hundreds of issues with no exploitability context
Business logic flaws surfacing only after incidents
Production environments treated as “hands-off,” even though attackers don’t respect that boundary
When I came across ZeroThreat.ai, what caught my attention wasn’t the AI claim, it was the emphasis on attack paths, proof-based findings, and automated pentesting. That combination is rare, and frankly, hard to execute well.
This blog is not a feature list. It’s detailed how ZeroThreat.ai works, how it stands apart from other tools on the market, and how it meaningfully changed how I think about automated pentesting.
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What is ZeroThreat.ai?
At its core, ZeroThreat.ai is an AI-powered penetration testing platform that simulates real-world attacks to identify critical vulnerabilities from web apps and APIs. Rather than merely flagging static code issues or pattern-based findings, its Agentic AI pentesting performs dynamic testing from an attacker’s perspective, interacting with your running web applications and APIs just like a real adversary.
Two parameters that platform follows:
Zero Configuration: You should be able to start testing in minutes rather than days. This reduces the barrier to entry for engineering teams who otherwise delay security due to complex setups.
Zero Trust Architecture: Following the “never trust, always verify” paradigm, ZeroThreat.ai treats your application as hostile ground. It assumes nothing is secure by default and continuously verifies defenses as if an attacker were probing every interaction.
The Real Problem with Traditional Pentesting
Before talking about the platform, I should talk about and let you know the current state of pentesting.
1) Why Point-in-Time Testing is Fundamentally Broken
Most organizations still rely on pentesting models designed for a very different era:
Annual or biannual engagements
Fixed scopes defined weeks in advance
Static reports delivered long after testing
The problem isn’t effort, it’s relevance. By the time a report lands, the application has already changed. There could be some new additional endpoints. And you will find some changes in permissions. Entire workflows may have been refactored.
If we consider it from a risk standpoint, this creates a dangerous illusion of coverage.
2) Automated Scanners: High Coverage, Low Confidence
Another point I should talk about its automated capabilities.
What they consistently fail at is context. And they don’t understand:
Which user should access which object
How roles interact across workflows
What constitutes an actual abuse path
As a result, teams drown in findings while still missing the issues that lead to real incidents.
3) Business Logic Remains the Blind Spot
Most real-world breaches today involve:
Broken Object Level Authorization (BOLA)
IDORs hidden behind valid auth
Workflow manipulation
Privilege drift across roles
These don’t show up as neat signatures. They emerge from context, not payloads.
This is the gap ZeroThreat.ai claims to fill, and where I focused my evaluation.
First Impressions of ZeroThreat.ai: Onboarding and Initial Setup
While going through the signup process, its onboarding immediately signals that it’s not built around naive scanning.
Instead of pushing you to “just enter a URL,” the platform guides you to:
Define the application/API
Choose the scanning type: auth or unauth
Choose data storage region
This is subtle but important.
From a usability perspective, the UI is practical. It doesn’t overwhelm you with cluttered information or meaningless charts. The focus is clearly on which URL is being tested, and which region you would prefer to scan and store that data.
Why “AI-Powered Pentesting” Finally Makes Sense with ZeroThreat.ai
For a long time, I was skeptical of the phrase AI-powered pentesting. In most tools, AI meant faster crawling or smarter payload mutation, but the output was still the same: a long list of loosely validated issues that required human interpretation to separate signal from noise.
What changed with ZeroThreat.ai is that AI isn’t being used to find more vulnerabilities. It’s being used to decide which behaviors actually matter.
Instead of treating every anomaly as a finding, Its AI-powered penetration testing evaluates application behavior the way an attacker would:
Does this endpoint trust user input more than it should?
Can identity or role context be manipulated?
Can this workflow be abused without breaking the app?
Does this behavior expose data or actions that weren’t intended?
This is a subtle but critical difference. The AI is not asking “Is this theoretically vulnerable?”
It’s asking “Can this be abused in practice?”
In a nutshell, AI-powered pentesting approach is applied for web app pentesting, API pentesting, and Agentic AI pentesting.
What Testing Feels Like When the Tool Understands Context
One of the most noticeable differences when running scans is that the tool behaves as if it understands state or app behavior.
Traditional tools tend to forget everything between requests. They test endpoints in isolation, without remembering how a user arrived there or what permissions should apply.
In fact, the platform doesn’t do that.
It observes:
How sessions are established
How identity is preserved across requests
How authorization decisions change based on role, object, or workflow step
This becomes especially powerful in applications with:
Multi-step business processes
Role-based access control
API-driven frontends
Conditional authorization logic
Instead of blindly fuzzing parameters, ZeroThreat.ai actively checks whether access decisions make sense. If a request succeeds, it doesn’t stop at “200 OK”, it evaluates whether that success should have been possible at all.
That’s exactly how a real attacker thinks.
How ZeroThreat.ai Works: A Practitioner’s View
1) From Vulnerabilities to Attack Paths
The most important conceptual shift the platform introduces is this:
Security risk is not about individual vulnerabilities, it’s about what can be chained together to cause harm.
Observing how authentication and authorization workflows behave
Exploring how an attacker could move laterally or vertically across roles
Validating whether those paths are actually exploitable
This is a meaningful departure from signature-based scanning. The system adapts its testing logic based on application responses, not static rules.
Why This Matters
In real attacks:
Exploits are rarely single-step
Authorization flaws emerge across sequences
Business logic is abused, not “exploited”
2) Approach for Business Logic Testing
Well, this app security testing platform does not rely on predefined signatures or static rules to detect business logic issues. Instead, it operates through behavioral analysis and attack-path reasoning.
At a high level, it claims to:
Observe how applications enforce authorization across roles
Identify object relationships and ownership models
Track how state changes across multi-step workflows
Test whether those controls hold when assumptions are violated
This enables to uncover flaws such as:
Broken Object Level Authorization (BOLA)
IDORs hidden behind authenticated flows
Privilege escalation across role boundaries
Workflow bypasses in transactional systems
Unauthorized data access via sequence manipulation
These are not theoretical risks. They are proven abuse paths, validated through controlled exploitation.
3) Sensitive Data Is a Logic Problem, Not Just a Data Problem
Whenever there’s a scan in a dashboard, its pentesting systematically evaluates whether:
Users can access records they do not own
APIs return excess data beyond role scope
Identifiers can be manipulated to retrieve sensitive objects
Authorization checks are applied consistently across similar endpoints
Importantly, this automated penetration testing tool validates these scenarios without relying on destructive techniques. This makes them safe to test even in production environments.
4) Authenticated and Authorization-Aware Testing That Actually Works
Authorization bugs are among the most dangerous issues in modern applications, and also the most commonly missed.
The platform tests:
Multiple user roles
Permission boundaries
Horizontal and vertical privilege escalation
Instead of guessing, it validates access decisions in context. It doesn’t just say “authorization issue detected”, it shows who accessed what, how, and why it shouldn’t be possible.
This is exactly the kind of insight that builds trust across engineering teams.
5) Fix Validation Without the Usual Pain
In traditional workflows, validating a fix is often more painful than finding the issue.
You fix one vulnerability, re-run a full scan, wait, and then sift through unrelated noise just to confirm whether the issue is actually resolved.
ZeroThreat.ai’s ability to re-test individual findings changes that entirely. Developers can get near-instant confirmation, which:
Speeds up remediation
Reduces frustration
Encourages better security
This small workflow improvement has a surprisingly large impact on adoption.
6) AI-Powered Remediation: Practical, Not Theoretical
The remediation guidance provided felt grounded in reality.
Instead of generic advice, it explains:
Why the issue exists
What security assumption failed
How to address it without breaking functionality
It doesn’t replace human expertise, but it reduces unnecessary back-and-forth and helps teams move faster with confidence.
That’s where AI belongs in AppSec: amplifying clarity, not pretending to replace judgment.
7) Where AI Actually Adds Value (and Where It Doesn’t)
The platform doesn’t completely replace human efforts, and that’s a good thing.
AI is used where it excels:
Exploit vulnerabilities
Pattern recognition across behavior
Prioritization based on exploitability
Context-aware reasoning
Remediation reports with code-fixing suggestions
Vulnerability by request type & prioritization
It doesn’t pretend to:
Understand business intent better than humans
Make risk decisions without oversight
Replace manual pentesting entirely
This quality is what makes the platform trustworthy. It augments expertise instead of undermining it.
The platform claims to have a clear idea: modern application security should be driven by how attackers actually operate, not by static checklists or signature-based scans.
Its core pentesting capabilities are built specifically to test live applications in real-world conditions, focusing on exploitability, authorization, and exposed data rather than raw vulnerability counts.
This section breaks down what “core pentesting” means in practice, and why it feels fundamentally different from traditional DAST tools.
Comprehensive Vulnerability Detection
The platform claims to detect over 40,000 vulnerabilities, including major standards like the OWASP Top 10 and CWE/SANS Top 25, as well as issues like sensitive data exposure from web apps, APIs, SPAs, microservices, and heavy JavaScript-based apps.
Agentic AI Pentesting
As per the website, Agentic AI pentesting goes beyond scripted automation by behaving like a goal-driven attacker that can plan, adapt, and iterate based on application responses. Instead of executing fixed tests, the AI dynamically decides what to try next, chaining actions across authentication states, roles, and workflows to validate real attack paths.
The AI adapts to application behavior mid-scan while allowing prompts to refine testing in real time. Execution is staging-only, bounded, and governance-friendly. Customers can bring their own AI models (ChatGPT, Gemini, Grok), retaining full control over cost, policy alignment, and token usage.
Open Attack Template Support (Burp & Nuclei)
As per the information stated on the website, the platform supports open attack templates inspired by industry-standard tooling such as Burp Suite and Nuclei. This allows teams to extend testing using familiar, community-driven attack patterns while benefiting from its validation, context-awareness, and noise reduction.
Attack-Path–Driven Automated Pentesting
Unlike traditional DAST tools that test endpoints in isolation, the platform performs pentesting by modeling attack paths. It doesn’t just look for individual weaknesses, it explores how multiple conditions can be chained together to achieve unintended access or actions.
This means the platform actively reasons about:
How a user enters the system
What privileges they start with
How those privileges can be stretched, bypassed, or abused
Where trust boundaries silently break
Actually, this feels much closer to how a human pentester thinks, probing assumptions, testing transitions, and following opportunities rather than running static payload lists.
Continuous Pentesting Aligned with Modern DevOps
Its core pentesting is not designed to be a one-time event. It’s meant to run continuously as applications evolve. The platform can easily be integrated with your existing SDLC or CI/CD pipelines to prevent vulnerabilities earlier.
Compliance Reports
The compliance reports mentioned by Cyber Security Times are structured to align with widely adopted security and regulatory standards, including OWASP Top 10, ISO 27001, HIPAA, GDPR, and PCI DSS.
Rather than generating separate reports per framework, its mechanism correlates the same validated findings across multiple compliance lenses. This reduces duplication and avoids conflicting narratives between security and compliance teams.
Preferred Data Scan and Storage Location
Have control over where security testing is executed and where data is stored, addressing a critical requirement for regulated, globally distributed teams. Here, I could choose preferred regions for scan execution and data residency to align with internal policies and regulatory frameworks, such as data residency and sovereignty laws.
Executive & Technical Summary
While getting a report, I got a clear, unified view of application risk that resonates with both executives and technical teams.
(Executive Summary)
From a leadership perspective, it translates complex security testing into provable risk, business impact, and compliance-ready evidence.
(Technical Summary)
For engineers and AppSec teams, it provides validated findings rooted in real attack paths, not assumptions or noise.
This dual clarity bridges the gap between strategy and execution, enabling informed decisions at the top while giving teams precise, actionable insight to reduce real-world exposure efficiently.
The Competitive Landscape: ZeroThreat.ai vs. Burp Suite vs Nessus vs Snyk vs Invicti vs Acunetix
No application security tool operates in isolation. Every buying decision today is contextual, teams aren’t asking “Is this tool good?” but rather “Is this the right tool for the problems we actually have?”
To understand where ZeroThreat.ai fits, it’s important to compare it against three platforms that frequently come up in modern AppSec conversations: Burp Suite, Nessus, Snyk, Invicti, and Acunetix.
Each of these tools is solving a different security problem, even when they appear to overlap on the surface.
Different Tools, Different Security Philosophies
One of the biggest mistakes teams make is comparing security tools as if they’re interchangeable. In practice, they are built on very different mental models.
Burp Suite
Burp Suite is a widely adopted toolkit for manual penetration testing. It provides deep visibility into HTTP traffic, supports custom testing workflows, and offers powerful extensibility through plugins and scripting.
Where it fits best:
Manual, expert-led pentesting engagements
Research-driven vulnerability discovery
Advanced, custom attack simulation
Where ZeroThreat.ai excels differently:
ZeroThreat.ai brings attacker-style reasoning into automated pentesting. Instead of relying on manual operators or heavily tuned configurations:
Agentic AI that adapt to application behavior in real time
Attack paths are dynamically chained and validated
Exploitability is confirmed with evidence
Individual issues can be re-tested instantly
For teams that want the depth of attacker thinking without the operational overhead of manual tooling, ZeroThreat.ai enables continuous validation at scale.
Nessus
Nessus is a leading infrastructure vulnerability scanner, commonly used for identifying misconfigurations, outdated services, and CVEs across networks and hosts.
ZeroThreat.ai focuses specifically on Agentic AI pentesting, including web applications and APIs, where most modern breaches originate. Rather than scanning infrastructure services:
It validates 40,000+ real-world application attack paths
Tests authenticated user flows and role-based access
Identifies business logic flaws and workflow abuse
Surfaces exposed data with contextual evidence
For organizations already running infrastructure scanners, ZeroThreat.ai adds deep application-layer security coverage that network scanning alone cannot provide.
Snyk
Snyk is developer-focused and strong in Software Composition Analysis (SCA), container security, and code scanning (SAST). It integrates directly into CI/CD pipelines to catch vulnerabilities early in development.
Where it fits best:
Open-source dependency risk management
Shift-left security
Code-level vulnerability detection
Where ZeroThreat.ai excels differently:
The platform operates at runtime, testing what is actually deployed and reachable.
This means it:
Validates real-world exploitability
Identifies exposed data, tokens, and session abuse
Tests authentication, authorization, and workflow logic
Simulates attacker behavior across live environments
Shift-left tools reduce potential risk early. ZeroThreat.ai validates whether risk is actually exploitable in production, where business impact occurs.
Invicti
Invicti provides automated DAST capabilities and proof-based scanning, focusing on high accuracy and enterprise scalability.
Where it fits best:
Enterprise web application scanning
Automated vulnerability validation
Broad vulnerability category coverage
Where ZeroThreat.ai excels differently:
It’s designed specifically for modern, API-driven, SPA-heavy applications:
AI-powered agentic testing adapts dynamically
Playwright-based navigation handles complex UIs and multi-step flows
Authorization-aware testing validates cross-role access control
Instead of rule-based crawling and static attack checks, ZeroThreat.ai continuously reasons through application behavior like a human attacker, at machine scale.
Acunetix
Acunetix is a long-standing web vulnerability scanner designed to identify common web application issues such as SQL injection, XSS, and configuration weaknesses.
Where it fits best:
Automated web vulnerability discovery
Small to mid-sized teams needing DAST coverage
Broad vulnerability category detection
Where ZeroThreat.ai excels differently:
Prioritizes real exploitability and exposed data impact over vulnerability counts.
It focuses on:
Attack paths to validate real compromise scenarios
Detecting business logic abuse
Testing authenticated workflows across multiple user roles
Running safely in production without disruption
For teams focused on measurable risk reduction, not just scan output, ZeroThreat.ai delivers evidence-driven results aligned to attacker outcomes.
Where ZeroThreat.ai Clearly Differentiates
What separates ZeroThreat.ai from all above competitors is not breadth, it’s intent.
ZeroThreat.ai is designed around a single question: If an attacker interacts with my live application, what can they actually exploit?
This focus leads to several meaningful differentiators:
Automated pentesting instead of pattern-based scanning
Authorization-aware testing across real user roles
Business logic and workflow abuse detection
Near-zero setup with minimal tuning required
For teams that already use Snyk (for dependencies) or static tools (for code quality), ZeroThreat.ai often fits naturally as the runtime attacker lens those tools lack.
Ease of Adoption vs Depth of Control
Another major difference across these platforms is operational overhead.
Enterprise suites often require dedicated security teams to configure, tune, and manage them.
Developer-first tools are easier to adopt but may lack runtime context.
ZeroThreat.ai emphasizes zero configuration and fast time-to-value, especially for DevOps and SaaS teams that can’t afford months of setup.
This makes ZeroThreat.a particularly appealing to:
High-velocity engineering teams
Startups and scale-ups
Security teams focused on continuous testing rather than periodic audits
Platform
Primary Focus
Best For
Testing Approach
Exploit Validation
Auth & Role-Aware Testing
Business Logic Testing
Production-Safe Continuous Testing
Speed & Automation
ZeroThreat.ai
AI-powered application & API security
Modern web apps, APIs, SPAs, enterprise AppSec teams
Agentic AI attacker-style workflows that adapt dynamically
✔ Validates real-world exploitability with evidence
✔ Deep role & session-aware testing
✔ Detects workflow abuse & logic flaws
✔ Designed for safe live testing
Up to 10× faster deep scans with 98.9% accuracy
Burp Suite
Manual penetration testing toolkit
Security researchers & pentesters
Expert-driven manual testing with extensibility
Manual validation
Possible with manual effort
Possible with manual effort
Typically used in controlled environments
Dependent on operator effort
Nessus
Infrastructure vulnerability scanning
Network & compliance teams
CVE and configuration-based scanning
Identifies known vulnerabilities
Not application-flow focused
Not business-logic focused
Yes (infrastructure-safe scanning)
Automated infrastructure scanning
Snyk
Developer-first security (SCA, SAST, container)
DevSecOps & CI/CD pipelines
Code and dependency analysis
Detects code-level issues
Not runtime flow testing
Not runtime workflow abuse
Integrated into development lifecycle
Automated in CI/CD
Invicti
Enterprise DAST
Large-scale web app scanning
Automated rule-based DAST
Proof-based validation
Basic authenticated scanning
Limited workflow logic testing
Enterprise-safe scanning
Automated scanning
Acunetix
Web vulnerability scanning
SMB to mid-sized teams
Automated DAST scanning
Detects common web vulnerabilities
Basic authentication support
Limited logic testing
Safe automated scanning
Automated scans
Customer Reviews & Industry Perception
What customers commonly highlight:
Across review platforms and practitioner feedback, several themes consistently emerge:
Minimal false positives, reducing alert fatigue
Fast, frictionless onboarding
Developer-ready reports with clear remediation guidance
Strong API and application-layer vulnerability detection
Responsive and knowledgeable customer support
Customers often emphasize that the platform surfaces validated, actionable findings, enabling security and engineering teams to focus on remediation instead of triage noise.
G2 Reviews: Overall Summary
Customer feedback reflects strong satisfaction across engineering, AppSec, and enterprise teams. Reviews consistently highlight accuracy, ease of integration, and measurable efficiency gains in modern CI/CD environments.
Key Highlights from Reviews
4.5⭐ High ratings
Low false positives and trusted scan accuracy
Seamless CI/CD integration with automated build scanning
Fast onboarding and minimal setup effort
Developer-friendly, actionable reports
Strong API and business logic vulnerability detection
Noticeable time savings in triage and remediation
Responsive and helpful customer support
Common Improvement Suggestions
More native CI/CD and third-party integrations
UI enhancements for filtering and navigating historical results
Expanded integration ecosystem
Overall Sentiment
The overall perception is highly positive, particularly among SaaS companies and DevSecOps-driven teams. Customers view the platform as accurate, efficient, and well-aligned with modern application and API security workflows.
Gartner Peer Insights: Overall Brief
Cyber Security News acknowledges that the ccustomer reviews reflect a consistently positive experience, with ratings typically between 4.0 and 5.0 across key evaluation areas. Users describe the platform as reliable, fast, and easy to deploy, particularly for web application and API security in cloud environments. Overall sentiment indicates strong operational performance and solid value for security teams.
Key Highlights from Reviews
4.0⭐ High overall ratings
Easy deployment with minimal setup effort
Strong API and web application security coverage
Fast and stable performance in production environments
Good threat visibility and risk prioritization
Reliable day-to-day operation once implemented
Responsive service and support
Common Improvement Suggestions
Advanced feature learning curve
Greater alert tuning and reporting flexibility
Expanded customization options
Occasional update timing concerns
Overall Sentiment
Customers view the platform as a dependable and practical security solution, particularly suited for cloud-based API and web application environments where ease of deployment, stability, and actionable risk visibility are key priorities.
Final Verdict: Why ZeroThreat.ai Changes How Pentesting Should Work
In my experience, ZeroThreat.ai stands out not because it claims to do more, but because it does the right things exceptionally well. It shifts pentesting away from theoretical findings and toward validated, real-world attack paths that actually matter to security teams.
What I value most is the confidence it brings, confidence that production systems can be tested safely, that findings are actionable, and that security decisions are backed by proof, not assumptions.
For teams navigating fast-moving development cycles and increasing compliance pressure, this platform feels less like another security tool and more like a practical extension of how modern application security should work.
In this post, I will talk about the top footballers to watch before World Cup 2026. This will give you a focused look at leading footballers expected to influence the 2026 World Cup, based on form, roles, and international impact.
Early signs point toward a shift in how nations prepare for the 2026 World Cup. With attention turning to key matchups, scrutiny grows around standout performers who might tip the balance during critical moments. When tension rises, it’s usually one player’s choices that shape their team’s path forward.
Before a World Cup, what sticks is steady performance, not sudden flashes. Club duties blend with national team demands, shaping perception. How someone fits into different setups gains weight each season. Attention shifts toward those who adjust, game after game, league after league.
Nowhere is the change clearer than in how fans prepare for rising athletes – digital tools shape nearly every step. Many supporters complete 1xBet registration before tracking player statistics, match involvement, and form trends through structured football markets and odds. Following careers closely means relying on organized sports reporting that highlights patterns over time. Behind this routine lies a growing reliance on metrics to stay connected to the sport.
Table of Contents
Established Stars May Guide Their Countries
Heading into 2026, a few seasoned athletes still hold key roles within their country’s setup. Leadership mixed with years of tournament insight defines these individuals. Because they’ve seen high-pressure moments before, balance tends to follow them into critical games.
Not every player who finds the net regularly stays in the spotlight, yet those who do tend to draw eyes. Leading the middle of the pitch means more than passing – it shapes how fast a game moves. Pressure reveals character; some handle it quietly, others fade when it matters most.
Looking at regions shapes global views of athletes. When followers in Southeast Asia judge top talents through the 1xBet Indonesia online platform, it is recent play on world stages that weighs more than team fame. What matters most becomes clear: real performance edges out stories spun by headlines.
Young Skills Nearing Prime
Fresh legs hitting peak years might shape the look of the 2026 World Cup. While some have already claimed key roles at elite clubs, others anchor strong national squads. Because they adjust quickly and stay resilient under strain, these players fit well within extended match schedules.
Working across multiple positions comes naturally to these athletes. Because today’s tactics demand involvement at both ends, adaptability matters more than ever. Shifting between attack and recovery lets them shape games in varied situations.
Common traits of rising World Cup teams:
Tactical awareness: Ability to adjust positioning within changing systems.
Physical resilience: Maintaining performance across congested schedules.
Decision efficiency: Making effective choices under pressure.
Consistent output: Delivering stable performances rather than isolated highlights.
Age by itself tends to matter less when measuring a player’s role in competition. What really stands out are specific characteristics that show up consistently under pressure.
Players Who Influence World Cup Results
Midfielders control games, even though strikers grab headlines with scores. In critical matches, defenders shape outcomes just as much as those up front. Goalkeepers rise when pressure builds late in tournaments. Key roles stay central, regardless of spotlight shifts.
Not every player fits the shifting rhythm of today’s game. Yet those who do tend to stand out when it matters most. Balance – spread through defense, midfield, and attack – shapes how teams move from one moment to the next.
Position
Core Responsibility
Tournament Impact
Forward
Chance conversion
Match-defining moments
Midfielder
Tempo and structure
Tactical control
Defender
Spatial organization
Stability under pressure
Goalkeeper
Shot prevention
Knockout progression
This figure explains how focus includes more than just those who score goals.
Club Form Influences International Performance
Though club success offers clues, it cannot ensure results on the global stage. How a player fits into a team shifts when moving from domestic to international play. Those who adjust fast to new national setups sometimes do better than star names around them.
Shorter build-up periods come with global competitions. Because players grasp tactics quickly, they adapt faster when communication is clear. When events begin, consistency matters more than creativity in a coach’s eyes. Tough setups favor steady performers instead of risk-takers.
Mental Strength Under Tournament Pressure
Under pressure, World Cup stages reveal more than skill – mental strength shapes outcomes just as clearly. With little time between matches, athletes confront relentless attention alongside tight timelines. When stress mounts, composure becomes a quiet advantage. Performance under such conditions tends to separate memorable moments from the rest.
What shows leadership most clearly is staying composed, not trying to take control. When pressure builds, it is those who choose wisely who stand out from the rest of the team. Often, such moments define how entire competitions are remembered.
Players to Watch Ahead of 2026
Spotting key football talent before the World Cup sets a clearer picture of what might unfold. With this view, supporters understand team dynamics better; experts, meanwhile, explore strategic angles. Their presence shifts outcomes – just as much as public opinion about their squads.
Facing 2026, focus shifts toward individuals who blend shape with resilience and quick adjustment. What they achieved could very well outline the contest’s standout scenes. By then, it is their actions – fluid, persistent – that might echo loudest.
In this post, I will show you essential cybersecurity tips for startups.
Launching a company is exciting, but it also exposes you to risks that can hit your business before it finds its footing. Criminals move fast to exploit weak spots and mistakes in young companies that haven’t built strong security habits yet.
Letting every team member open every system creates more exposure than your startup needs. Instead, match access to actual responsibilities. Start by listing your core tools—customer data platforms, financial software, HR systems, shared drives—and identify who genuinely needs each one to work.
As your team grows, review access monthly. People change roles, and contractors and interns come and go. You reduce risk by removing unused accounts and admin privileges.
Multi-factor authentication is good practice, too. A stolen password loses its power when you pair it with a physical security key or an authenticator app.
Encrypt all data
If you handle email addresses, payment information, or internal documents without encryption, you leave sensitive information readable to anyone who intercepts it. Good encryption practices protect both stored and in-motion data.
For stored files, choose tools that support full-disk encryption and make sure it stays on for every work device. For data in transit, rely on secure transfer methods rather than email attachments or unsecured cloud folders.
Virtual private networks create encrypted tunnels for remote work, and many business-grade messaging platforms encrypt conversations by default. Always double-check the method when you send anything confidential.
Monitor and defend your network
Attackers often probe your network long before they strike, and you can catch their early steps when you watch your systems closely. Set up continuous network monitoring through reputable security software that alerts you if it sees unusual traffic, login attempts from unfamiliar locations, or sudden spikes in resource use.
Tracking and logging what happens inside your network helps you notice patterns faster and respond before small concerns grow into emergencies. You don’t need a massive security operations center—just clear visibility and the discipline to investigate anything that doesn’t look right.
Update everything regularly
Old versions of software often contain known vulnerabilities, and you unintentionally leave doors open when you delay updates for convenience. Schedule them during low-traffic hours so the process feels less disruptive and turn on automatic updates for tools that support them.
Keeping an inventory of your hardware and software will tell you what requires updates in the first place. Many startups lose track once their tech stack grows, and unpatched systems hide quietly until someone targets them.
Hundreds of millions of people had their data compromised in 2025. To beat the trend, strong cybersecurity creates steady habits and a willingness to adjust as your company evolves. You protect your momentum and your customers’ trust by treating it as part of everyday operations rather than an afterthought.
Learn how Slot machines are tested before being offered online in this post.
Online slot machines are often discussed in terms of themes, visuals, and bonus features, but long before any of those elements reach players, the game itself undergoes extensive technical testing.
Based on years of industry observation and analytical evaluation of digital note gambling systems, it is clear that slot testing focuses on whether outcomes behave exactly as the math model claims they should. This testing process exists to verify consistency, predictability of rules, and long-term statistical behavior rather than entertainment value.
Players spending time on platforms like Spinbit NZ often notice how distinct slot games feel from one another. Knowing how testing works puts that into context. It defines the boundaries. It doesn’t ensure wins.
Table of Contents
What Slot Machine Testing Is Designed to Prove
Slot testing centers on verification rather than optimization. Independent technical reviewers examine whether a game behaves the same way in practice as it does on paper. This includes evaluating randomness, payout math, feature behavior, and system stability over extended simulated play.
From an expert evaluation perspective, the most important goal is alignment. The implemented game must match its documented design exactly. Even small deviations between expected and actual behavior can trigger corrective work before a slot is cleared for release.
The Core Areas Examined During Slot Testing
Testing is divided into distinct technical layers. Each layer focuses on a different risk area within the game system.
Key testing dimensions include:
Random number behavior and independence
Return-to-player calculations and long-run averages
Feature logic such as free spins and bonus rounds
Volatility patterns across short and long sessions
Error handling and recovery during interruptions
These checks ensure that gameplay remains stable regardless of session length or stake size.
Top 5 Elements Analysts Verify in a Tested Online Slot
Randomness Integrity Each spin must be independent from the previous one. Analysts verify that outcomes cannot be predicted or influenced by past results.
Mathematical Accuracy The payout model is recalculated independently to confirm that advertised percentages align with actual long-term behavior.
Feature Transparency Bonus rounds and special mechanics must follow the same rules described in the game information panel.
Consistency Under Load Simulated high-volume play is used to ensure that outcomes remain stable over millions of spins.
Configuration Control Game settings such as payout percentages must behave consistently across environments without silent changes.
Example: How Testing Affects Real Player Sessions
Consider a player on Spinbit NZ who activates a free spin feature. Testing ensures that the number of free spins, payout multipliers, and win calculations follow the exact logic described in the game rules. There is no adjustment based on player history or balance.
The same principle shows up over longer sessions. Extended play simulations are used to confirm that a higher-volatility slot behaves the way it’s supposed to, longer stretches without wins, offset by the occasional larger payout.
That pattern isn’t something that emerges later or gets tuned on the fly. It’s deliberate, and it’s checked during testing before the game ever goes live.
Slot Testing Areas and What They Validate
This table highlights how testing focuses on structural integrity rather than short-term results.
Testing Area
What Is Being Verified
Why It Matters
Random Output
Independence of outcomes
Prevents predictable behavior
RTP Math
Long-term payout average
Ensures design accuracy
Bonus Logic
Feature rules and limits
Avoids hidden mechanics
Volatility
Win distribution patterns
Sets player expectations
Error Recovery
Stability during interruptions
Maintains session integrity
Why Tested Slots Feel Consistent Across Platforms
From a professional analysis perspective, there’s a straightforward reason tested slots tend to feel familiar across different online casinos. The underlying math doesn’t change. Whether a player accesses the same game through SpinBet, Spinbit Casino, or another platform running that exact build, the statistical rules stay the same.
That consistency shifts the comparison in a useful way. Instead of second-guessing the mechanics, players can focus on differences that actually matter in practice, volatility, themes, pacing, and how a game feels over time.
Gambling Advisory Notice
Online slot machines involve financial implications, and outcomes are inherently uncertain. Results follow probability and long-term averages, not what happens over a handful of spins.
For that reason, participation makes sense only with the understanding that gameplay is about controlled engagement, not financial planning or return.
Final Perspective on Tested Slot Games
Based on expert analysis and repeated industry review, slot machine testing exists for fairly narrow reasons: accuracy, consistency, and transparency. It doesn’t tilt outcomes toward players, and it doesn’t protect operators either. What it does is simpler than that. It confirms that a game behaves exactly the way its design says it should.
Platforms such as Spinbit NZ operate within this framework, giving players access to games whose underlying behavior has already been technically validated. Even setting brand references aside, understanding how slot machines are tested offers a more practical lens. It helps players judge fairness, volatility, and long-term behavior before they ever decide to engage.
In this post, I will show you how to recover lost or deleted data on Windows 11.
Many users with eligible systems have already installed Windows 11, since its public release on October 5, 2021. If you’re one of the users and have mistakenly deleted or lost data from Windows 11 system, there is no need to concern as you can easily recover the lost or deleted data.
In this post, we’ve covered some DIY methods to recover lost data from Windows 11 system. But before that, let’s see the reasons for data loss.
Table of Contents
What Causes Data Loss?
You may lose files, folders, and other data from your system due to various reasons, such as:
Accidental Deletion
Drive Formatting
Software Corruption
File System Corruption
Bad Sectors on Hard Drive
Malware Attack
System Crash
Damaged Hard Drive
How to Perform Data Recovery on Windows 11?
Here, we’ve covered the best DIY methods that will help you recover deleted or lost files in different data loss scenarios. These methods include:
Recover Data from Recycle Bin
Use Windows Backup Utilities
File History
Backup & Restore (Windows 7)
Previous Version
Run ATTRIB Command using Command Prompt
Use Microsoft’s File Recovery Software
Use Stellar Data Recovery Free Edition
Method 1: Recover Data from Recycle Bin
If you’ve deleted the files from your Windows system using only the ‘Delete’ key, you can check the Recycle Bin folder for deleted files. To restore deleted data from Recycle Bin, follow the given steps:
Go to your Desktop and open Recycle Bin.
Locate and select the files you want to restore.
Right-click the files and click Restore.
All the selected files will be restored to their original location.
Method 2: Use Windows Backup Utilities
A. File History
Windows built-in File History feature creates and keeps a copy of your system data. If you’ve kept it turned on since setting up Windows 11, you can easily restore the data deleted using Shift+ Del keys, drive formatting, or corruption. To recover data using File History, follow the given steps:
Go to Start and type Control Panel in the Search bar to open it.
Click System and Security on the next prompt.
Now, you can either click FileHistory or Restore your files with File History.
Find the backup with the date and time.
Open the backup folder, select the files or folders, and click ‘Restore’ or ‘Restore to’.
Finally, choose the desired location (a different drive partition or an external storage drive is recommended) to save the data.
B. Backup and Restore (Windows 7)
It is another Windows built-in utility that, if enabled, keeps a backup of your data. You can recover permanently deleted files easily with the following steps:
Open Control Panel and go to System and Security.
Select either Backup and Restore (Windows 7) or Restore files from the backup.
On the next prompt, click either Restore my files or Restore all users’ files.
Select the files you want to restore.
Next, choose either Browse for files or Browse for folder and click Next.
Finally, choose the location where you want to store the recoverable files and click Restore.
C. Previous Version
The previous version is the copy of system files and folders that Windows automatically saves as a restore point. To recover files using the Previous Version, follow the given steps:
Go to File Explorer and navigate to This PC.
Then, right-click the drive from which you lost the files and click Properties.
Next, navigate to the Previous Versions tab.
You’ll see the list of previous versions of all folders and files. Choose the files or folders you want to revert to their older state.
Drag the file or folder to restore to another location (external drive or another drive partition in the system) and click OK.
The required version of files or folders will be restored to the selected location.
Method 3: Run ATTRIB Command using Command Prompt
Sometimes, your hard drive may get infected with virus or malware, due to which your data stored on the drive may become hidden. You can run the ATTRIB command in the Command Prompt to perform data recovery. To do so,
Type CMD in the Search bar and click Run as administrator in the right panel.
Click ‘Yes’ to allow the app to run.
In the Command Prompt window, type Chkdsk C:/f and hit Enter. (Replace C: with your hard drive letter.)
Wait until the process is done.
Once done, type attrib -h -r -s /s /d X:\*.* (replace letter X: with your hard drive letter) and hit Enter.
Here,
–r represents read-only attribute: Files are only readable
–s allocates ‘System’ attribute to the chosen files
–h assigns the ‘Hidden’ attribute to the chosen files
‘/S’ implies to ‘Search’ attribute to the specified path
‘/D’ contains process folders
X: represents the selected hard drive
Once the process is completed, a new folder on your selected hard drive will be created with all the recovered data. The files will probably be in CHK format. Change the file format to make them accessible and save them at the preferred location.
Method 4: Use Microsoft’s File Recovery Software
If you can’t restore your files from backup, you can use Microsoft’s Windows File Recovery tool. It is a command-line tool that can recover files in case of accidental deletion, formatting, and corruption. The software is available with three modes of operations, including Default, Segment, and Signature.
Default mode only supports the recovery of recently deleted files from NTFS hard drives. You need to use Segment mode to recover data lost due to accidental deletion, formatting, and corruption from NTFS hard drives. However, the Signature Mode allows data recovery from FAT, exFAT, and ReFS hard drives.
There are a few limitations of using this software:
As it’s a command-line tool, you need to run several commands to recover different file types from NTFS, FAT, ReFS, and other hard drives, making it a bit complicated for non-technical users.
This tool is only available for Windows 10 (version 2004) and above versions. Unfortunately, you can’t recover deleted data using this tool from previous Windows versions.
The recovery results may be incomplete or corrupted.
Method 5: Use Stellar Data Recovery Free Edition
For hassle-free data recovery in all data loss scenarios, such as deletion, drive formatting, corruption, malware attack, etc., you can use a powerful data recovery software, such as Stellar Data Recovery Free Edition.
It is a free data recovery software with powerful scanning and file recovery features. It restores all kinds of data, including documents, emails, PDF files, images, videos and audio files, and more, absolutely free of cost. You can even retrieve data from BitLocker-encrypted drives. You can recover lost data in just a few simple steps.
Install and run Stellar Data Recovery Free Edition on your Windows 11 system.
Select ‘Everything’ or choose the type of data you want to retrieve and click ‘Next’ on the initial interface.
Next, choose the location or drive from where you’ve lost the data on the Recover from screen and click Scan. The scanning process will start.
Once the scanning is done, you’ll see the results on the screen. Select files from available results and click ‘Recover’.
Now your files will be ready to recover. Browse the location to store recoverable files and Start Saving the files.
Note: You can recover up to 1 GB of data for free by using Stellar Data Recovery Free Edition.
Preventive Measures for Avoiding Data Loss
You may lose data at any moment. Certainly, the above-discussed methods may help you retrieve lost or deleted data. However, it’s always said “Precaution is better than cure”. Thus, sharing some preventive measures for avoiding data loss in future.
Back up your data regularly and keep at least three copies of your backup on Cloud or external storage media drives.
Be more attentive while removing unnecessary data from hard drives.
Always keep the latest Antivirus Program installed on your system to prevent malware or virus attacks.
Don’t perform any hit-or-trial method to clean up your hard drives.
Keep reliable data recovery software handy to prevent permanent data loss.
Conclusion
Data loss is a serious problem that may occur due to multiple reasons. But, whether you’ve deleted the data accidentally or it got lost due to hard drive corruption or formatting, you can get it back. Try out the free DIY methods given in this blog to reset windows 11 PC without losing data.
If you’ve just deleted your files using the ‘Del’ key, Recycle Bin is the first place to check and retrieve your files. However, if the files are deleted permanently (using Shift+Del key or emptying Recycle Bin) or lost due to other reasons, you can use Backup features in Windows or data recovery software, such as Windows File Recovery and Stellar Data Recovery Free edition to recover the data.
However, Windows File Recovery is a bit complicated tool for a normal user. Hence, we’d suggest you go with Stellar Data Recovery. It’s a DIY software that can recover data in all common data loss scenarios.
If you are reading this, you may have lost a file or files (as the case may be) recently on your PC. This post will show you how to recover lost files on a computer.
There are many ways you can lose a file on a computer, but we will check the three most common causes of file loss. Also, we will recommend three ways you can recover your lost files.
Table of Contents
Common Causes Of File Loss
1. Deleting files accidentally
This is the most common way people lose files on a PC. Usually, it happens due to wrong command input. You might try to save or perform other functions but delete essential files.
But when it comes to deleted files, they are not deleted. Instead, they are hidden from view to be overwritten by the PC later. When recovering these types of files, the faster the recovery is initiated, the better its success.
2. Mechanical damages
In this case, file loss can come about due to damage to the hard drive, malfunctioning drive, unsuccessful repartitioning of the drive, or formatting of the drive.
3. Virus infection of files
This is another common phenomenon. Computer viruses can enter the files from infected online sources or connect corrupted hardware to the computer.
If you are wondering – how do I recover a lost file on my computer? Here are three applicable methods to apply.
Method 1: Use IOLO Search and Rescue
The number one and most effective way is by using IOLO Search and Recover. It helps to recover files deleted accidentally and lost due to mechanical damage to the drives of computers.
Search and Recover is a data recovery software that can help you recover lost files on a PC. Plus, it applies to USB flash drives, thumb drives, CDs, memory cards, DVDs, etc.
It helps to recover emails from sites like Outlook, Thunderbird, Outlook Express, Netscape Mail, and Eudora. The range of the drive it can recover files from includes USB, USB 2.0 IDE, FireWire, SCSI, and others.
The software has a feature that can also help recover files from malfunctioning, repartitioning, formatting, and damaging drives and devices.
You can download digital versions of this software after purchase or purchase physical CDs for installation and use. Follow the prompts to install and use.
When files are deleted from the system, they usually end up in the recycling bin. Recovering this type of file is generally very easy.
Just follow the steps below.
Locate the recycle bin on your desktop.
Double-click on the recycle bin icon to open it.
Look through the files in the recycle bin to locate the ones that need recovery.
Right-click on the file you want to recover and click on restore when it offers options.
This will restore the file to its original location.
Repeat the process for each file if there is more than one to restore.
You can also drag the file out of the recycle bin and drop it in any location on the computer.
Method 3: Use the Command prompt or CMD
This is applicable when a virus enters the computer. A virus can enter the computer through a corrupted hard drive, the internet, etc. When the virus enters, it deletes or hides files, and some of the viruses prompt the user to pay or do something to recover the files; they are called ransomware.
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How To Recover Lost Files On A Computer: Frequently Asked Questions
Losing important files can be stressful, but don’t panic! Here are answers to frequently asked questions to help you recover them:
Where should I look first for lost files?
Recycle Bin (Windows) or Trash Bin (Mac): This is the most common first step. Check if you accidentally deleted the files which are still in the bin.
Original location: If you remember where the files were saved, search for them again using the computer’s search function. Look for variations of the filename or try searching by date modified.
How can I recover files not in the recycle bin/trash bin?
File history/Time Machine: These built-in features on Windows and Mac create backups of your files at regular intervals. If you enable them, you might be able to restore older versions of your lost files.
Data recovery software: Several programs can scan your storage drive for lost or deleted files. However, their success rate depends on how the data was lost and how long ago. Be cautious when choosing and using such software, as some may be unreliable or harmful.
What precautions can I take to prevent future data loss?
Regular backups: Regularly back up your important files to an external hard drive, cloud storage, or both.
Enable file history/Time Machine: Having these features turned on allows for automatic backups.
To avoid accidentally overwriting deleted files, practice safe deletion: Empty the Recycle Bin/Trash Bin periodically.
What should I avoid doing if I lose files?
Don’t save new data to the same drive where you lost files: This can overwrite the lost data and make recovery more complex.
Don’t run disk defragmentation or optimization tools: These can further reduce the chances of recovering your files.
Don’t attempt complex data recovery methods unless you are comfortable doing so: Incorrectly using data recovery software can permanently damage your files.
When should I seek professional help?
Consider seeking professional data recovery services if your data loss involves critical business files or irreplaceable personal memories. They have specialized tools and expertise to handle complex data loss scenarios. However, remember that professional data recovery can be expensive, and success is not always guaranteed.
Will data recovery software always work?
Unfortunately, data recovery software isn’t a guaranteed solution. Its success rate depends on various factors, including:
Cause of data loss: Accidental deletion has a higher chance of recovery than overwritten data or physical drive failure.
Time passed: The longer the time since data loss, the lower the chance of successful recovery.
Software quality: Choose reliable and reputable data recovery software to avoid wasting time with ineffective programs.
What are some signs that data recovery might not be possible?
Physical damage to the storage drive: Data recovery might be impossible if your hard drive has suffered physical damage (e.g., water damage or overheating).
Overwritten data: If new data has been saved to the location where the lost files were stored, they are likely permanently overwritten and unrecoverable.
Data encryption: If your files were encrypted before deletion, recovering them without the decryption key might be impossible.
How can I choose a reliable data recovery software?
Research and reviews: Look for software with positive user reviews and recommendations from trusted tech publications.
Free vs. paid versions: While some free versions offer basic recovery features, paid versions often come with more advanced functionalities and higher success rates.
Trial versions: Some software offers free trials with limited recovery capabilities. This allows you to test the software’s effectiveness before purchasing.
What are some alternatives to using data recovery software?
Contact the manufacturer: If your computer is still under warranty, contact the manufacturer for assistance. They might have specialized tools or procedures for recovering lost data.
Cloud storage providers: Some cloud storage services offer limited-time snapshots of your files. If you recently uploaded the lost files to the cloud, you might be able to restore them from an earlier version.
How can I protect myself from future data loss?
Implement the 3-2-1 backup rule: Maintain three copies of your data, two on different local storage media (e.g., internal drive and external hard drive), and one offsite backup (e.g., cloud storage).
Use a reliable antivirus and anti-malware solution: Protecting your system from malware attacks can help prevent accidental or malicious data deletion.
Practice safe computing habits: Avoid downloading suspicious files, clicking on unknown links, or opening emails from untrusted sources. These practices can minimize the risk of malware infections that could lead to data loss.
Conclusion
The processes discussed above help recover files that had been accidentally deleted, files lost due to mechanical damage, and files lost due to computer virus infection. But as earlier stated, time is of the essence when it comes to file recovery. The faster you act, the greater your chances of recovering successfully.
By following these tips and understanding the recovery process, you can increase your chances of getting your lost files back. Remember, prevention is critical, so establish a good backup routine to minimize the risk of data loss in the future.
In this post, I will talk about hardware-rooted trust and why security must start at the PCB level.
We tend to think of cybersecurity as something invisible—firewalls running quietly in the background, antivirus scans ticking away, encryption protecting our data as it travels across the internet. It all feels like software. But beneath every application, operating system, and security tool is something far more tangible: hardware.
And if that hardware isn’t trustworthy, nothing built on top of it truly is.
In today’s hyperconnected world—where cloud data centers power global businesses and tiny edge devices run factories, cars, and hospitals—security can’t just live in code. It has to start lower. Much lower. It has to start at the printed circuit board (PCB), the physical foundation of every electronic device.
Table of Contents
What Hardware-Rooted Trust Really Means
At its core, hardware-rooted trust is about one simple idea: start security at power-on.
Instead of assuming trust, devices are designed to verify themselves from the very first instruction they execute for hardware design. This is done using a “root of trust”—a small, hardened set of hardware functions that are inherently trusted and cannot be easily altered.
When a device boots up, this root of trust checks the firmware. If the firmware has been tampered with, the system doesn’t proceed as normal. It stops, isolates, or shifts into recovery mode. In other words, it refuses to run unverified code.
Major chip manufacturers like Intel and AMD have embedded hardware-based protections directly into their processors. Features like secure boot and trusted execution environments help ensure that what runs on a system hasn’t been secretly modified.
Standards bodies such as the Trusted Computing Group have also advanced technologies like Trusted Platform Modules (TPMs), which securely generate and store cryptographic keys in hardware.
But to truly understand hardware-rooted trust, we need to look beyond the processor. We need to look at the board that holds everything together.
Why the PCB Is the Real Foundation
The printed circuit board is the nervous system of any device. It connects the processor, memory, storage, power management, communication modules, and peripherals. It defines how signals move and how components interact.
If the PCB is compromised—through tampering, poor design, or malicious modifications—every connected component is at risk.
Think of it like building a house. You can install the strongest doors and smartest alarm system, but if the foundation is cracked, the entire structure is vulnerable.
1. The Supply Chain Reality
Modern electronics don’t come from a single firmware. Components are sourced globally. Boards are assembled in one region, chips fabricated in another, firmware written somewhere else entirely.
Each handoff in that chain introduces risk.
Counterfeit parts can slip in. Components can be swapped. Firmware can be altered before deployment. And because hardware isn’t as easily inspected as software, these compromises can be difficult to detect.
By embedding security directly into the PCB design—such as cryptographic authentication of components and secure provisioning during manufacturing—organizations can verify that only authorized parts are accepted and that nothing unexpected has been introduced along the way.
Security, in this case, becomes part of the manufacturing DNA.
2. Protecting Firmware at the Board Level
Firmware lives in a gray area between hardware and software. It controls how devices start up and interact with their components. If compromised, it can provide attackers with persistence that survives reboots and even operating system reinstalls.
Technologies like secure boot help address this. For example, processors built on architectures from ARM Holdings often include TrustZone, which creates isolated execution environments to protect sensitive operations.
But these features only work as intended if the PCB supports them properly.
That means protecting key storage areas, securing boot ROMs, and locking down debug interfaces. A single exposed debug port can undo an otherwise strong design. PCB layout decisions—trace routing, access points, and connector placement—directly affect how difficult it is for an attacker to interfere with the system.
3. When Attackers Have Physical Access
Not all threats come over the network. In industrial sites, vehicles, IoT deployments, and defense systems, attackers may have physical access to devices.
At that point, security becomes very tangible.
PCB-level protections can include tamper detection circuits that trigger alerts if a casing is opened. Sensitive communication lines can be encrypted. Critical traces can be shielded to prevent signal probing. Some designs even erase cryptographic keys if tampering is detected.
These measures don’t make attacks impossible—but they dramatically raise the bar.
Secure Elements and TPMs: Anchors of Identity
Dedicated secure elements and TPM 2.0 modules act like vaults embedded directly on the board. They generate and store cryptographic keys in isolation from the main processor, resisting side-channel attacks and physical tampering.
When properly integrated into a PCB, these components enable:
Strong device identity
Secure firmware updates
Remote attestation
Encrypted storage
In a zero-trust world—where no device is automatically trusted just because it’s inside the network—hardware-backed identity becomes essential. Before granting access, systems can verify not just who a device claims to be, but whether it’s in a known, uncompromised state.
Designing Security from the Start
One of the most important truths about hardware-rooted trust is this: you can’t bolt it on later.
Retrofitting hardware security is expensive, complex, and often incomplete. It must be designed in from day one. That requires electrical engineers, firmware developers, and security teams to collaborate early—not after a product is already built.
It also requires a mindset shift. Security is no longer just about patching vulnerabilities. It’s about minimizing attack surfaces, provisioning strong cryptographic identities during manufacturing, securing update mechanisms, and planning for the entire device lifecycle—even decommissioning.
The Road Ahead: From Silicon to System
As emerging technologies like AI and quantum computing reshape the threat landscape, hardware-level defenses will become even more important. Future systems will need stronger isolation, more advanced cryptographic accelerators, and tighter validation across chiplets and distributed components.
The future of cybersecurity isn’t software versus hardware. It’s both—working together in a continuous chain of trust that starts at the transistor and extends all the way to the cloud.
Conclusion
It’s easy to focus on what we can see: dashboards, alerts, patches, and policies. But real security begins somewhere quieter and more fundamental—on the PCB itself.
When trust is anchored in hardware—through secure elements, verified boot processes, tamper detection, and carefully designed board architecture—everything built on top of it becomes more resilient.
In a world where attackers are digging deeper than ever before, security must do the same. And that journey begins not in the cloud, not in the code—but in the circuitry.