STCLab Blog

Why does data matter in AI-powered bot detection? Learn how data selection, behavior analysis, and service-specific criteria distinguish users from bots.

Prepare for flash sales and booking surges by aligning marketing and IT on launch timing, expected traffic, critical journeys, and traffic controls.

Learn when to use virtual waiting rooms, rate limiting, API queues, bot blocking, or DDoS protection for different types of traffic surges.

Learn how to manage AI crawlers by type and purpose, balancing search visibility, resource usage, and security with the right Allow, Detect, or Block policies.

Stop bots that bypass firewalls and CAPTCHAs. Discover AI detection strategies and STCLab's 'BotManager' to accurately identify and block malicious traffic.

Discover how enterprises can build a robust defense system against malicious bots. Learn the core technical strategies to detect and block automated attacks.

Learn how virtual waiting rooms control unexpected traffic spikes by queuing excess demand and keeping services stable within system capacity.

STCLab’s NetFUNNEL keeps K-pop ticketing stable and fair during traffic surges, while BotManager blocks malicious bots and macros.

As AI agents become more widespread, API traffic is becoming increasingly complex. Is Rate Limiting alone enough? Learn how to protect backend systems by queuing excess requests, processing them sequentially, and preventing request loss.

Shopify’s AI-driven shopping traffic and orders have tripled year over year. Learn how ecommerce businesses can distinguish between human users, legitimate AI agents, and malicious bots while managing API requests reliably in the age of AI agents.

This article explores bot attacks, API security risks, and traffic strategies travel platforms need as AI agents reshape booking.

In the zero-click era, manage AI access to websites and APIs by allowing trusted agents while restricting, verifying, or blocking risky automation.

STCLab participated in AWS Summit Japan 2026, where we introduced Wave—our AI-powered Kubernetes operations solution—to the Japanese market for the first time. Discover how we successfully entered the Japanese market and generated approximately 100 qualified leads.

Virtual waiting rooms are no longer limited to handling temporary traffic incidents. Discover why they are evolving into operational infrastructure that controls traffic surges while protecting service stability and customer experience.

System downtime is more than a service outage. Learn how it causes revenue loss, customer churn, security costs, fines, and brand damage.

Why You Need a Peak-Traffic Access Control Solution: The Limits of Server Scaling, the Role of Virtual Waiting Rooms, and Key Considerations Before Implementation.

Scalping bots reduce genuine fans’ chances of securing tickets by occupying queues, preempting seats, and bypassing purchase limits. This article explains why virtual waiting rooms and bot management should be designed together.

As AI-powered bots and agent traffic surge in 2026, this article outlines the key criteria businesses should consider when choosing a bot detection and mitigation solution, along with the leading solutions in the market.

What is Kubernetes Automation? Learn how it helps reduce configuration complexity, improve resource forecasting, and respond faster to traffic spikes.

Based on the 2026 Thales Bad Bot Report, this article analyzes how bot traffic—now accounting for 53% of internet traffic—and the rise of AI bots are impacting e-commerce. It covers retail bot attacks, macros, inventory hoarding, API abuse, and traffic control strategies.

We break down how ticket bots operate—including their three-stage execution model, global regulatory trends (UK & US), limitations of traditional security, and the need for behavior-based detection—backed by data and real-world evidence.

STCLab’s SRE team automated their Kubernetes alert triage using HolmesGPT, Robusta, and Markdown runbooks. This reduced manual incident investigation time from 20 minutes to under 2 minutes per alert, with the LLM autonomously diagnosing 40% of common cluster issues.

Introducing new features of STCLab BotManager. Strengthen your business protection with a more advanced defense against increasingly sophisticated malicious bots and macro threats—featuring AI Scoring, AI Assistant, and dynamic URL obfuscation.

If your site traffic suddenly spikes, it may not be growth—it could be bots. From abnormal patterns like repeated requests to the same products and consistent 24/7 traffic, to the real impact on revenue and ad performance, this covers what you need to know. We also explore why Marketing tools such as GA4 filtering isn’t enough—and what a more fundamental, detection-based approach looks like.

How can you prevent service downtime caused by traffic surges? Explore the concept and importance of Virtual Waiting Room (VWR) solutions, and compare the top 5 VWR providers in 2026, including NetFunnel, Queue-it, Queue-Fair, CrowdHandler, and Cloudflare.

Learn how Istio enables real time traffic control, bot mitigation, and reliable service operation in high traffic Kubernetes environments with practical production use cases.

Social bots can fake engagement and distort public opinion. Explore why behavior-based detection is critical to identify automated traffic and protect trust.

STCLab helped Thailand ticketing platform KONticket manage 380,000 concurrent users using NetFUNNEL virtual waiting room while analyzing bot traffic to improve fair ticketing.

Behavioral bot detection is becoming essential in 2026 as AI powered automation helps attackers bypass IP filtering, CAPTCHA, and rate limits using residential IPs and browser like behavior. This post explains the key bot traffic trends, why network only defenses fall short, what behavioral detection measures at the application layer, and how it helps stop workflow attacks like credential stuffing, scraping, and ticket scalping while protecting real users.

Ransomware defense now requires preventive control, not only file detection. Learn how AI driven attacks and automated Bad Bots create early entry risks and why blocking these intrusion attempts is essential for modern cybersecurity.

Seat spinning is automated seat holding that distorts airline availability and pricing. Learn why it happens, how it impacts customers, and how behavior based bot mitigation can prevent it.

Learn what an online queue is and how a virtual waiting system controls traffic surges. This guide explains how online queuing helps prevent service downtime, protect user experience, and maintain fairness during high demand.

Railway ticketing systems worldwide face rising bot traffic and fairness challenges. In Korea, analysis shows that up to 50% of ticketing traffic comes from malicious bots. This article explains these issues and how STCLab’s NetFUNNEL and BotManager help ensure stable and fair reservations.

We share how we resolved cost and performance challenges during our cloud native transition by adopting OpenTelemetry and the LGTM stack.

Bot traffic now exceeds half of all internet activity. Learn what bot mitigation software is, the key features of anti-bot technology, and the top 5 solutions including Cloudflare, Imperva, DataDome, STCLab BotManager, and Prophaze.

High-demand Flash Sales can overload systems despite scaling. See how traffic control keeps checkout flows stable and prevents failures during peak traffic.

AWS has retired its Virtual Waiting Room, requiring teams to evaluate new peak-traffic management options. Learn how supported alternatives like NetFUNNEL help maintain stability and fairness during high-demand events.

Learn how Virtual Waiting Room technology manages sudden traffic surges, prevents service overload and maintains fair, stable access during high demand events.

Practical tips for streamlining bot-policy operations by quickly filtering abnormal requests with custom filters tailored to your service characteristics and traffic patterns.

BotManager uses a multi-layer verification flow — starting with a firewall, followed by filters and policies — to effectively detect and block malicious bots, macro-generated traffic, and unwanted access based on ASN, IP, or country criteria.

Learn what bot traffic is, how malicious bots harm websites, and the most effective ways to block bad bots while allowing legitimate users and helpful crawlers.