STCLab Blog

Learn how BotManager detects, analyzes, and manages automated bot traffic to help protect digital services from malicious and unwanted bots.

Bot defense cannot be one-size-fits-all. Explore industry-specific bot threats, common attack patterns, and how to build effective mitigation strategies.

How GMO Makeshop uses NetFUNNEL to manage peak ecommerce traffic, prevent downtime, and protect sales opportunities during high-demand shopping periods.

Traffic is rising but revenue is flat? Learn how bots and AI agents distort marketing data, waste ad spend, and how BotManager helps filter unwanted traffic.

Explore five strategies to prevent server outages during traffic surges, from autoscaling and CDN caching to bot management and virtual waiting rooms.

NetFUNNEL earned G2’s Users Love Us badge with 20+ verified reviews and a 4.0+ average rating. See why customers across industries trust it.

Bots now account for 53% of web traffic. Explore the 2026 Thales Bad Bot Report and how BotManager protects APIs and critical infrastructure.

Customers are frustrated by uncertainty, not waiting. See how NetFUNNEL visualizes wait times to reduce churn and deliver a smoother shopping experience.

Learn what credential stuffing is, how it leads to account takeover, and how behavioral login analysis can detect and block automated attacks.

Even authenticated API requests can become attacks through repeated call sequences. Learn how to detect business logic abuse in the age of AI agents.

Explore NetFUNNEL’s Dynamic and Fixed Admission models for balancing throughput, server protection, and predictable queue information.

STCLab has earned KCSP status from CNCF, demonstrating its Kubernetes expertise and cloud capabilities with its AI-powered optimization platform, Wave.

See how FELISSIMO handled 320,000 users at launch with NetFUNNEL and found that 79.69% of access requests were bot and macro traffic using BotManager.

Which is fairer in ticketing: first-come, first-served or random? Explore the queue dilemma and how NetFUNNEL supports both models.

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.