STCLab Blog

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.

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.

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.

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