API Security Intelligence

An attacker runs credential stuffing against your /login API at 2 requests per second — well under your rate limit of 100/min. After 3 days, they've tested 500,000 username/password combinations. Each individual request looked perfectly valid.

Traditional API security evaluates each request independently. It cannot correlate patterns across requests, endpoints, time windows, or user sessions. Low-and-slow attacks are invisible at the individual request level.

Account takeover, data exfiltration, and fraud — all happening while your dashboards show green. You only discover it when customers report compromised accounts.

G8Shield correlates request sequences across endpoints, time, and identity. It detects credential stuffing, account enumeration, API scraping, and business logic abuse by analysing behavioural patterns — not just individual request properties.

A frontend developer adds a new field to the user profile API. The response now includes `ic_number`, `salary`, and `password_hash` alongside the display name. No one reviews the response payload. It goes to production.

Most API security validates request structure but never inspects response bodies. There is no mechanism to detect when an API response contains sensitive data — PII, credentials, tokens, or internal identifiers.

PDPA, GDPR, and PCI-DSS violations. Customer data exposed to any authenticated API consumer. One leaked field can trigger mandatory breach notifications and regulatory fines.

G8Shield scans API response bodies in real-time for sensitive data patterns — IC numbers, credit cards, passwords, tokens, emails, phone numbers. It alerts immediately and can auto-block the endpoint until the leak is fixed.

Your SOC2 auditor asks: 'Show me which APIs handle payment data, what security controls are applied to each, and evidence that those controls haven't drifted since your last review.' Your team spends 3 weeks screenshotting configs and grepping logs.

API gateways have no concept of compliance frameworks. Security controls are applied per-route but never mapped to regulatory requirements. Configuration drift goes undetected. Compliance is a manual, reactive exercise.

Failed audits, delayed certifications, lost enterprise deals. Continuous compliance is impossible when evidence collection is manual. Configuration drift goes undetected until the next audit cycle.

G8Shield continuously maps your API security posture against PCI-DSS, GDPR, SOC2, and PDPA frameworks. It detects configuration drift in real-time, auto-generates auditor-ready reports, and maintains a living evidence trail that's always current.

Your CISO asks: 'How secure are our APIs right now? Are we more or less secure than last quarter?' Your team opens the log dashboard, stares at request metrics, and says '...we don't know.'

Operational logs tell you what happened, not how secure you are. Raw request metrics don't answer strategic security questions. There is no risk scoring, no trending, no per-API security posture view.

Security decisions are reactive, not proactive. You only know about problems after they become incidents. Leadership cannot assess risk or allocate security investment based on data.

G8Shield assigns risk scores to every API based on authentication strength, data sensitivity, traffic anomalies, compliance status, and exposure surface. Track scores over time, compare across services, and give leadership a single number that answers 'how secure are we?'

At 2:14 AM, your gateway blocks 50 requests from IP 103.x.x.x for rate limiting. At 2:16 AM, a different IP hits a shadow endpoint. At 2:18 AM, a valid API key starts downloading bulk data from /users. These are three separate log entries. Nobody connects them as one coordinated attack.

Gateways and log systems treat every event independently. There is no correlation engine, no attack graph, no timeline view that connects related events across IPs, endpoints, and time windows into a single narrative.

Coordinated attacks go undetected. Your SOC team drowns in isolated alerts. The attack succeeds because no one sees the full picture until the forensics report — days or weeks later.

G8Shield builds attack timelines by correlating events across IPs, endpoints, API keys, and time. It groups related events into incidents, assigns severity, and presents a single narrative instead of thousands of disconnected log lines.