Tag

IOC enrichment

25 articles on ioc enrichment.

← All blog posts
isMalicious vs Spamhaus: DNSBL Blocklists and Threat Enrichment Serve Different Layers
DNSAug 25, 2026

isMalicious vs Spamhaus: DNSBL Blocklists and Threat Enrichment Serve Different Layers

Spamhaus DROP and SBL are the standard for mail and network DNSBL blocking. isMalicious adds REST enrichment, URL scoring, CVE context, and STIX feeds. Most mature stacks use both at different layers.

6 min read
isMalicious vs Censys: Internet Discovery and Reputation Verdicts Are Different Jobs
ResearchAug 24, 2026

isMalicious vs Censys: Internet Discovery and Reputation Verdicts Are Different Jobs

Censys maps what exists on the internet — hosts, certificates, open ports. isMalicious assesses what is malicious. Most teams comparing the two need the second question answered, not the first.

5 min read
isMalicious vs Recorded Future: When a Threat Data API Makes More Sense Than an Enterprise Intel Program
APIAug 22, 2026

isMalicious vs Recorded Future: When a Threat Data API Makes More Sense Than an Enterprise Intel Program

Recorded Future delivers finished intelligence and analyst support at enterprise scale. isMalicious delivers self-serve enrichment and feeds without a sales cycle. The right choice depends on whether you need strategic reports or automated verdicts.

6 min read
CVE-2026-9198 Gives Unauthenticated RCE in IBM Langflow OSS Agent Control Planes
AI & MLAug 17, 2026

CVE-2026-9198 Gives Unauthenticated RCE in IBM Langflow OSS Agent Control Planes

A SUPERUSER token minted through /api/v1/auto_login chains with Python exec() in /api/v1/validate/code. Langflow 1.10.1 fixes the flaw — but internet-exposed instances need hunting now, not after the next sprint.

7 min read
INC Ransomware Chains Two SonicWall SMA Zero-Days (CVE-2026-15409, CVE-2026-15410)
RansomwareAug 16, 2026

INC Ransomware Chains Two SonicWall SMA Zero-Days (CVE-2026-15409, CVE-2026-15410)

INC affiliates are weaponizing an SSRF and a post-authentication code injection in SonicWall SMA 1000 to reach internal networks. Exploitation started weeks before the July 14 patch — here is how to hunt and triage.

7 min read
isMalicious vs SecurityTrails: Discovery Data and Reputation Verdicts Are Not the Same Product
DNSAug 15, 2026

isMalicious vs SecurityTrails: Discovery Data and Reputation Verdicts Are Not the Same Product

SecurityTrails tells you what exists — every subdomain, every historical DNS record. isMalicious tells you what is dangerous. Most teams searching for a SecurityTrails alternative want the second half.

6 min read
isMalicious vs IPQualityScore: Fraud Scoring and Threat Intelligence Are Different Jobs
ResearchAug 14, 2026

isMalicious vs IPQualityScore: Fraud Scoring and Threat Intelligence Are Different Jobs

IPQS scores whether a signup is fraudulent. isMalicious scores whether infrastructure is malicious. The two get compared constantly because both return a number about an IP address — and they answer different questions.

6 min read
isMalicious vs MISP: Why This Is the Wrong Comparison (and What to Compare Instead)
ResearchAug 13, 2026

isMalicious vs MISP: Why This Is the Wrong Comparison (and What to Compare Instead)

MISP is where you store and share indicators. isMalicious is where indicators come from. Teams searching for a MISP alternative are usually looking for a feed, not a replacement platform.

6 min read
isMalicious vs Cisco Talos: Reputation Lookups Outside the Cisco Stack
AI & MLAug 12, 2026

isMalicious vs Cisco Talos: Reputation Lookups Outside the Cisco Stack

Talos reputation is excellent and it lives inside Cisco products. If your stack is not Cisco, or you need an API rather than a web form, that is where the comparison starts.

6 min read
Bulk IP and Domain Lookups: Designing Indicator Enrichment That Survives Real Volume
AI & MLAug 11, 2026

Bulk IP and Domain Lookups: Designing Indicator Enrichment That Survives Real Volume

One incident produces hundreds of indicators, and per-indicator lookups are where triage stalls. Here is how to build a batch enrichment pipeline that respects quotas, deduplicates properly, and fails gracefully.

7 min read
Reverse IP Lookup: Pivoting on Infrastructure Without Drowning in Shared Hosting
ResearchAug 10, 2026

Reverse IP Lookup: Pivoting on Infrastructure Without Drowning in Shared Hosting

A reverse IP lookup turns one indicator into a cluster — or into a thousand innocent neighbours. Here is how to tell the difference, and how to pivot on hosting infrastructure without generating false positives.

7 min read
WHOIS Lookup for Security Investigations: Reading a Record After Redaction
AI & MLAug 9, 2026

WHOIS Lookup for Security Investigations: Reading a Record After Redaction

Privacy services stripped the registrant name out of most WHOIS records, but the fields that matter for triage survived. Here is what a WHOIS record still tells an analyst, and how to read it.

7 min read
The Kratos Phishing Kit Takedown: 200 Servers Gone, 1,800 Copies Still Out There
PhishingAug 8, 2026

The Kratos Phishing Kit Takedown: 200 Servers Gone, 1,800 Copies Still Out There

German and US law enforcement dismantled Kratos, the AiTM phishing service behind roughly 15,000 Microsoft 365 campaigns a month. The infrastructure is offline, but the kit is not. Here is what to hunt for now.

7 min read
Cl0p Is Exploiting PTC Windchill (CVE-2026-12569) to Steal Engineering Data
AI & MLAug 6, 2026

Cl0p Is Exploiting PTC Windchill (CVE-2026-12569) to Steal Engineering Data

A Cl0p affiliate is chaining a FlexPLM information disclosure with an unauthenticated RCE in PTC Windchill to plant JSP web shells and run double-extortion data theft. Here are the detection signals and the triage workflow.

7 min read
Infostealer Log Marketplaces: How Stolen Corporate Credentials End Up for Sale
MalwareAug 4, 2026

Infostealer Log Marketplaces: How Stolen Corporate Credentials End Up for Sale

Stealer-log marketplaces are booming in 2026, trading stolen corporate cookies, passwords, and SaaS sessions that fuel ransomware access and bypass MFA.

6 min read
Subdomain Enumeration for Security Teams: Attack Surface Discovery and DNS Reconnaissance
DNSAug 2, 2026

Subdomain Enumeration for Security Teams: Attack Surface Discovery and DNS Reconnaissance

Subdomain enumeration surfaces forgotten dev servers, dangling DNS, and shadow IT before attackers do. Passive and active recon techniques compared.

6 min read
isMalicious vs GreyNoise: IP Noise Scoring and Threat Intelligence API Compared
APIJul 27, 2026

isMalicious vs GreyNoise: IP Noise Scoring and Threat Intelligence API Compared

GreyNoise tags internet background noise; isMalicious adds verdicts, WHOIS, DNS history, and ransomware context. A SOC-focused comparison for triage teams.

6 min read
Agentic AI Threat Mapping: MITRE ATT&CK Needs Evidence-Rich Workflows
AI & MLJul 8, 2026

Agentic AI Threat Mapping: MITRE ATT&CK Needs Evidence-Rich Workflows

Anthropic mapped AI-enabled cyber activity to MITRE ATT&CK and found gaps around autonomous orchestration. SOC teams need AI summaries tied to evidence, not unsupported verdicts.

4 min read
AMOS macOS Infostealer: ClickFix Shows Why Hash Reputation Must Cover Developer Macs
MalwareJul 5, 2026

AMOS macOS Infostealer: ClickFix Shows Why Hash Reputation Must Cover Developer Macs

AMOS and related macOS infostealers are turning social engineering into credential theft. File hash reputation, URL scanning, and domain intelligence help teams respond before stolen tokens spread.

3 min read
Arch AUR Rootkit And Infostealer Campaign: Supply Chain Defense Starts With Hash Intelligence
Supply ChainJun 15, 2026

Arch AUR Rootkit And Infostealer Campaign: Supply Chain Defense Starts With Hash Intelligence

The June 2026 Arch User Repository compromise shows why supply chain security needs package review, file hash reputation, developer credential protection, and fast IOC enrichment.

6 min read
Oracle PeopleSoft Zero-Day: CVE-2026-35273 Shows Why CVE Watch Needs IOC Enrichment
VulnerabilitiesJun 15, 2026

Oracle PeopleSoft Zero-Day: CVE-2026-35273 Shows Why CVE Watch Needs IOC Enrichment

The PeopleSoft CVE-2026-35273 exploitation reports show how vulnerability response, ransomware intelligence, IP enrichment, and incident response must work together.

6 min read
AI-Enabled Cyberattacks and MITRE ATT&CK: Turning New Threat Maps Into SOC Action
SOCJun 4, 2026

AI-Enabled Cyberattacks and MITRE ATT&CK: Turning New Threat Maps Into SOC Action

AI-enabled threats are being mapped into ATT&CK language, but mapping is only useful when it drives enrichment, detection, triage, and response workflows.

8 min read
Cyber Extortion Now Includes Physical Threats: What Incident Response Teams Must Change
RansomwareJun 4, 2026

Cyber Extortion Now Includes Physical Threats: What Incident Response Teams Must Change

Cyber incidents are no longer always contained to systems and data. As extortion crews add physical threats, responders need ransomware intelligence, safety escalation, IOC enrichment, and executive-ready evidence.

8 min read
IOC Enrichment APIs: A Security Operations Guide to Faster Triage, Fewer False Positives, and Measurable ROI
APIApr 26, 2026

IOC Enrichment APIs: A Security Operations Guide to Faster Triage, Fewer False Positives, and Measurable ROI

An indicator without context is a ticket without an owner. Learn how IOC enrichment APIs work, which fields SOC teams need at each tier, and how to wire them into case management without building a data swamp.

6 min read
File Hash Reputation Lookups: Accelerating Incident Response With IOC Enrichment
Incident ResponseApr 22, 2026

File Hash Reputation Lookups: Accelerating Incident Response With IOC Enrichment

A practitioner's guide to file hash reputation lookups—how they work, which data sources power them, how to build automated IOC enrichment pipelines, and how to integrate hash intelligence into SOC, SOAR, and incident response workflows.

9 min read