Abnormal Security vs Datadog

Abnormal Security — Application · Private · $5.1B valuation · 3 of 3 figures sourced  |  Datadog — Infrastructure · Public · $84.9B mkt cap · 4 of 4 figures sourced

Relationship

Account Takeover Protection and Bits Security Analyst do comparable work on threat detection and response; both also serve buyers who need to detect and respond to security threats; larger scale (public).

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

3 of 3 capabilitiesShared product typeLarger scale

3 of 3 capabilities — Shares data analysis, threat detection and response and workflow automation.

Ludbee capability tags · from the product records

Shared product type — Both ship AI agent and application.

Ludbee product records

Larger scale — Datadog: $84.9B market cap, against Abnormal Security's $5.1B valuation.

Ludbee scale figures · valuation, market cap or revenue estimate

Aligned comparison

FieldAbnormal SecurityDatadog
Size$5.1B valuation$84.9B mkt cap different basis
Employees—8,100
Founded20182010 8 yrs earlier
StatusPrivatePublic
CategoryApplicationInfrastructure
Stack layerAI agent, Application, PlatformAI agent, Agent platform, Application, Developer tool
HeadquartersSan Francisco, USANew York, USA

Capability overlap

Shared · 3

Data analysisThreat detection and responseWorkflow automation

Not verified for Abnormal Security · 6

Agent orchestrationAgentic codingCode generationCode reviewEvaluation and observabilityGuardrails and safety

Recorded for Datadog. Abnormal Security’s product records say nothing either way — a missing record is not a missing capability.

Abnormal Security has no capability Datadog lacks, among the 3 recorded here.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

Abnormal Security

Application

AI GovernanceApplication

Discovers shadow AI tool/agent/chat usage via email, OAuth, identity and browser signals and enforces policy automatically.

Abnormal AI Data AnalystApplication

Answers security teams' questions about threats, attack patterns and risk across email and SaaS on demand, without writing queries.

Abnormal AI Phishing CoachApplication

Phishing simulation and training that generates its exercises from the real attacks aimed at that organisation rather than from static templates.

Abnormal AI Security MailboxApplication

Automates phishing triage: answers every employee report in seconds and remediates campaign-wide threats without an analyst in the loop.

Email DLP RulesApplication

Combines a custom outbound DLP policy engine with an AI triage agent that evaluates matches in context, releasing benign messages and quarantining likely violations.

Email ProductivityApplication

Behavioral AI that automatically moves low-priority promotional email (graymail) out of the inbox without manual rules.

Identity Threat ProtectionApplication

Behavioral AI that catches hijacked sessions, abused OAuth grants and privilege misuse across email, IdP and SaaS.

Inbound Email SecurityApplication

Behavioral-AI email threat detection that builds per-employee/vendor baselines to catch BEC, phishing and payload-free social engineering before delivery.

Infiltration PreventionApplication

Analyzes identity signals pre-provisioning (HR systems, IdP, email) to detect synthetic personas and coordinated nation-state infiltration campaigns.

Messaging SecurityApplication

Inspects Microsoft Teams and Slack for malicious URLs and weaponized attachments, auto-remediating high-risk messages.

Misdirected EmailApplication

Uses behavioral AI to detect outbound email sent to unintended recipients and quarantines it before delivery.

Security Posture ManagementApplication

Checks a Microsoft 365 environment against CIS Benchmarks, detects configuration drift in real time and provides prioritized remediation.

AI agent

Account Takeover ProtectionAI agent

Detects and autonomously remediates compromised Microsoft 365/Google Workspace accounts by learning normal sign-in, device and behavioral patterns.

Datadog

Application

AI ImpactApplication

Detects AI-assisted pull requests from coding assistants such as Claude Code, Cursor and GitHub Copilot and compares them on adoption, PR throughput, cycle time, change failure rate and daily cost per active user.

Bits ChatApplication

Conversational AI interface for querying Datadog metrics, logs, traces and monitors in natural language and generating dashboards and notebooks, accessible from Datadog, Slack or mobile.

GPU MonitoringApplication

Datadog's Infrastructure-family product for shared GPU fleets across cloud, on-prem and neocloud providers: it links device health, cost and performance to the workloads and teams using them, alerts on unmet GPU requests, thermal throttling and ECC/XID errors, forecasts GPU demand and recommends optimisations such as reclaiming GPUs held by zombie processes. The page markets alerting, forecasting and recommendations but does not name a model or AI mechanism behind them.

WatchdogApplication

Datadog's built-in AI engine: it continuously analyses metrics, traces and logs across the platform to raise anomaly alerts without configuration, detect faulty deployments by comparing code versions, run automated root-cause analysis on critical failures and surface tag-based insights and impact analysis. Available inside Infrastructure Monitoring, APM, Log Management and RUM rather than sold on its own.

AI agent

Bits CodeAI agent

Coding agent that triages production errors, regressions and vulnerabilities from Datadog telemetry, generates fixes with unit tests grounded in logs, traces and runtime variables, and opens pull requests for review.

Bits InvestigationAI agent

AI SRE agent that autonomously investigates every alert the moment it fires, explores multiple root-cause hypotheses in parallel and reports findings into Slack, Jira, ServiceNow or GitHub.

Bits Security AnalystAI agent

Always-on AI SOC analyst that autonomously triages and investigates security alerts and delivers written investigation results to Datadog, Slack or Jira within minutes.

No counterpart

Abnormal Security sells these in a stack layer with no product recorded for Datadog yet — nothing on the other side to compare them against.

Platform

Abnormal AIPlatform

Behavioural AI platform, powered by Abnormal's own Attune model, that baselines normal behaviour for every employee and vendor to detect phishing, business email compromise and account takeover that signature-based filters miss.

AttunePlatform

Abnormal's behavioural AI foundation model: builds a baseline for every identity from billions of signals so the products above it can flag anomalies in real time.

Datadog sells these in a stack layer with no product recorded for Abnormal Security yet — nothing on the other side to compare them against.

Agent platform

Bits Agent BuilderAgent platform

No-code builder for custom AI agents that investigate, decide and act inside Datadog to automate incident response, observability, security and operational workflows.

Developer tool

Agent ObservabilityDeveloper tool

Traces, evaluates and monitors LLM and AI-agent applications in production, with offline experimentation on datasets built from real traces.

Datadog MCP ServerDeveloper tool

Model Context Protocol server that gives AI coding agents such as Claude Code, Cursor and Codex secure real-time access to Datadog logs, metrics and traces under existing RBAC controls.