SIEM Explained: From Raw Logs to Real Alerts

SIEM explained: log correlation and threat detection

A SIEM collects security events from across your systems, correlates them, and raises an alert when the combination looks like an attack rather than normal activity.

  • Glossary
  • Detection

The short answer

SIEM stands for security information and event management. It gathers logs from endpoints, applications, cloud accounts and identity systems, normalises them into a common format, applies correlation rules, and alerts when a pattern matches known attacker behaviour. It is also where the evidence auditors ask for is retained.

A single log line rarely means anything. A failed login is noise. A failed login from a new country, followed by a successful one, followed by a permission change, is an incident. Correlation is the part that turns the first into the second.

How a SIEM works

1. Collect Logs from every system in scope 2. Normalise One format, one timeline 3. Correlate Link events across systems 4. Alert Raise only what needs a human 5. Retain Searchable evidence trail Steps 1 and 2 are plumbing. Step 3 is where a SIEM either earns its cost or becomes an alert firehose.

What it ingests

SourceEvents that matter
Identity and accessSign-ins, MFA challenges, privilege changes, new admin accounts
EndpointsMalware detections, unusual process activity, device policy violations
Cloud accountsConfiguration changes, new IAM roles, storage made public, key usage
Web and API layerBlocked attacks, unusual request patterns, credential stuffing attempts
ApplicationsAuthentication failures, data exports, administrative actions

Why correlation matters

Each of the events below is unremarkable alone. Together they describe an account takeover in progress, and only a system holding all of them can see that.

Identity Sign-in from an unusual location Endpoint New device registered to the account Cloud Access key created minutes later Three low-priority events correlate Same identity Same 20-minute window One alert Possible account takeover One high-priority incident
Swipe to see the full diagram. Point tools each hold one of these events. None of them can see the sequence.

Where frameworks require it

FrameworkStatusWhat it expects
PCI DSS v4.0RequiredRequirement 10: log all access to system components, review logs, retain 12 months.
ISO 27001:2022ExpectedAnnex A 8.15 logging and A 8.16 monitoring activities.
SOC 2ExpectedCC7.2 monitoring for anomalies, and evidence that alerts are investigated.
DPDP Act, 2023ImpliedDetection and timeline evidence needed for a 72-hour breach report.

How Osto runs SIEM

Most SIEM projects fail at collection, because logs arrive from a dozen vendors in a dozen shapes and someone has to build the pipeline. Osto avoids that step: endpoint, IAM, ZTNA, WAF, cloud posture and vulnerability data are already generated by the same platform, so correlation happens across modules by default rather than after an integration project. That is also what makes cross-domain detection possible, where an event in one module only becomes meaningful next to an event in another.

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Detection that sees across the whole stack

Endpoint, identity, WAF and cloud events correlated in one platform, with the retained evidence auditors ask for.

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No log pipeline to build · Cross-module correlation · One platform, everything

Frequently asked questions

What does SIEM stand for?

Security information and event management. A SIEM collects security events from across an organisation’s systems, normalises them, correlates them, raises alerts and retains the record for investigation and audit.

What is the difference between a SIEM and log management?

Log management stores and searches logs. A SIEM adds correlation and detection logic on top, so related events across different systems are linked and alerted on. Every SIEM includes log management; the reverse is not true.

Do small companies need a SIEM?

They need the outcome rather than a large deployment: centralised logs, detection across systems, and a retained evidence trail for audit. Traditional SIEM products are heavy for small teams, which is why platforms that generate and correlate their own telemetry fit better.

How long should logs be retained?

It depends on the framework. PCI DSS requires twelve months with three months immediately available. SOC 2 and ISO 27001 do not fix a period, so retention follows your own documented policy, and twelve months is the common choice.