Defining Your Architecture

In this lesson we cover how to design an enterprise-grade observability architecture that is scalable, resilient, and aligned with Datadog best practices. Design holistically—your observability platform should serve the entire organization (multiple teams, environments, and regulatory needs), not just a single project or environment. Observability platforms have different priorities and trade-offs compared to other platform types (e.g., data processing or CI/CD). Keep those differences in mind when defining controls, ownership, and operational processes.

This article focuses on architecture for observability solutions. If you are designing a different type of platform (e.g., pure data processing or CI/CD), some priorities and controls may differ.

Core areas to prioritize for enterprise observability

Area	Why it matters	Key controls & examples
Access	Limits blast radius, enforces separation of duties	RBAC, least-privilege roles, centralized identity (SSO, SCIM), audit logging
Data security	Protects sensitive telemetry and credentials	TLS, encryption at rest, certificate management, VPN/private links
Backup & retention	Satisfies operational, auditing, and regulatory needs	Retention policies, archival for logs/traces, backup schedules
Compliance	Demonstrates controls and supports audits	Policy evidence, access logs, retention proof, automated reporting

The image describes four key components of creating an enterprise-grade architecture: Access, Data Security, Backup/Retention, and Compliance, each with brief explanations.

Artifact management and automated security controls Collect build artifacts—container images, application libraries, packages—into a managed artifact repository. All artifacts intended for production use should be gated by automated security checks during CI/CD so only vetted components move downstream. Essential automated security controls to integrate into build and release pipelines:

Image scanning (container vulnerability scanning)
SAST (Static Application Security Testing)
SCA (Software Composition Analysis)
Runtime vulnerability assessment and policy enforcement

Integrate these checks as pipeline gates so artifacts are promoted or quarantined based on policy. This approach preserves security posture while minimizing friction for development teams. Table: Example artifact flow and controls

Stage	Typical controls	Outcome
Build	SAST, unit tests	Fails fast for code-level issues
Package	SCA, SBOM generation	Identifies vulnerable dependencies
Image publish	Container image scanning, signing	Quarantine or sign for promotion
Release	Policy enforcement, canary rollout	Controlled production rollout

The image depicts a flowchart showing security controls including image scanning, SAST, SCA, and vulnerability assessment applied to Docker, Helm, and other components, leading to an organization.

Operational readiness: support model and escalation A clear support model reduces mean time to resolution (MTTR) and ensures observability issues are routed efficiently. Document roles, escalation paths, SLAs, and runbooks so on-call engineers and platform teams can act confidently. A typical three-step support flow:

Open a ticket in the service platform (examples: ServiceNow, Zendesk).
Internal platform or SRE team performs initial triage, mitigation, and root-cause analysis.
If required, escalate to enterprise/vendor support for deeper investigation or product-level issues.

Include these operational artifacts in your documentation:

Runbooks for common alerts and outages
Contact and escalation matrix with SLAs
Playbooks for incident postmortems and remediation
Access and authorization procedures for vendor support engagement

The image shows a three-step contact process: Initial Contact via ticket, Second Contact with an internal platform team, and Third Contact through enterprise support.

Summary and next steps

Build an observability architecture that scales across teams and environments by prioritizing access control, data security, retention, and compliance.
Gate artifacts with automated security controls in CI/CD to maintain velocity and safety.
Define support models, SLAs, and runbooks so teams can operate reliably and escalate when necessary.

References and further reading

That’s it for this lesson. I hope you found it useful and that it helps you plan a secure, compliant, and supportable observability architecture for your organization.

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