DSALTA Blog

SOC 2 Controls Explained: 20+ Real-World Examples for SaaS, AI, and Cloud Teams

Written by

Ogulcan Ozdemir

|

Product Marketing Manager

Published on

Nov 25, 2025

Table of Contents

Introduction: Why Understanding SOC 2 Controls Actually Matters

Your sales team just lost a six-figure deal. The reason? Your SOC 2 report did not demonstrate adequate controls for data processing. The prospect's security team flagged gaps in your access management, logging practices, and incident response procedures, and compared your posture against modern SOC 2 compliance requirements.

This scenario plays out daily in the SaaS world. SOC 2 compliance requirements are no longer negotiable for companies selling to enterprise customers—they're table stakes. But here's the challenge: most teams treat SOC 2 as a compliance checkbox rather than understanding what the actual SOC 2 controls mean and how to implement them effectively in SaaS, AI, and cloud-native environments.

The difference between passing a SOC 2 audit and truly protecting customer data lies in understanding what each control actually does in your specific environment. Generic compliance approaches fail because they don't account for how controls operate in real multi-framework security programs, modern multi-tenant SaaS platforms, AI applications, or cloud-native architectures.

This guide breaks down SOC 2 controls into practical, real-world examples specifically designed for modern technology teams. Whether you're building AI-powered analytics, running multi-tenant SaaS platforms, or managing cloud infrastructure, you'll learn exactly what each control requires and how to implement it effectively, using assets like the SOC 2 compliance checklist, SOC 2 in 2025 automation guide, and SOC 2 best practices 2025.

Understanding the SOC 2 Trust Services Criteria Framework

SOC 2 organizes security requirements into Trust Services Criteria (TSC) covering five categories: Security (required for all audits), Availability, Processing Integrity, Confidentiality, and Privacy. Each category contains specific control objectives that organizations must address, and can be mapped to other frameworks such as ISO 27001 and GDPR.

The Five Trust Services Categories

Security forms the foundation and is mandatory for every SOC 2 audit. These controls protect against unauthorized access, both physical and logical, to systems and data. Every organization pursuing SOC 2 must implement robust security controls and can reference the key SOC 2 controls to know as a starting point.

Availability ensures systems are operational and available for use as committed or agreed. This matters for SaaS platforms, where uptime directly impacts customer operations and contractual service-level agreements. Processing Integrity verifies that system processing is complete, valid, accurate, timely, and authorized, which is particularly important for data-heavy and cross-mapped SOC 2 / ISO 27001 environments.

Confidentiality protects information designated as confidential, going beyond basic security to address how sensitive business information is handled throughout its lifecycle. Privacy addresses the collection, use, retention, disclosure, and disposal of personal information in conformity with privacy commitments, aligning closely with GDPR data privacy principles and HIPAA requirements.

Standard Criteria: Security Controls Every Organization Needs

CC1: Control Environment - The Foundation of Your Security Program

The control environment establishes governance, culture, and organizational structure for security. Think of it as proving you have intentional, systematic security—not ad hoc practices. It underpins everything else in your risk management framework.

Real-world example for SaaS companies: Document your organizational structure, showing a dedicated security team reporting to the CTO or CISO. Hold quarterly security steering committee meetings with executive attendance. Maintain written information security policies approved by leadership and reviewed annually. Create job descriptions for all roles, including security responsibilities, and reference relevant frameworks like ISO 27001 requirements.

Real-world example for AI platforms: Establish an AI ethics and security board reviewing model training data usage, bias testing procedures, and data handling practices. Document how product development teams receive security requirements before building new AI features. Show security training completion for all data scientists and ML engineers, and consider integrating controls from NIST AI RMF checklist.

What auditors verify: written policies with approval dates and signatures, organizational charts showing security reporting structure, meeting minutes from security governance meetings, and evidence of resource allocation for security initiatives. Teams often use a structured SOC 2 documentation approach to keep this evidence organized.

CC2: Communication and Information - Sharing Security Information

Communication controls ensure security information reaches the right people at the right time, internally and externally. This includes how you communicate policies, incidents, and changes in your security trust center and public-facing documentation.

Real-world example for cloud infrastructure teams: Maintain a security documentation portal accessible to all employees with policies, procedures, incident response guides, and contact information. Send monthly security awareness emails highlighting recent threats, policy updates, or training reminders. Provide customers with security documentation, including architecture diagrams, data handling procedures, and links to your SOC 2 overview and other framework resources.

Real-world example for multi-tenant SaaS: Create customer-facing security documentation explaining tenant isolation, encryption practices, and data residency options. Establish a security communications plan for notifying customers about incidents, maintenance windows, or security updates. Maintain internal Slack or Teams channels for security announcements, and reference content like building customer trust through transparency.

What auditors verify: evidence of security communications such as email archives, documentation repositories, customer security portals, internal communication channels, and records of security information sharing. Many teams align this with their compliance 101 foundations.

CC3: Risk Assessment - Identifying and Analyzing Risks

Risk assessment controls require systematic identification, analysis, and response to risks threatening system objectives. This is where you connect your risk management framework to your actual SOC 2 control set and other frameworks like PCI DSS.

Real-world example for SaaS platforms: Conduct quarterly risk assessments evaluating threats to customer data, service availability, and system integrity. Document identified risks in a risk register showing likelihood, impact, current controls, and treatment plans. Address risks like API vulnerabilities, database breaches, DDoS attacks, vendor security failures, and insider threats, referencing third-party security metrics.

Real-world example for AI companies: Assess risks specific to machine learning, including training data poisoning, model theft, adversarial attacks, bias in predictions, and unauthorized inference. Evaluate third-party datasets and AI services used in your pipeline, and align with emerging AI audit best practices.

What auditors verify: a current risk register with assessment dates, documented risk methodology, evidence of risk reviews, treatment plans for identified risks, and the connection between risks and implemented controls. Teams often use risk KPIs and reporting templates to present this clearly.

CC4: Monitoring Activities - Detecting Control Issues

Monitoring controls ensure you detect when security controls aren't working as intended and take corrective action. This underpins continuous compliance and supports audit readiness and resilience.

Real-world example for cloud-native applications: Deploy security monitoring across your AWS, Azure, or GCP environment using native logging and SIEM tools. Configure alerts for suspicious activities like unusual API calls, permission changes, data exfiltration attempts, or infrastructure modifications. Review security dashboards daily and investigate triggered alerts, aligning with your internal audit cadence.

Real-world example for SaaS platforms: Monitor application logs for failed authentication attempts, unauthorized API access, unusual data access patterns, or application errors. Set up automated alerts when thresholds are exceeded. Conduct weekly log reviews looking for security anomalies or control failures, and feed outcomes into your security insights automation.

What auditors verify: SIEM or log aggregation system configurations, alert definitions and thresholds, evidence of alert reviews, investigation records for triggered alerts, and corrective actions taken when issues are found.

CC5: Control Activities - Implementing Security Controls

Control activities are the actual security controls you deploy across technology, processes, and operations. These are the concrete implementations that tie your policies, risks, and monitoring into an operating security and compliance program.

Real-world example for microservices architectures: Implement service mesh security with mutual TLS between services, API gateways enforcing authentication and rate limiting, container security scanning in CI/CD pipelines, and network segmentation isolating sensitive workloads. Deploy secrets management for API keys and credentials rather than hardcoding in applications, aligning with manual vs automated compliance approaches.

Real-world example for data processing platforms: Encrypt data at rest in databases using strong algorithms, enforce TLS for all data in transit, implement data masking for non-production environments, and deploy data loss prevention tools to monitor for sensitive data exfiltration. Use database activity monitoring to track all access to customer data, especially in regulated environments covered in data security compliance for healthcare and finance.

What auditors verify: configuration evidence showing that controls are deployed, security tool screenshots, code samples demonstrating security implementations, and testing results proving that controls work effectively. Many teams consolidate this as part of their SOC 2 audit preparation.