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Protect sensitive data by reducing what you collect, controlling every access path, encrypting the right layers, and continuously checking that those controls still work as the application changes. The nine practices below cover design, implementation, and operations for applications handling personal, financial, health, credential, or business-sensitive information. They are guidance to adapt to your data and threat model, not a guarantee that any checklist alone makes an application secure.
1. Inventory and classify data before you build controls
Create a data inventory that follows information from collection through deletion. For each field or record, document its source, purpose, storage location, replicas, integrations, retention period, users and services that can access it, and deletion method. Include browser storage, queues, backups, analytics systems and support exports, not only the primary database.
Classify data according to sensitivity and impact. A useful policy distinguishes public, internal, confidential and highly restricted information, then maps each class to required access, encryption, retention and logging controls. OWASP’s Protect Data Everywhere guidance recommends classification based on sensitivity. Record exceptions, such as a payment processor that receives card data so your system does not have to retain it.
Use the inventory as an engineering artifact
- Give every sensitive data store an owner and an approved purpose.
- Map trust boundaries between browsers, APIs, workers, vendors and administrators.
- Mark fields that must never appear in URLs, logs, analytics or customer exports.
- Attach retention and deletion tests to the data class, rather than relying on informal conventions.
2. Collect and retain less
Data minimization is a security control. If information is never collected or is deleted promptly, an attacker cannot obtain it from that store. OWASP’s Cryptographic Storage Cheat Sheet states: “The best way to protect sensitive information is to not store it in the first place.”
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Challenge every field: Is it needed for the current feature, or merely convenient for a possible future use? Prefer derived values over raw values, such as storing a payment-provider customer identifier instead of card details. Set a documented retention period, automate deletion or irreversible aggregation, and include backups and replicas in the deletion design. Test that soft-deleted records are not still exposed through search indexes, exports or caches.
3. Authorize every operation and resource
Authentication identifies a caller; authorization decides what that caller may do. Enforce both at every endpoint, background job and administrative function. Check the requested action and the specific object or row, not only whether the user belongs to a broad role. OWASP’s Authorization Cheat Sheet and Web Service Security Cheat Sheet recommend least privilege and resource-level checks.
Make authorization difficult to bypass
- Centralize policy decisions or use a consistently applied policy layer.
- Derive the target resource from the authenticated context and validate tenant ownership server-side.
- Apply the same checks to REST, GraphQL, file downloads, exports, websockets, queues and internal service calls.
- Default to deny when a policy, identity or tenant context is missing.
- Test horizontal access (one user reading another user’s object) and vertical access (a regular user invoking an administrator action).
4. Encrypt communications and retained data for the threat you face
Use correctly configured TLS for browser-to-application, service-to-service and administrative communications. Redirect HTTP, protect cookies, keep certificates and protocol settings current, and verify that internal traffic is not silently downgraded. TLS protects data in transit; it does not protect a database after an attacker has obtained application-level access.
For retained data, choose application-, database-, filesystem- or hardware-level encryption according to the threat model. OWASP’s Cryptographic Storage Cheat Sheet notes that these layers provide different protections. Hardware encryption can help with physical theft but does not stop remote compromise of a running server. Keep keys separate from encrypted data, restrict decrypt permission, plan rotation, and test recovery before an incident.
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5. Hash passwords; manage other secrets through a lifecycle
Passwords are verifier material, not data that your application should decrypt. Store them with a password-storage algorithm and parameters appropriate to your platform, using a unique salt per password. Never log, email or display the password. Password reset tokens should be short-lived, single-use and stored or compared in a way that limits damage if the database is exposed.
API keys, database credentials, session-signing keys, OAuth client secrets and encryption keys are different: services need to retrieve or use them, so they require controlled storage, access policies, rotation and revocation. The OWASP Secrets Management Cheat Sheet notes that dedicated secret and key systems can help, while adding operational complexity and overhead.
A practical secret lifecycle
- Issue a narrowly scoped secret to a specific workload or environment.
- Store it outside source control and ordinary configuration files.
- Grant read access only to the process that needs it.
- Rotate on a schedule and after suspected exposure, with overlap for safe rollout.
- Revoke immediately when a service, employee or integration no longer needs it.
- Audit access and confirm old versions no longer work.
6. Close leakage paths in URLs, caches and referrers
Do not put passwords, API keys, session identifiers, reset tokens or other sensitive values in URLs or query strings. URLs are copied into browser history, proxy logs, analytics tools, screenshots and referrer headers. Send secrets in protected request headers or bodies, and use one-time tokens where a link is unavoidable.
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7. Keep secrets out of logs while preserving useful evidence
Never log passwords, session identifiers, access tokens, encryption keys, connection strings or unnecessary sensitive personal data. Mask or hash identifiers when correlation is required, and define fields that are prohibited before adding a new log statement. Error objects and request dumps can leak the same values unintentionally.
Log security-relevant events such as authentication failures, authorization denials, privilege changes, key use, secret rotation and suspicious export activity. Include timestamp, service, event type, outcome and a correlation identifier, but not the secret itself. Protect logs from unauthorized reading, alteration and deletion; restrict access, encrypt transport and storage, set retention, and monitor the logging pipeline. OWASP’s Logging Cheat Sheet provides implementation guidance.
8. Fail safely and ship secure defaults
Errors should help a legitimate user recover without revealing stack traces, SQL statements, internal hostnames, tokens or account existence where that information creates risk. Return a stable public error code and a generic message; keep diagnostic detail in a protected, redacted log. Ensure exception handlers cover asynchronous jobs and background workers, not only HTTP requests.
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9. Review and monitor controls as the system changes
Security controls decay when a new endpoint, vendor, data field or dependency bypasses the original design. Include data flows, authorization, secrets, cryptography, logging, TLS and dependency management in code review. Require threat-model updates when a feature changes what is collected, who can access it or where it is processed.
Monitor for detection without creating new exposure
- Alert on repeated authorization failures, unusual exports, impossible privilege changes and secret-use anomalies.
- Check that logs arrive, remain queryable and are protected from tampering.
- Scan dependencies and infrastructure configuration, then prioritize fixes by reachable sensitive data.
- Run automated tests for tenant isolation, cache headers, redaction and deletion jobs.
- Review monitoring fields so detection does not become an excuse to collect full request bodies or raw personal data.
Use an incident process that can revoke credentials, disable integrations, preserve relevant evidence and notify affected owners. OWASP’s Authorization Cheat Sheet, Logging Cheat Sheet and Secure Code Review Cheat Sheet are useful references for these reviews.
Choose controls by exposure, not by checklist order
| Control | Primary exposure reduced | Lifecycle stage | Residual concern |
|---|---|---|---|
| Minimization and retention | Database, backup and export breach | Collection and deletion | Required data still needs protection |
| Authorization and least privilege | Unauthorized use of valid accounts or services | Every request | Policy mistakes and compromised identities |
| TLS | Network interception | Transit | Does not secure data already exposed to an authorized process |
| Storage encryption | Loss of media or snapshots | Retention | Key access and remote application compromise |
| Secret lifecycle | Credential reuse and long-lived compromise | Operations | Rotation failures and overbroad permissions |
| Redaction and log protection | Secondary disclosure and investigation abuse | Operations | Missing events or unsafe correlation fields |
Implementation checklist
- Can you name every sensitive field, copy and owner?
- Can the feature work without collecting or retaining some of that data?
- Does every operation check both action permission and resource ownership?
- Are transit, storage and key protections selected for distinct threats?
- Are passwords hashed and other secrets rotatable and revocable?
- Could a URL, cache, referrer, browser store or log reveal the value?
- Do errors and production defaults fail closed?
- Will tests and monitoring detect regressions without storing raw sensitive content?
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Frequently Asked Questions
Which control should a small team implement first?
Start with a data inventory, minimization, resource-level authorization and secret removal from logs. These controls reduce exposure even before more specialized infrastructure is available.
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Is encrypting the database enough?
No. Database encryption addresses some storage and theft scenarios. You still need authorization, key separation, TLS, safe logs and controls against a compromised application or credential.
Should every security event contain the user’s full identifier?
Not necessarily. Use the least identifying value that supports detection and investigation, and protect or pseudonymize correlation data.
The Bottom Line
Protect sensitive data by collecting less, authorizing every action and resource, separating transit encryption from storage protection, managing secrets through rotation and revocation, closing URL/cache/referrer and logging leaks, failing safely, and continuously reviewing the design as the application changes.
Quick Recap
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