DSPM Tools Compared: Code-Based and Storage-Based Approaches to Data Exposure

Summary
The article compares code-based and storage-based DSPM tools, explaining their different approaches to finding sensitive-data exposure, their tradeoffs, and the limits of each. It reviews Aikido Security, Cyera, Varonis, Wiz, and Orca.
Key points
- Storage-based DSPM scans data stores and can find forgotten data, but requires access to the data and generally does not trace exposures back to the application code that caused them.
- Code-based DSPM analyzes application code and schemas to trace sensitive data flows and may identify risky handling before it reaches production; it can miss data that no code references.
- The article recommends considering data access requirements, coverage of data at rest and in transit, false-positive handling, exposure tracing, remediation, and compliance mapping when evaluating DSPM tools.
- Aikido says its code-based audit identifies data flows and exposures by file and line and can open pull requests for code-level fixes; these are vendor claims described in the article.
- The comparison says Cyera and Varonis focus on data discovery and governance, while Wiz and Orca include DSPM within broader cloud-security platforms; the article notes limitations for each.
Article Details
- Topic
- Comparison of code-based and storage-based Data Security Posture Management (DSPM) tools, including their data-exposure discovery, remediation, and coverage tradeoffs.
People
Vendors
Aikidoare different blind spots. But the exposure that costs you is usually created in the application. Aikido Security reads your schemas and ORM models to catch it before it reaches production, names the exact file andCyeradata already sitting in your system, Wiz and Orca do this as one module inside a broad cloud platform; Cyera and Varonis do it as a dedicated product. Orca Securitywith CSPM for the storage layer. If you need to inventory the data already sitting in your system, Wiz and Orca do this as one module inside a broad cloud platform; Cyera and Varonis do it as a dedicated product. Varonissitting in your system, Wiz and Orca do this as one module inside a broad cloud platform; Cyera and Varonis do it as a dedicated product. Wizit with CSPM for the storage layer. If you need to inventory the data already sitting in your system, Wiz and Orca do this as one module inside a broad cloud platform; Cyera and Varonis do it as a dedicated
