Three Ways Security Teams Use BrinqaDL to Solve Data Retention, Compliance, and Reporting
by Beth Barach, VP of PM//7 min read/

What happens when your CISO needs a year-over-year risk trend and the data was never collected? When an auditor demands control lineage from 18 months ago and you’re pulling from spreadsheets? When your executive team wants security metrics in the same Tableau dashboard as every other KPI, but your security data lives somewhere else entirely?
These aren’t edge cases. They’re the recurring operational gaps that appear once an exposure management program matures past reactive firefighting — and they share a common root cause: the data existed, but was never structured for long-term analysis.
What is BrinqaDL?
BrinqaDL is Brinqa’s security data lake — a central, queryable repository that stores not just raw security data, but the full relationships, context, and lineage between assets, vulnerabilities, controls, identities, and business context. Available on the Brinqa Version 12 platform, it gives security and risk teams long-term visibility into their vulnerability management and exposure management programs without requiring predefined queries or manual data collection.
“Most security data lakes store raw data. BrinqaDL stores the relationships, context, and lineage that make that data useful — enabling compliance explainability, retrospective trend analysis, and executive reporting from a single, continuously collected source.”
Here are the three primary use cases where security teams are deploying BrinqaDL today.
Use Case 1: Audit and Compliance Reporting
The Challenge
Security audits are one of the most resource-intensive recurring events on a security team’s calendar. Compiling data for audit inquiries is typically a manual, time-consuming, and error-prone process — one that involves pulling raw data from disparate systems, reconciling inconsistencies, and hoping the right snapshots were captured at the right moments.
When auditors ask about the state of a control at a specific point in time, or about the relationship between a vulnerability and the asset it affected, teams without a structured security data lake for compliance audit are often left scrambling.
How BrinqaDL Solves It
BrinqaDL goes beyond raw data retention. It preserves the full context and lineage of your security data — the relationships between assets, vulnerabilities, controls, identities, and business units — so that when an auditor asks a question, you can answer it with explainability, not just a data dump.
Teams using BrinqaDL for audit and compliance reporting benefit from:
- Structured, queryable access to historical security data going back up to three years
- Clear lineage between assets, vulnerabilities, and controls for auditor inquiries
- Faster, less manual audit preparation with explainable outputs
- Support for compliance frameworks requiring evidence of control state over time
Use Case 2: Metrics and Trending Over Time
The Challenge
Security teams are under constant pressure to demonstrate risk reduction over time. But producing meaningful trend data — year-over-year vulnerability closure rates, month-over-month risk score changes, remediation velocity by team — requires data that was captured and stored continuously, not reconstructed after the fact.
The traditional approach requires defining queries in advance. If you didn’t set up tracking for a particular metric before you needed it, the historical data simply doesn’t exist. Every new measurement request means starting from zero.
How BrinqaDL Solves It
Because BrinqaDL continuously collects and stores your security data, any trend becomes possible — even retrospectively. Teams can query across up to three years of historical data in real time without having pre-defined what they needed to track. When new metric requests come in from the CISO or board, the data is already there.
BrinqaDL enables exposure management teams to:
- Look back up to three years to construct year-over-year and month-over-month trend reports
- Respond quickly to new metric and measurement requests without waiting for new data collection cycles
- Demonstrate risk reduction over time with structured, auditable data
- Power continuous reporting without predefined query constraints
Use Case 3: Executive Dashboard Integration
The Challenge
Executives want the full picture in one place; security and risk metrics alongside operational KPIs, without the extra login. But security data is often siloed in point tools, making it invisible or inaccessible to the BI platforms — Tableau, Power BI, and others — that leadership depends on.
How BrinqaDL Solves It
BrinqaDL exposes your security data through both API and CLI access, making it straightforward to pull BrinqaDL-powered metrics directly into existing BI tools as widgets alongside other organizational data. Security teams no longer need to maintain separate reporting pipelines or manually export data for executive consumption.
With BrinqaDL, teams can:
- Bring security risk metrics into Tableau, Power BI, or any BI tool that supports API/CLI data ingestion
- Surface BrinqaDL data as widgets within a broader executive or operational dashboard
- Eliminate manual data exports and one-off reporting requests from leadership
- Connect security performance directly to business context in a single view
What Makes BrinqaDL Different
Most security data lakes are simply storage. BrinqaDL is more than that. It preserves the relationships, context, and lineage that make security data useful for analysis — not just the raw records, but the connections between assets, vulnerabilities, controls, identities, and business units that give those records meaning.
It integrates directly with the Brinqa platform as its curator and steward, and can be accessed through Brinqa’s native UI or through your own external analytics, AI, and data science tools.
For security teams that have outgrown reactive reporting, BrinqaDL means the answer to any board question, auditor request, or new metric ask is no longer “we’ll need time to pull that” — it’s already there, queryable on demand.
Learn more about how Brinqa's exposure management platform puts BrinqaDL to work across your entire security program.


