Enterprise IT teams invest heavily in premium IT Service Management (ITSM) platforms, yet frequently struggle to achieve a return on investment. The bottleneck is rarely the ITSM platform itself; it is the polluted, conflicting infrastructure telemetry being fed into it.
To solve this, Blazent engineered a closed-loop data quality architecture—a continuous integration model that automatically reconciles hybrid-cloud data and pushes validated records directly into your Configuration Management Database (CMDB).
What is Closed-Loop Data Quality?
In a traditional IT environment, maintaining a CMDB requires intense manual effort. When disparate data sources such as network scanners, endpoint agents, and cloud monitoring tools report conflicting information about a single server, ITSM administrators are typically forced to write complex, manual JavaScript rules to determine which source to trust.
A closed-loop data quality process removes this manual friction entirely:
1. Continuous Ingestion: Blazent ingests raw telemetry from 20 to 30 disparate IT systems (including security tools, virtualization platforms, and legacy network monitors).
2. Automated Arbitration: Acting as an external intelligence engine, Blazent evaluates the conflicting data points against customizable business rules without requiring ITSM administrators to write custom code.
3. The Closed Loop: Once the highly accurate “golden record” is derived, Blazent automatically pushes the validated attribute back into the ITSM platform via web services, instantly updating the CMDB.
The Operational ROI of Automated Reconciliation
When infrastructure engineers trust their CMDB data, the operational efficiency gains are immediate. By establishing a closed-loop data quality foundation, Blazent customers routinely achieve massive reductions in operational overhead, including:
* Accelerated Incident Resolution: A 90% reduction in engineering hours spent hunting down accurate server dependencies during Sev-1 outages.
* Elimination of Redundant Infrastructure: A 15% reduction in global endpoint inventory by definitively identifying retired, orphaned, or unbilled assets.
* Automated Audit Compliance: Over 5,000 manual engineering hours eliminated during a single automated inventory audit.
* Unlocking ITSM Adoption: A 30% improvement in CMDB data accuracy, which drives user adoption and allows for automated change-management routing.
Empowering the Data Owners
The true power of this architecture is transparency. As highlighted by Enterprise Management Associates (EMA) Vice President Dennis Drogseth, achieving the full value of a CMDB requires consolidating trusted-source data based on advanced analytics rather than static assumptions.
Blazent puts control back into the hands of the domain experts. Instead of waiting for ITSM developers to push code changes, Windows or Linux tower leads can instantly visualize data conflicts, adjust their trust rules, and let the closed-loop engine update the service desk autonomously.
Discover the Blazent Data Intelligence Platform