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Finance · BI & Compliance

BI platform that automated regulatory reporting

Auditable, near-real-time visibility instead of manual data transfers and delayed KPI dashboards.

Turkey-based financial institution (anonymized)Finance500+ employees

Problem

The organization manually compiled monthly regulatory reports due to broken data flows between SAP and legacy BI tools. Risk dashboards updated with a 24–48 hour lag.

Solution

An end-to-end BI platform with event-driven integration, role-based data warehouse bridge, and automated reporting scheduler.

Architecture

Layered architecture: source adapters, validation and audit middleware, analytics store, and dashboard API.

1. ERP adapter layer (SAP + legacy JDBC)

2. Validation & audit trail middleware

3. Analytics store (PostgreSQL + materialized views)

4. Dashboard & reporting API (Next.js + REST)

Timeline

Discovery & compliance mapping

3 weeks

Data sources, regulatory requirements, access policies.

Integration MVP

8 weeks

Adapters, audit log, first KPI dashboards.

Reporting automation

4 weeks

Scheduler, alert rules, UAT.

Go-live & hypercare

2 weeks

Production cutover, training, SLA handover.

Challenges

· Inconsistent timestamp formats in legacy systems

· Peak load management during regulatory periods

· Backward traceability requirements for audit teams

Performance metrics

−42%

Reporting cycle time

48h → 15 min

KPI lag

−65%

Manual steps

Business impact

The finance ops team saved three full days in the monthly close cycle. Risk management gained early-warning capacity with near-real-time dashboards.

ROI

~1.8× return on integration investment within 12 months (internal calculation).

Lessons learned

· Audit trails are mandatory from MVP — adding them later is costly.

· Data validation rules for regulatory reports must be defined with business units.

Technologies

PostgreSQLPythonApache KafkaNext.jsDockerGrafana
KVKK / GDPRNDACI/CDTestingSecuritySLA & Support

Sık sorulan sorular

Why is the client anonymized?

Client name is not disclosed under NDA; sector and scale are verified reference points.

How long would a similar project take?

Typically 4–6 months depending on integration depth. A phased plan follows discovery.

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