Data integrity for systems where wrong output has consequences.
We integrate federal and operational data sources, validate them to a documented standard, and find the defects that let a working system produce wrong output undetected.
Delivered as production data engineering: pipeline development, ETL and data conversion, reconciliation, automated validation, and remediation of live production defects.
OBITO LLC UEI N314U6YWDY17 CAGE 23X10 SBC SBC_002681571 Asif Hossain · Managing Member [email protected] · 813-421-1811 Small business · SAM.gov active · no SBA certifications Primary NAICS 541512 · also 541511, 541519
Every reported figure traces to a retained project record.
No estimated or marketing-derived figures. The two engagements below are representative of the data-integration and reconciliation work described above.
Built and operate the reconciliation and integration layer across six functional system domains for a commercial telecommunications client, maintaining customer identity and attribution through the full acquisition-to-payment lifecycle under a 90-day eligibility rule. Diagnosed and corrected a 55x record duplication defect running undetected in live production, with boundary validation gates covering duplicate events, stale and missing identifiers and ineligible timestamps.
Client name withheld pending consent.
NY State-backed public health program · geospatial data integration
What we deliver
Pipeline development
ETL and data conversion across federal and operational data sources
Reconciliation
Cross-system record matching, deduplication, and contamination detection
Automated validation
Documented validation standards run on a recurring, auditable cadence
Remediation
Finding and fixing live production defects without application code changes
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