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Operations systems · 2025

Medikabazaar operations data

Moved a payout workflow from multi-day manual handling to an operational system teams could trust.

Data & operations engineerData pipelinesOperations designReliability
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Situation

Payout processing and downstream operational workflows depended on slow, error-prone manual steps.

Constraint

The workflow had to handle broad geographic data and deliver an auditable operational handoff.

Decisions

Built data and payout workflows around clear operational states and dependable downstream automation.

Outcome

Payout turnaround dropped from three days to under ten minutes across 400+ monthly transactions; 10,000+ records across 28 states supported a 35% reliability improvement downstream.