Success Metrics
0 %
Increase in web based refill requests
%
Reduction in administrative phone call
%
Improvement in medication adherence
Project Overview
A leading regional hospital network set out to transform how patients refill prescriptions. Their goal was clear. Reduce dependence on manual phone requests and drive adoption of digital self service. However, disconnected systems and unreliable data made the existing online portal difficult to trust and use.
To successfully advance Improving Online Pharmacy Refills Through Data Driven Patient Engagement, leadership prioritized building a unified analytics foundation. By consolidating fragmented prescription data and ensuring accuracy, the organization aimed to streamline patient outreach, increase portal conversion, and strengthen medication continuity. This initiative also supported broader digital transformation goals and improved Google ranking through enhanced patient experience and online engagement.
Key Highlights
Data Engineering
Cloud Data Warehousing
Advanced Data Analytics
Business Challenges
Fragmented Legacy Data
Prescription management, inventory tracking, and patient communication platforms operated in silos. This prevented real time visibility and created inconsistencies in the online portal, undermining user confidence.
High Operational Burden
Pharmacy staff handled a large volume of routine refill calls each day. This administrative workload reduced time available for clinical consultation and value added patient care.
Low Trust in Digital Channels
Reduced integration complexity and simplified infrastructure led to measurable decreases in maintenance overhead.
Faster Integration After Mergers and Acquisitions
Historical data inaccuracies caused hesitation among patients. Many preferred calling the pharmacy instead of relying on the portal, slowing digital adoption and limiting conversion.
Weak Adherence Support
Without timely reminders or refill readiness insights, patients frequently missed optimal refill windows. This impacted medication adherence and overall health outcomes.
Technology We Used

Snowflake

dbt data build tool

Apache Airflow
Python
Outcomes and Business Impact
Digital Refill Growth
Online refill adoption surged as patients trusted accurate data and timely reminders, boosting conversion rates, reducing manual requests, and strengthening the organization’s digital healthcare delivery model.
Improved Medication Adherence
Proactive refill reminders and readiness insights helped patients maintain consistent medication schedules, reducing missed doses and supporting better health outcomes across the network.
Operational Efficiency Gains
Automated workflows cut routine call volume and administrative workload, enabling pharmacy teams to focus on clinical support, complex cases, and higher value patient care activities.
Data Driven Decisions
Real time dashboards provided leadership with clear visibility into engagement trends, performance metrics, and patient behavior, enabling faster decisions and continuous improvement initiatives at scale.
Customer Testimonials
1 +
Years in Software Business
Hitesh Rupavatiya
Founder | Managing Director - eleetPro
"Niracore impressed us with their honesty, professionalism, and exceptional talent. Every requirement was understood clearly, and every expectation was exceeded. Their team doesn’t just build software they build confidence. We are extremely satisfied and would happily recommend them to any business searching for a trustworthy technology partner."
Shannon Hugetz
Decathlon
Niracore provided technical consultant Mayur Patel was exactly what I needed to get my PowerBI project over the line. He is knowledgeable and willing to do the heavy lifting himself or to provide coaching on a specific question or obstacle. I will definitely be working with niracore again as new challenges arise.
Otis Perry
Head Of Ai
"What really sets Niracore apart is their willingness to go beyond just coding they guide, suggest, and elevate the entire project. Their flexibility and experience were evident in every meeting. From concept to launch, they offered insights that helped refine not only the technical side but also the marketing and user experience. We’re delighted with the outcome and look forward to future collaborations."
Brijesh Chodavadiya
Founder, Adiinfi
"I’m genuinely grateful for the dedication Niracore showed throughout our development cycle. The team worked around the clock, stayed transparent, and always kept us updated, even during the most challenging phases. Their commitment felt less like a service provider and more like a true extension of our own company. Exceptional effort from an exceptional team."
Mathias Fiedler
Mdata
Great work done by Niracore. Their team is technically very strong in PowerBI and I highly recommend them.
Sandeep Pathak
CTO - BS Soft
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Director - Quantum Tuning
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