Medication Management Lags Due to Fragmented Data Systems

Despite digital transformation modernizing hospital administrative systems like billing and electronic health records (EHRs), medication management remains stuck in the past. EHRs are primarily documentation tools that record order entries and confirm whether a patient received a drug, but they fail to track the physical journey of medications entirely.

“The EHR stops at what medication is [a patient] going to get, and did [they] receive it or not; that’s it,” Rick Couldry, MS/HSPA, senior vice president and chief pharmacy and clinical officer at Omnicell, told Drug Topics®. “How that medication got into the health system, where it was stored, how long it was stored there, where it was distributed to, who moved it from place to place, how many do we have in every location; I could go on and on. The physical following of all those medications in a health system ecosystem is much more complicated than what the EHR is built to capture.”

This tracking gap becomes increasingly dangerous as modern health systems expand. Medications are no longer confined within hospital walls but are widely distributed across clinics, procedural suites, radiology units, ambulatory programs, and patients’ homes. Traditional, location-bound transaction software was built simply for counting pills and managing local inventory, failing to support clinical patient relationships.¹

Lack of integration creates severe accessibility barriers for patients in rural or underserved areas, leading to gaps in care and medication non-adherence. Despite telehealth adoption in the US surging from 11% in 2019 to 46%, medication management still struggles to match this remote digital agility. Consequently, remote clinical pharmacists struggle to coordinate care across these fragmented physical and digital networks.^1,2

In part 1 of our interview with Couldry, he explored all things modernization in the medication management space, offering expert insights into the push toward cloud-based services and solutions that close gaps in health care.

READ MORE: Pharmacists Support Electronic Prescription Transfer Despite Key Challenges

Overgrown Tech and the Landscaping Analogy

To address these visibility gaps, individual departments have adopted independent software options. Well-meaning innovations have created a chaotic landscape of isolated, vendor-specific solutions.

These fragmented systems increase administrative noise, forcing frontline users to manage multiple logins and inconsistent user experiences. A cloud-native platform provides the digital backbone to “trim the hedges,” as Couldry puts it, centralizing these isolated solutions.

Transitioning from traditional applications to cloud-based software-as-a-service models reduces upfront infrastructure costs and eliminates on-premises hardware. This shift not only streamlines operations but also enhances the secure, HIPAA-compliant storage of sensitive medical data over the internet.^2,3

Digital consolidation allows diverse care teams, remote pharmacists, and hospital clinics to securely access critical pharmacy data from any device, anywhere.

Connecting the Clinical Ecosystem

True integration unites the entire health care ecosystem. Cloud-based pharmacy management systems synchronize in real-time with hospital, clinic, and lab management software.³

For instance, if an integrated lab management system uploads a patient’s diagnostic results, the system automatically flags safety concerns or medication adjustments directly within the pharmacy workflow.

Furthermore, cloud scalability enables global pharmacy networks to thrive. In Malaysia, Alpro Pharmacy automated its supply chain across 200 stores on the cloud to manage a massive surge in demand. Similarly, the African HealthTech firm mPharma deployed its web application, Bloom, on cloud servers, scaling from a single location to over 500 pharmacies.^2-4

Cultivating Human Connection at Scale

Operational efficiency in prescription processing directly supports clinical patient safety. Amazon Pharmacy utilizes cloud-powered artificial intelligence to extract prescription text from faxed images and translate complex shorthand notes into clear, machine-readable instructions.⁴

These systems bypass pricing barriers by hosting deep learning models to show transparent insurance options before checkout. Furthermore, automated compliance and predictive analytics allow platforms like MedAdhere AI to identify high-risk patients and send multi-channel reminders to improve medication adherence.^2,4

By minimizing administrative noise, cloud platforms empower pharmacists to spend more time on patient-centered activities. Platforms like Alliance by Aspen RxHealth utilize intelligent matching algorithms to pair patients with remote pharmacists who share their regional dialect or language.^1,2,4

Instead of facing repetitive, fragmented outreach from multiple departments that causes member abrasion, patients experience unified, comprehensive consultations. Leveraging cloud technology to manage complex health care data makes the digital infrastructure invisible, allowing clinical pharmacists to build lasting patient trust.^1,2

READ MORE: Technology and Data Resource Center

REFERENCES

1. The power of cloud-based healthcare solutions in humanizing clinical pharmacy at scale. Aspen RxHealth. February 6, 2026. Accessed August 14, 2026. https://resources.aspenrxhealth.com/blog/cloud-based-healthcare-solutions-in-humanizing-clinical-pharmacy

2. Benefits of cloud based solutions in pharmacy services. Aspen RxHealth. February 6, 2025. Accessed August 14, 2026. https://resources.aspenrxhealth.com/blog/cloud-based-solutions-in-pharmacy-services

3. How cloud-based pharmacy management systems improve accessibility and scalability. OneCare Health. 2024. Accessed August 14, 2026. https://onecarehealth.com/how-cloud-based-pharmacy-management-systems-improve-accessibility-and-scalability/

4. Anpalakan G, Agrawal V. Pharmacy in the cloud: AWS transforms medication safety and operations. AWS. December 15, 2025. Accessed August 14, 2026. https://aws.amazon.com/blogs/industries/pharmacy-in-the-cloud-aws-transforms-medication-safety-and-operations/