{"id":69911,"date":"2026-09-14T13:11:40","date_gmt":"2026-09-14T13:11:40","guid":{"rendered":"https:\/\/devtechnosys.com\/insights\/?p=69911"},"modified":"2026-09-14T13:20:33","modified_gmt":"2026-09-14T13:20:33","slug":"mdm-software-development-for-healthcare","status":"publish","type":"post","link":"https:\/\/devtechnosys.com\/insights\/mdm-software-development-for-healthcare\/","title":{"rendered":"MDM Software Development for Healthcare: Complete Guide to Building a Healthcare MDM Solution"},"content":{"rendered":"<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Just imagine a patient makes a visit to a hospital. He gets a CT scan at an outside lab, gets medicines from a pharmacy, and submits an insurance claim. Each system at different places feeds the patient\u2019s details differently. One system writes John Smith, another John A. Smith, and another J. Smith. If the data doesn\u2019t match correctly, the possibilities are:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">the hospital might miss a patient\u2019s history and give the wrong treatment<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">the insurer may process incorrect information\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">analytics may generate unreliable insights from duplicate or incomplete patient data<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">This is where MDM software development for healthcare makes a heroic entry. MDM stands for Master Data Management. A healthcare master data management solution gathers data from multiple systems and creates a reliable master record. It identifies matching records and removes inconsistencies.\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">But before you invest in building one, some questions need to be answered:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Do you really need MDM?\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">What data should you manage first?\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Should you build or buy it?\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">And what will it cost?<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Through this guide, we answer these questions before investing in healthcare MDM software development. We also help you make development decisions with more clarity.<\/span><\/p>\n<p>\u00a0<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Why_Is_MDM_Becoming_a_Strategic_Data_Decision_in_the_Modern_Healthcare_Industry\"><\/span><b><span style=\"text-decoration: underline;\">Why Is MDM Becoming a Strategic Data Decision in the Modern Healthcare Industry?<\/span>\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Healthcare organizations generally have a large volume of data. This data is stored across EHRs, claims systems, laboratories, pharmacies, and other platforms. The main issue appears when ensuring that records refer to the same patient, provider, or organization. They should be correctly matched and connected.\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The <\/span><a href=\"https:\/\/www.cms.gov\/tra\/Data_Management\/DM_0120_MDM.htm?\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">U.S. Centers for Medicare &amp; Medicaid Services (CMS)<\/span><\/a><span style=\"font-weight: 400;\"> widely uses Master Data Management (MDM). It supports record matching, identifying duplicate records, linking entities across data sources, and maintaining persistent enterprise identifiers.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">After learning this, we can say that MDM API gateway integration is more than a data-storage initiative. It can directly support:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Patient Care:<\/b><span style=\"font-weight: 400;\"> A more consistent view of patient information across connected systems.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Operations:<\/b><span style=\"font-weight: 400;\"> Less manual effort spent identifying and reconciling duplicate records.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Analytics &amp; AI:<\/b><span style=\"font-weight: 400;\"> More reliable data foundations for reporting, analytics, and AI workflows.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Healthcare Data Interoperability:<\/b><span style=\"font-weight: 400;\"> Better connections between systems when entities and identifiers can be consistently matched.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Governance:<\/b><span style=\"font-weight: 400;\"> Greater control over how critical entities such as patients, providers, and organizations are identified across systems.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Healthcare MDM is not just about storing data in one place. It helps organizations identify, connect, and manage healthcare data across different systems.<\/span><\/p>\n<p>\u00a0<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Do_You_Really_Need_Healthcare_MDM_Identify_the_Data_Problem_First\"><\/span><b><span style=\"text-decoration: underline;\">Do You Really Need Healthcare MDM? Identify the Data Problem First<\/span>\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">When there is duplication of critical patient, provider, or other data, the need for MDM software development for healthcare arises. Redundant data is always inconsistent and difficult to trust throughout the systems.\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">However, it is important to understand that not every healthcare data problem demands MDM. If your issue involves connecting systems, building reports, or storing data, you may need integration or a data lake instead.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Signs_Your_Healthcare_Business_May_Need_MDM\"><\/span><b>Signs Your Healthcare Business May Need MDM<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">A <\/span><a href=\"https:\/\/devtechnosys.com\/healthcare-app-development.php\">healthcare app development company<\/a><span style=\"font-weight: 400;\"> suggests businesses must invest in a healthcare MDM solution when they face problems like:\u00a0<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Duplication of patients\u2019 or providers\u2019 files within Electronic Health Record (EHR) systems, laboratory systems, claim systems, or other systems.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Various data about the same entities, including name, address, identifier numbers, or other types of contact information.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Lack of a golden copy of critical health care data.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cleaning of data manually prior to reports, claims submission, analysis, or workflow.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Conflicting records among different departments due to different systems holding their own versions of the data.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Incorrectly identifying individuals, especially when linking patient data across multiple facilities.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Inability to scale integration, as each additional system requires its own data mapping.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Inaccurate results of analytics or machine learning applied to health care data.<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Why_Is_MDM_the_Right_Approach\"><\/span><b>Why Is MDM the Right Approach?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">MDM is the best fit when a business needs to identify, match, standardize, govern, and maintain trusted records across multiple applications.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">For instance, when the same patient has different records in an EHR, Laboratory Application, Pharmacy Application, and Insurance Application, an MDM solution will help identify that the records belong to the same patient and create a trusted master record.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">This technique also applies to other healthcare domains, such as provider, organization, location, payer, product, and member.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"When_You_May_Not_Need_MDM\"><\/span><b>When You May Not Need MDM<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">As we mentioned earlier, not every healthcare data issue requires healthcare data management software. The right solution is determined on the basis of your need to connect data, analyze it, and store it.<\/span><\/p>\n<p>\u00a0<\/p>\n<table>\n<tbody>\n<tr>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Your_Main_Data_Problem\"><\/span><b>Your Main Data Problem<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Solution_You_May_Need\"><\/span><b>Solution You May Need<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Why\"><\/span><b>Why<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Systems cannot communicate with each other<\/span><\/td>\n<td><b>Integration Layer \/ APIs<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Connects applications and enables data exchange<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">You need centralized historical reporting<\/span><\/td>\n<td><b>Data Warehouse<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Combines structured data for reporting and analytics<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">You need large-scale raw data storage<\/span><\/td>\n<td><b>Data Lake<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Stores raw structured and unstructured healthcare data<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Patient identities are duplicated<\/span><\/td>\n<td><b>MDM \/ EMPI<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Supports identity resolution and record matching<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Provider or organization records conflict<\/span><\/td>\n<td><b>MDM<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Creates standardized and trusted master records<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Master data differs across systems<\/span><\/td>\n<td><b>MDM<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Establishes a single source of truth<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Applications need automated data exchange<\/span><\/td>\n<td><b>Integration Platform<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Manages workflows and system-to-system communication<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Data needs to move between EHRs and healthcare applications<\/span><\/td>\n<td><b>HL7 \/ FHIR Integration<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Supports healthcare interoperability and standardized data exchange<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Existing data needs cleaning before migration<\/span><\/td>\n<td><b>Data Cleansing \/ Migration Tools<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Improves data quality before moving data into a new system<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<p><b style=\"text-align: justify;\">The difference is clear: <\/b><span style=\"font-weight: 400;\">Integration is needed to shift data, while MDM makes sense of the data and resolves the right one.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"A_Quick_Readiness_Checklist_for_Healthcare_MDM\"><\/span><b>A Quick Readiness Checklist for Healthcare MDM<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">When considering building a healthcare MDM solution from scratch, consider asking your team:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How many systems hold the same patient, provider, or organization data?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How frequently do duplicates or inconsistent records occur?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Who makes the decision on which record is accurate at this moment?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">How much manual work is required for data cleaning or data reconciliation?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Does incorrect matching bring about any operational, financial, or clinical risks?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Will you require connecting more healthcare systems in the future?<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Just in case you get multiple \u201cyes\u201d answers to these questions, you should consider MDM in healthcare or <\/span><a href=\"https:\/\/devtechnosys.com\/medicine-delivery-app-development.php\">medicine delivery app development<\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: center;\"><b><i>Expert Advice<\/i><\/b><\/p>\n<p style=\"text-align: center;\"><i><span style=\"font-weight: 400;\">You don\u2019t have to be an expert in all the data domains from the very beginning. When starting with an MDM solution, it is reasonable to begin with the one that poses a bigger business or operational problem.\u00a0 For example, start with patient or provider data, then scale up later.<\/span><\/i><\/p>\n<p style=\"text-align: center;\"><b><i>Narayan Das (Healthcare IT Expert at Dev Technosys)<\/i><\/b><\/p>\n<p>\u00a0<\/p>\n<h2><span class=\"ez-toc-section\" id=\"From_Data_Discovery_to_Golden_Records_What_Building_Healthcare_MDM_Involves\"><\/span><b><span style=\"text-decoration: underline;\">From Data Discovery to Golden Records: What Building Healthcare MDM Involves<\/span>\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Implementing master data management in healthcare is not limited to creating a centralized repository. The process requires identifying data to be mastered, matching records across systems, selecting the golden record, and governing the data.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The conventional MDM solution aggregates information from EHRs, EMRs, labs, pharmacy, claims systems, CRM, and many more. This aggregated data is then standardized and validated, deduplicated and resolved, matches created, and finally, master trusted records created.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-69928 aligncenter\" src=\"https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/From-Data-Discovery-to-Golden-Records_-What-Building-Healthcare-MDM-Involves.webp\" alt=\"From Data Discovery to Golden Records_ What Building Healthcare MDM Involves\" width=\"1024\" height=\"475\" title=\"\" srcset=\"https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/From-Data-Discovery-to-Golden-Records_-What-Building-Healthcare-MDM-Involves.webp 1024w, https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/From-Data-Discovery-to-Golden-Records_-What-Building-Healthcare-MDM-Involves-300x139.webp 300w, https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/From-Data-Discovery-to-Golden-Records_-What-Building-Healthcare-MDM-Involves-768x356.webp 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Typical core components may be represented as:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Master Data Model: <\/b><span style=\"font-weight: 400;\">This defines the entities and attributes managed in the MDM solution, such as patients, providers, organizations, locations, or payers.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Ingestion:<\/b><span style=\"font-weight: 400;\"> The process of collecting data from the existing healthcare IT system through APIs, ETL pipelines, HL7, FHIR APIs, and other data transfer methods.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Standardization: <\/b><span style=\"font-weight: 400;\">Converting disparate formats, naming conventions, identifiers, and values into a common format.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Matching &amp; Entity Resolution:<\/b><span style=\"font-weight: 400;\"> This determines whether records from various sources correspond to the same person (patient, provider, or organization).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Golden Record: <\/b><span style=\"font-weight: 400;\">This selects the best record from multiple reliable source records for each entity.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Governance: <\/b><span style=\"font-weight: 400;\">This component defines master data owners, approvers, updaters, and access.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Stewardship: <\/b><span style=\"font-weight: 400;\">This allows authorized personnel to review unclear data-matching cases, correct records, and handle exceptions.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Healthcare Data Synchronization:<\/b><span style=\"font-weight: 400;\"> Maintains consistency of master data approved across the healthcare systems.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>APIs &amp; Data Services: <\/b><span style=\"font-weight: 400;\">Exposes trusted master data to applications, analytics platforms, and workflows.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">What should be remembered is that all these components interact. The matching engine alone may generate bad records, and the Golden Record has no meaning without access to the record through connected systems.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"What_to_Expect_Phase_by_Phase\"><\/span><b>What to Expect, Phase by Phase<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">According to a healthcare MDM development company, the project proceeds through five main phases:<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"1_Data_Discovery_MDM_Strategy\"><\/span><b>1. Data Discovery &amp; MDM Strategy<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The team identifies your existing data sources, master data domains, data quality issues, duplicates, healthcare data integration platform needs, and business issues. All these problems need to be addressed with an MDM architecture for healthcare.<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Map critical data flows and source-system dependencies.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Prioritize the first master data domain for implementation.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Define data ownership, stewardship, and governance responsibilities.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Establish data-quality rules and measurable validation criteria.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Set the MDM scope, implementation roadmap, and success criteria.<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Data_Modeling_Architecture\"><\/span><b>2. Data Modeling &amp; Architecture<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The team develops the master data model, MDM architecture, integration approach, security measures, and data flows. This is also the point when the decision on centralized, federated, cloud, or hybrid implementation of the MDM solution is made.<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Define entity relationships, attributes, hierarchies, and master identifiers.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Establish how source records map to the master data model.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Design workflows for creating, updating, and approving master records.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Plan scalability across additional healthcare data domains and systems.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Define how trusted master data will be exposed through data services.<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Matching_Golden_Record_Engine\"><\/span><b>3. Matching &amp; Golden Record Engine<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Matching criteria to recognize duplicates and similar records are developed. Depending on the case, matching may involve deterministic or probabilistic matching, confidence scoring, identity resolution, and human validation for uncertain matches.<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Configure attribute-level rules for healthcare entity matching.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Set confidence thresholds for potential and confirmed matches.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Establish survivorship rules for conflicting source attributes.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Create exception workflows for uncertain identity resolution cases.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Track matching outcomes to improve ongoing data quality.<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Healthcare_API_Integration_Governance\"><\/span><b>4. Healthcare API Integration &amp; Governance<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Integration of the MDM platform with EHR\/EMR systems, claims platforms, laboratories, pharmacies, and other systems is performed. Governance rules, data stewardship procedures, access controls, audit trails, and data synchronization processes are developed.<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Configure APIs, HL7, FHIR, ETL, or other integration methods.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Define which systems can create, update, or consume master records.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Establish data stewardship and approval workflows.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Monitor synchronization failures and unresolved data exceptions.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Maintain audit trails for master data changes and access.<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Healthcare_Data_Validation_Deployment\"><\/span><b>5. Healthcare Data Validation &amp; Deployment<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The MDM solution is validated using duplicate records, missing information, false positives, and inconsistent values. After validation, the solution may be deployed to the first domain and later extended to additional master data domains.<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Test matching accuracy using representative healthcare datasets.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Validate golden records against trusted source information.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Test data quality, integration, security, and system performance.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Monitor master data accuracy and synchronization after deployment.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Refine MDM rules before expanding to additional domains.<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"_What_Should_Your_MDM_MVP_Actually_Include\"><\/span><b>\u00a0What Should Your MDM MVP Actually Include?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Are you a startup or building your first MDM healthcare data management system? Keep in mind that you do not necessarily need to manage every healthcare data domain from day one. Developing an\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">If you are a startup or building your first MDM product, you do not necessarily need to manage every healthcare data domain from day one. Based on an MDM software or <\/span><a href=\"https:\/\/devtechnosys.com\/telehealth-software-development.php\">telehealth software development company<\/a><span style=\"font-weight: 400;\">, a practical MVP could focus on:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">One high-value master-data domain, such as patient or provider data<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data ingestion from your most important source systems<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Healthcare data standardization and validation<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Core data matching<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Healthcare data deduplication\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Golden Record creation<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Basic data governance and stewardship<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Secure APIs for accessing master data<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Audit logs and role-based access<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A clear path for adding more domains later<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">If you begin with a focused domain, it becomes easier to validate the matching logic and measure data-quality improvements. It also helps control the initial development cost before expanding the MDM platform.<\/span><\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: center;\"><b><i>Industry Insight<\/i><\/b><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.informatica.com\/resources\/articles\/mdm-implementation.html?\" target=\"_blank\" rel=\"nofollow noopener\"><i><span style=\"font-weight: 400;\">Informatica<\/span><\/i><\/a><i><span style=\"font-weight: 400;\"> specifically warns that healthcare MDM implementation is not simply a software installation. A successful implementation involves technology, data modeling, governance, integration architecture, and ongoing stewardship.<\/span><\/i><\/p>\n<p>\u00a0<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"What_Does_the_Architecture_of_a_Healthcare_MDM_Solution_Look_Like\"><\/span><span style=\"text-decoration: underline;\"><b>What Does the Architecture of a Healthcare MDM Solution Look Like?<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">An MDM healthcare data architecture brings together patient, provider, organization, payer, and other critical data. All the data is combined through EHRs, EMRs, labs, pharmacies, claims, and connected systems. Businesses <\/span><a href=\"https:\/\/devtechnosys.com\/insights\/develop-a-hospital-management-system-software\/\">develop hospital management system software<\/a><span style=\"font-weight: 400;\"> with MDM because it standardizes the data. It resolves duplicates, creates trusted golden records, and makes reliable master data available across healthcare applications. In this section, we will now discuss the healthcare MDM architecture.<\/span><\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><b>Look At The Journey From Six Systems To One Source Of Truth:<\/b><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">EHR\/EMR + Labs + Pharmacy + Claims + CRM + Devices<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u2193<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data Ingestion &amp; Integration<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0(Every source feeds in, real-time or batch)<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u2193<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data Standardization &amp; Validation<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0(Formats align, errors get flagged before they spread)<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u2193<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Identity Resolution &amp; Matching<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0(The system asks: is this the same patient, or a duplicate?)<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u2193<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Master Data Repository<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0(The single, trusted \u201cgolden record\u201d is born)<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u2193<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data Governance &amp; Quality Controls<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0(Rules decide who can access or change it, and how)<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u2193<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">APIs \/ FHIR \/ Analytics \/ AI \/ Applications<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0(Every downstream system finally works from the same truth)<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"4_Architectural_Decisions_You_Need_to_Make\"><\/span><b>4 Architectural Decisions You Need to Make<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<table>\n<tbody>\n<tr>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Architectural_Decision\"><\/span><b>Architectural Decision<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"What_You_Need_to_Decide\"><\/span><b>What You Need to Decide<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Why_It_Matters\"><\/span><b>Why It Matters<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<\/tr>\n<tr>\n<td><b>Centralized vs. Federated MDM<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Will master data reside in one repository or remain distributed across systems?<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Affects scalability, ownership, and integration complexity.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Matching &amp; Identity Resolution<\/b><\/td>\n<td><span style=\"font-weight: 400;\">How will the system determine whether records belong to the same patient, provider, or organization?<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Directly impacts duplicate detection and master-record accuracy.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Real-Time vs. Batch Processing<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Will data sync instantly through APIs\/events or through scheduled batches?<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Determines data freshness, performance, and integration costs.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Master Data Access &amp; Governance<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Who can create, approve, update, and consume master records?<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Defines ownership, auditability, healthcare data security, and regulatory control.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">These decisions are made before choosing technologies for healthcare projects. This is because architecture must display the organization\u2019s data sources, matching requirements, interoperability strategy, and governance model.<\/span><\/p>\n<p>\u00a0<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Build_Buy_or_Partner_The_Decision_That_Determines_Your_Cost_and_Timeline\"><\/span><b>Build, Buy, or Partner: The Decision That Determines Your Cost and Timeline\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Before diving into MDM <\/span><a href=\"https:\/\/devtechnosys.com\/hipaa-compliant-software-development.php\">HIPAA-compliant software development<\/a><span style=\"font-weight: 400;\">, every healthcare organization has to come across a question: whether to<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Build a custom MDM solution<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Purchase a ready-to-use platform, or<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Partner with a patient master data management development company<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Choosing the right approach for MDM software development for healthcare can directly influence development budget and timeline. However, the best option depends on your data complexity, integration requirements, compliance needs, and growth plans.<\/span><\/p>\n<p>\u00a0<\/p>\n<table>\n<tbody>\n<tr>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Factor\"><\/span><b>Factor<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Build_Custom_MDM\"><\/span><b>Build Custom MDM<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Buy_MDM_Platform\"><\/span><b>Buy MDM Platform<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Partner_with_Dev_Technosys\"><\/span><b>Partner with Dev Technosys<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<\/tr>\n<tr>\n<td><b>Initial Cost<\/b><\/td>\n<td>Higher upfront investment<\/td>\n<td>Lower initial cost<\/td>\n<td>Based on project scope<\/td>\n<\/tr>\n<tr>\n<td><b>Time to Deploy<\/b><\/td>\n<td>Longer development cycle<\/td>\n<td>Faster deployment<\/td>\n<td>Planned for faster delivery<\/td>\n<\/tr>\n<tr>\n<td><b>Customization<\/b><\/td>\n<td>Full control<\/td>\n<td>Platform-dependent<\/td>\n<td>Tailored to workflows<\/td>\n<\/tr>\n<tr>\n<td><b>EHR\/EMR Integration<\/b><\/td>\n<td>Built for your systems<\/td>\n<td>Depends on connectors<\/td>\n<td>Custom APIs and integrations<\/td>\n<\/tr>\n<tr>\n<td><b>Data Governance<\/b><\/td>\n<td>Fully controlled<\/td>\n<td>Vendor-defined options<\/td>\n<td>Aligned with your requirements<\/td>\n<\/tr>\n<tr>\n<td><b>Data Quality<\/b><\/td>\n<td>Custom rules and workflows<\/td>\n<td>Available platform features<\/td>\n<td>Configured to business needs<\/td>\n<\/tr>\n<tr>\n<td><b>Security &amp; Compliance<\/b><\/td>\n<td>Managed by your team<\/td>\n<td>Depends on vendor<\/td>\n<td>Designed around requirements<\/td>\n<\/tr>\n<tr>\n<td><b>Healthcare Workflows<\/b><\/td>\n<td>Fully customizable<\/td>\n<td>Limited by platform<\/td>\n<td>Adapted to your workflows<\/td>\n<\/tr>\n<tr>\n<td><b>Scalability<\/b><\/td>\n<td>Requires ongoing development<\/td>\n<td>Depends on platform<\/td>\n<td>Built for future growth<\/td>\n<\/tr>\n<tr>\n<td><b>Technical Expertise<\/b><\/td>\n<td>Requires internal resources<\/td>\n<td>Vendor-provided<\/td>\n<td>Dedicated development expertise<\/td>\n<\/tr>\n<tr>\n<td><b>Maintenance<\/b><\/td>\n<td>Managed internally<\/td>\n<td>Vendor-dependent<\/td>\n<td>Ongoing technical support<\/td>\n<\/tr>\n<tr>\n<td><b>Long-Term Control<\/b><\/td>\n<td>Highest<\/td>\n<td>Depends on vendor<\/td>\n<td>Strong control over the solution<\/td>\n<\/tr>\n<tr>\n<td><b>Best For<\/b><\/td>\n<td>Complex, unique requirements<\/td>\n<td>Standard MDM needs<\/td>\n<td>Custom healthcare MDM projects<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_Much_Does_Healthcare_MDM_Cost_in_2026-2027_Key_Factors_That_Drive_the_Price\"><\/span><b style=\"text-align: justify;\">How Much Does Healthcare MDM Cost in 2026-2027? Key Factors That Drive the Price\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The average cost of MDM software development for healthcare in 2026-2027 ranges from $40,000 to $1,30,000. The final development cost is determined by the MDM architecture, data complexity, healthcare integrations, security requirements, and customization. A basic healthcare provider data management software for a single data domain requires a smaller investment. Whereas an enterprise-grade platform with real-time integrations, advanced matching logic, analytics, and strict regulatory controls can cost more.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-69929 aligncenter\" src=\"https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/How-Much-Does-Healthcare-MDM-Cost-in-2026-2027_-Key-Factors-That-Drive-the-Price.webp\" alt=\"How Much Does Healthcare MDM Cost in 2026-2027_ Key Factors That Drive the Price\" width=\"1000\" height=\"449\" title=\"\" srcset=\"https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/How-Much-Does-Healthcare-MDM-Cost-in-2026-2027_-Key-Factors-That-Drive-the-Price.webp 1000w, https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/How-Much-Does-Healthcare-MDM-Cost-in-2026-2027_-Key-Factors-That-Drive-the-Price-300x135.webp 300w, https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/How-Much-Does-Healthcare-MDM-Cost-in-2026-2027_-Key-Factors-That-Drive-the-Price-768x345.webp 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\"><\/p>\n<p>\u00a0<\/p>\n<table>\n<tbody>\n<tr>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Healthcare_MDM_Development_Level\"><\/span><b>Healthcare MDM Development Level<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Estimated_Cost\"><\/span><b>Estimated Cost<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Typical_Timeline\"><\/span><b>Typical Timeline<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Best_For\"><\/span><b>Best For<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<\/tr>\n<tr>\n<td><b>Basic MDM<\/b><\/td>\n<td>$40,000\u2013$60,000<\/td>\n<td>3\u20134 months<\/td>\n<td>Single-domain master data and basic integrations<\/td>\n<\/tr>\n<tr>\n<td><b>Mid-Level MDM<\/b><\/td>\n<td>$60,000\u2013$90,000<\/td>\n<td>4\u20136 months<\/td>\n<td>Multiple data sources and advanced data governance<\/td>\n<\/tr>\n<tr>\n<td><b>Advanced MDM<\/b><\/td>\n<td>$90,000\u2013$130,000+<\/td>\n<td>6\u20139+ months<\/td>\n<td>Enterprise healthcare data, complex integrations, and advanced governance<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Now we will understand how some factors influence the MDM and <\/span><a href=\"https:\/\/devtechnosys.com\/pharmacy-management-software-development.php\">pharmacy management software development<\/a><span style=\"font-weight: 400;\"> cost. This will help you plan your budget strategically and decisively.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"1_MDM_Architecture_Data_Complexity\"><\/span><b>1. MDM Architecture &amp; Data Complexity<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">A centralized, federated, cloud, or hybrid architecture can change development effort. The effort depends on the data volume, data domains, source systems, scalability, and performance requirements. This can increase the expense of MDM software development for healthcare.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"2_Matching_Golden_Record_Logic\"><\/span><b>2. Matching &amp; Golden Record Logic<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">With growing data complexity, deterministic or probabilistic matching, identity resolution, confidence scoring, duplicate detection, survivorship rules, and golden record creation require more development. They demand more development effort, which elevates the MDM or <\/span><a href=\"https:\/\/devtechnosys.com\/guide\/patient-portal-development.php\">patient portal development<\/a><span style=\"font-weight: 400;\"> cost.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"3_Healthcare_System_Integrations\"><\/span><b>3. Healthcare System Integrations<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">A master data model requires connecting EHR\/EMR, laboratory, pharmacy, claims, CRM, and other systems through APIs, HL7, HL7 FHIR, or ETL pipelines. This increases integration effort, testing requirements, and maintenance needs, leading to higher development costs.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"4_Security_Governance_Compliance\"><\/span><b>4. Security, Governance &amp; Compliance<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Data governance, role-based access controls, audit trails, encryption, consent management, data stewardship, HIPAA, GDPR, and others are important for MDM software development for healthcare. These can add development, testing, and validation effort, raising development expenses.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"5_Customization_Development_Team\"><\/span><b>5. Customization &amp; Development Team<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Custom workflows, dashboards, APIs, data services, reporting tools, and specialized healthcare requirements increase project scope. Costs also vary depending on whether the solution is built by an in-house team, freelancers, or a <\/span><a href=\"https:\/\/devtechnosys.com\/healthcare-crm-software-development.php\">healthcare CRM software development <\/a><span style=\"font-weight: 400;\"><a href=\"https:\/\/devtechnosys.com\/healthcare-crm-software-development.php\">company<\/a>.<\/span><\/p>\n<p>\u00a0<\/p>\n<table>\n<tbody>\n<tr>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Cost_Factor\"><\/span><b>Cost Factor<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Short_Description\"><\/span><b>Short Description<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Affected_Cost\"><\/span><b>Affected Cost<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<\/tr>\n<tr>\n<td><b>MDM Architecture &amp; Data Complexity<\/b><\/td>\n<td>Data volume, domains, and architecture type<\/td>\n<td><b>20\u201325%<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Matching &amp; Golden Record Logic<\/b><\/td>\n<td>Matching rules, identity resolution, and duplicate handling<\/td>\n<td><b>15\u201320%<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Healthcare System Integrations<\/b><\/td>\n<td>EHR\/EMR, HL7\/FHIR, APIs, and connected systems<\/td>\n<td><b>20\u201325%<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Security, Governance &amp; Compliance<\/b><\/td>\n<td>Access controls, encryption, audit, and compliance needs<\/td>\n<td><b>15\u201320%<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Customization &amp; Development Team<\/b><\/td>\n<td>Custom workflows, features, and required expertise<\/td>\n<td><b>10\u201315%<\/b><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Security_Compliance_Data_Governance_Risks_Healthcare_MDM_Founders_Often_Underestimate\"><\/span><span style=\"text-decoration: underline;\"><b style=\"text-align: justify;\">Security, Compliance &amp; Data Governance Risks Healthcare MDM Founders Often Underestimate<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">MDM software development for healthcare maintains sensitive patient, provider, payer, and organizational data from multiple systems. This is why security, compliance, and data governance are architectural responsibilities rather than a final-stage checklist. If there are poor access controls, incorrect data matching, or weak integration security, it impacts systems consuming the master data.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-69930 aligncenter\" src=\"https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/Security-Compliance-Data-Governance-Risks-Healthcare-MDM-Founders-Often-Underestimate.webp\" alt=\"Security, Compliance &amp; Data Governance Risks Healthcare MDM Founders Often Underestimate\" width=\"1024\" height=\"422\" title=\"\" srcset=\"https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/Security-Compliance-Data-Governance-Risks-Healthcare-MDM-Founders-Often-Underestimate.webp 1024w, https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/Security-Compliance-Data-Governance-Risks-Healthcare-MDM-Founders-Often-Underestimate-300x124.webp 300w, https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/Security-Compliance-Data-Governance-Risks-Healthcare-MDM-Founders-Often-Underestimate-768x317.webp 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Security_Safeguards_of_MDM_Softwares\"><\/span><b>Security Safeguards of MDM Softwares<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Security measures in a healthcare MDM solution have to ensure data protection at all stages, from ingestion through storage and exchange. These measures include:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data encryption at rest and in transit for sensitive healthcare data.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RBAC, MFA, and SSO to regulate access and modifications to master records.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Security of API integration for EHR\/EMR, HL7, FHIR, claims, laboratory, and pharmacy.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Logging of access and changes and tracking data provenance.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Controlling identity resolution with confidence scoring and human validation of matches.<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Ethical_Data_Governance_of_MDM_Software\"><\/span><b>Ethical Data Governance of MDM Software<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">While security focuses on preventing unauthorized access to data, ethical data governance determines how it should be handled and used. For healthcare data governance, an organization should develop the following before development starts:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ownership and stewardship of data in each of the master data domains.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rules for creation, merging, modification, and approval of golden records.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Proper consent, access, retention, and data sharing policies.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data provenance and attribution of master data values from their sources.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Preventing unnecessary access and improper use of healthcare data.<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Compliance_Should_Influence_Architecture\"><\/span><b>Compliance Should Influence Architecture<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Regulatory, security, and contractual requirements for the healthcare MDM solution must be considered at the outset:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b><a href=\"https:\/\/devtechnosys.com\/compliances\/hipaa-healthcare-software.php\">HIPAA<\/a>\/HITECH:<\/b><span style=\"font-weight: 400;\"> Safeguard protected health information (PHI) via appropriate safeguards, access control, audit logging, breach notification, and a business associate agreement.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b><a href=\"https:\/\/devtechnosys.com\/compliances\/gdpr-data-protection.php\">GDPR<\/a>: <\/b><span style=\"font-weight: 400;\">Implement requirements for lawful processing, data minimization, consent, data subject rights, cross-border transfer, and privacy by design in processing personal data related to individuals located within the EEA.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b><a href=\"https:\/\/devtechnosys.com\/compliances\/ccpa-data-privacy.php\">CCPA<\/a>: <\/b><span style=\"font-weight: 400;\">Take into account the privacy rights of consumers, data disclosures, data minimization, and data handling requirements for residents of California.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b><a href=\"https:\/\/devtechnosys.com\/press-release\/iso-27001-information-security.php\">ISO 27001<\/a>:<\/b><span style=\"font-weight: 400;\"> Implement an information security management framework for risk management of security risks and security controls.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b><a href=\"https:\/\/devtechnosys.com\/security\/soc-1-compliance.php\">SOC 1<\/a>:<\/b><span style=\"font-weight: 400;\"> Verify that controls over financial reporting processes are appropriately designed and implemented where applicable.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b><a href=\"https:\/\/devtechnosys.com\/press-release\/soc-2-compliance.php\">SOC 2<\/a>: <\/b><span style=\"font-weight: 400;\">Assess controls over security, availability, processing integrity, confidentiality, and privacy based on the organization\u2019s service commitments.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Organizational Specific Requirements:<\/b><span style=\"font-weight: 400;\"> Identify the organization\u2019s specific regulatory, security, and contractual requirements. These are based on its geographic presence, data categories, users, healthcare workflow, and contractual requirements.<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<p style=\"text-align: center;\"><i>Expert Advice:<\/i><\/p>\n<p style=\"text-align: center;\"><i><span style=\"font-weight: 400;\">A healthcare MDM solution requires more than encryption and authentication. A healthcare MDM solution also requires security safeguards, accountability, data lineage, identity resolution, and governance controls baked into the solution.<\/span><\/i><\/p>\n<p style=\"text-align: center;\"><b><i>Pramod Jangid (CTO at Dev Technosys)<\/i><\/b><\/p>\n<p>\u00a0<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Where_Healthcare_MDM_Projects_Fail_Common_Implementation_Mistakes_to_Avoid\"><\/span><b>Where Healthcare MDM Projects Fail: Common Implementation Mistakes to Avoid<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Healthcare MDM projects rarely fail because the organization cannot build the software. They fail when the data strategy, matching logic, integrations, governance, or implementation scope is not defined properly before development begins. Have a look at the reasons and what they impact on the project.<\/span><\/p>\n<p>\u00a0<\/p>\n<table>\n<tbody>\n<tr>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Failure_Point\"><\/span><b>Failure Point<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"What_Goes_Wrong\"><\/span><b>What Goes Wrong<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<td>\n<h4><span class=\"ez-toc-section\" id=\"Project_Impact\"><\/span><b>Project Impact<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/td>\n<\/tr>\n<tr>\n<td><b>Poor Data Quality<\/b><\/td>\n<td>Duplicate, incomplete, outdated, or conflicting source records enter the MDM system.<\/td>\n<td>Reduces trust in master data and increases cleansing effort.<\/td>\n<\/tr>\n<tr>\n<td><b>Weak Identity Resolution<\/b><\/td>\n<td>Matching rules incorrectly merge or separate patient, provider, or organization records.<\/td>\n<td>Creates inaccurate golden records and potential downstream errors.<\/td>\n<\/tr>\n<tr>\n<td><b>Unplanned Integrations<\/b><\/td>\n<td>EHR\/EMR, claims, laboratory, pharmacy, or other systems require more integration work than expected.<\/td>\n<td>Increases development time, testing effort, and project cost.<\/td>\n<\/tr>\n<tr>\n<td><b>Unclear Data Ownership<\/b><\/td>\n<td>No clear owner or data steward is responsible for creating, approving, and maintaining master data.<\/td>\n<td>Creates governance gaps and unresolved data conflicts.<\/td>\n<\/tr>\n<tr>\n<td><b>Overly Broad Initial Scope<\/b><\/td>\n<td>Teams try to master multiple data domains and connect every system in the first release.<\/td>\n<td>Delays deployment and makes the MDM implementation harder to manage.<\/td>\n<\/tr>\n<tr>\n<td><b>Ignoring Post-Deployment Quality<\/b><\/td>\n<td>Matching rules, data quality, and synchronization are not continuously monitored.<\/td>\n<td>Golden records gradually become outdated or unreliable.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"How_to_Reduce_the_Risk\"><\/span><b>How to Reduce the Risk<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Start with a clearly defined master data domain<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Establish measurable data-quality rules<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Test identity resolution with real-world records<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Map every required integration<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Assign clear data stewardship responsibilities<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">\u00a0A phased rollout allows the team to validate the MDM model and golden records before expanding to additional healthcare domains.<\/span><\/p>\n<p>\u00a0<\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"What_Can_Healthcare_MDM_Actually_Do_5_Real-World_Use_Cases\"><\/span><b><span style=\"text-decoration: underline;\">What Can Healthcare MDM Actually Do? 5 Real-World Use Cases<\/span>\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">It is uncommon for healthcare organizations to have a problem with data. The real-world challenge is that the same patient, provider, facility, or payer might be identified in several systems. Healthcare MDM helps solve this fragmentation by providing consistent and trusted master data available for use by various applications.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-69931 aligncenter\" src=\"https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/What-Can-Healthcare-MDM-Actually-Do_-5-Real-World-Use-Cases.webp\" alt=\"What Can Healthcare MDM Actually Do_ 5 Real-World Use Cases\" width=\"1000\" height=\"536\" title=\"\" srcset=\"https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/What-Can-Healthcare-MDM-Actually-Do_-5-Real-World-Use-Cases.webp 1000w, https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/What-Can-Healthcare-MDM-Actually-Do_-5-Real-World-Use-Cases-300x161.webp 300w, https:\/\/devtechnosys.com\/insights\/wp-content\/uploads\/2026\/09\/What-Can-Healthcare-MDM-Actually-Do_-5-Real-World-Use-Cases-768x412.webp 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\"><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"1_Patient_Master_Data_Management_Across_Healthcare_Systems\"><\/span><b>1. Patient Master Data Management Across Healthcare Systems<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Patients typically have several records in the EHR\/EMR, lab, pharmacy, or claims platform. Patient master data management links this information, identifies duplicates, and applies matching rules to create a trusted Golden Record. This gives healthcare applications access to the same data with minimal fragmentation.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"2_Provider_Master_Data_Management_for_Consistent_Provider_Information\"><\/span><b>2. Provider Master Data Management for Consistent Provider Information<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The information for providers may differ between EHRs, credentialing, directories, referrals, and billing software. Master data management for providers establishes standardized records on provider identities, specialties, locations, and affiliations. Data governance and stewardship rules then help govern the creation, updating, approval, and sharing of provider data throughout healthcare systems.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"3_Healthcare_MDM_for_Mergers_Acquisitions_and_Data_Consolidation\"><\/span><b>3. Healthcare MDM for Mergers, Acquisitions, and Data Consolidation<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Healthcare mergers and acquisitions may result in having multiple EHR\/Electronic Medical Record (EMR) systems, databases, facilities, and legacy records. A critical aspect of healthcare MDM use cases is standardizing, resolving, identifying, and applying rules to these disjointed data. This enables consistent enterprise data without changing all enterprise source systems to the same data structure.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"4_Healthcare_Data_Integration_and_Interoperability\"><\/span><b>4. Healthcare Data Integration and Interoperability<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">The exchange of information between EHRs, labs, pharmacies, claims platforms, HIEs, and digital apps is critical for healthcare organizations. With the trusted master-data layer provided by MDM, healthcare data integration becomes easier. Standardized patient, provider, organization, and location information can then be used to connect systems via APIs, HL7, FHIR, and ETL pipelines.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"5_Trusted_Data_for_Healthcare_Analytics_and_AI\"><\/span><b>5. Trusted Data for Healthcare Analytics and AI<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">When the information in health care systems is duplicated, inconsistent, or conflicting, analytics and AI applications can yield unreliable results. MDM delivers standardized and governed master data, which can be delivered via APIs and data services. This provides more solid databases for analytics platforms, AI models, reporting tools, and healthcare applications.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Just imagine a patient makes a visit to a hospital. He gets a CT scan at an outside lab, gets medicines from a pharmacy, and submits an insurance claim. Each system at different places feeds the patient\u2019s details differently. One system writes John Smith, another John A. Smith, and another J. Smith. If the data [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":69941,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[40],"tags":[191,16411,16408,16410,16407,16406,16405,16409,16412,16404,16413],"class_list":["post-69911","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-fitness-app-development","tag-healthcare-data-deduplication","tag-healthcare-data-integration","tag-healthcare-data-interoperability","tag-healthcare-data-management-system","tag-healthcare-master-data-management-software","tag-healthcare-mdm-solution","tag-master-data-management-in-healthcare","tag-mdm-api-integration","tag-mdm-software-development-for-healthcar","tag-metadata-management"],"acf":[],"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/posts\/69911","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/comments?post=69911"}],"version-history":[{"count":9,"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/posts\/69911\/revisions"}],"predecessor-version":[{"id":69947,"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/posts\/69911\/revisions\/69947"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/media\/69941"}],"wp:attachment":[{"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/media?parent=69911"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/categories?post=69911"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devtechnosys.com\/insights\/wp-json\/wp\/v2\/tags?post=69911"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}