{"id":837,"date":"2026-04-16T08:36:17","date_gmt":"2026-04-16T08:36:17","guid":{"rendered":"https:\/\/www.devopsschool.com\/tutorials\/oracle-cloud-fusion-data-intelligence-tutorial-architecture-pricing-use-cases-and-hands-on-guide-for-analytics-and-ai\/"},"modified":"2026-04-16T08:36:17","modified_gmt":"2026-04-16T08:36:17","slug":"oracle-cloud-fusion-data-intelligence-tutorial-architecture-pricing-use-cases-and-hands-on-guide-for-analytics-and-ai","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/tutorials\/oracle-cloud-fusion-data-intelligence-tutorial-architecture-pricing-use-cases-and-hands-on-guide-for-analytics-and-ai\/","title":{"rendered":"Oracle Cloud Fusion Data Intelligence Tutorial: Architecture, Pricing, Use Cases, and Hands-On Guide for Analytics and AI"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Category<\/h2>\n\n\n\n<p>Analytics and AI<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Introduction<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">What this service is<\/h3>\n\n\n\n<p>Fusion Data Intelligence is an Oracle Cloud service in the <strong>Analytics and AI<\/strong> category designed to deliver ready-to-use analytics for <strong>Oracle Fusion Cloud Applications<\/strong> (such as ERP, HCM, SCM, and CX) with a managed data pipeline, curated data models, and analytics experiences.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">One-paragraph simple explanation<\/h3>\n\n\n\n<p>If your organization runs Oracle Fusion applications and you want dashboards, KPIs, and analytics without building a full data warehouse and BI stack from scratch, <strong>Fusion Data Intelligence<\/strong> provides a managed path: it brings application data into an analytics-ready store, organizes it into a curated model, and exposes it through Oracle\u2019s analytics interface.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">One-paragraph technical explanation<\/h3>\n\n\n\n<p>Technically, Fusion Data Intelligence is a managed analytics solution that orchestrates <strong>data ingestion from Oracle Fusion applications<\/strong>, transforms and models that data into a governed analytics schema, and serves it to end users through an analytics layer (commonly associated with Oracle Analytics capabilities). It is typically delivered as a managed service with prebuilt subject areas, metrics, semantic modeling, and administrative tooling for refreshes, security, and extensibility. Exact components and boundaries can vary by SKU\/edition\u2014<strong>verify in official docs for your subscription<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What problem it solves<\/h3>\n\n\n\n<p>Fusion Data Intelligence addresses the common enterprise problem of \u201canalytics lag\u201d for ERP\/HCM\/CX systems:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Teams need reliable operational and strategic reporting across multiple Fusion modules.<\/li>\n<li>Raw application schemas and APIs are complex and change over time.<\/li>\n<li>Building and maintaining ETL\/ELT, a warehouse, semantic models, and dashboards is costly and slow.<\/li>\n<li>Governance and security must match enterprise standards.<\/li>\n<\/ul>\n\n\n\n<p>Fusion Data Intelligence reduces time-to-value by providing an Oracle-supported, prebuilt analytics foundation for Fusion application data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. What is Fusion Data Intelligence?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Official purpose<\/h3>\n\n\n\n<p>Fusion Data Intelligence is intended to provide a <strong>prebuilt, Oracle-managed analytics layer<\/strong> for Oracle Fusion Cloud Applications data\u2014covering ingestion, modeling, and analytics experiences so organizations can adopt analytics faster with less custom engineering.<\/p>\n\n\n\n<blockquote>\n<p>Naming note (important): Oracle branding for Fusion analytics offerings has evolved over time, and some older materials may reference related names (for example, \u201cFusion Analytics\u201d or \u201cFusion Analytics Warehouse\u201d). The service name requested here\u2014<strong>Fusion Data Intelligence<\/strong>\u2014should be treated as the primary term. If your tenant or contract uses older names, <strong>verify the exact mapping in Oracle\u2019s current documentation and your order documents<\/strong>.<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Core capabilities (what it generally provides)<\/h3>\n\n\n\n<p>Capabilities typically associated with Fusion Data Intelligence include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prebuilt ingestion<\/strong> from Oracle Fusion applications (via supported integration mechanisms).<\/li>\n<li><strong>Curated analytics data model<\/strong> aligned to business domains (finance, workforce, supply chain, customer, etc.).<\/li>\n<li><strong>Prebuilt KPIs, dashboards, and reports<\/strong> (exact content depends on what you license).<\/li>\n<li><strong>Incremental refresh and scheduling<\/strong> for near-real-time or daily analytics patterns (cadence depends on source constraints).<\/li>\n<li><strong>Security alignment<\/strong> with enterprise identity and role-based access.<\/li>\n<li><strong>Extensibility<\/strong> for adding customer data and custom metrics (scope varies\u2014verify per edition).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Major components (conceptual)<\/h3>\n\n\n\n<p>While Oracle may implement\/host these differently across SKUs, a typical Fusion Data Intelligence architecture includes:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Source application(s)<\/strong>: Oracle Fusion Cloud Apps (ERP\/HCM\/SCM\/CX).<\/li>\n<li><strong>Ingestion\/orchestration<\/strong>: Managed extraction and load processes.<\/li>\n<li><strong>Analytics storage\/model layer<\/strong>: A governed analytics schema (often implemented on Oracle-managed data services).<\/li>\n<li><strong>Semantic\/metrics layer<\/strong>: Business-friendly definitions of measures and dimensions.<\/li>\n<li><strong>Analytics UI<\/strong>: Dashboards, self-service exploration, scheduled delivery.<\/li>\n<li><strong>Admin console<\/strong>: Environment management, refresh scheduling, monitoring, and access management hooks.<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Service type<\/h3>\n\n\n\n<p>Fusion Data Intelligence is best thought of as a <strong>managed analytics service<\/strong> focused on <strong>Fusion application analytics<\/strong>. It\u2019s not a general-purpose data lake, not a raw ETL tool, and not simply a BI visualization tool\u2014although it may include or integrate with those capabilities as part of the managed solution.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Scope: regional\/global\/zonal and tenancy\/project alignment<\/h3>\n\n\n\n<p>Because Fusion Data Intelligence is typically provisioned as a managed service associated with an Oracle Cloud tenancy and identity domain, the practical scope is commonly:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tenancy \/ identity-domain scoped<\/strong> for identity and access management.<\/li>\n<li><strong>Region-associated<\/strong> for data residency and performance (exact region availability varies).<\/li>\n<li><strong>Environment scoped<\/strong> (dev\/test\/prod) by provisioning separate instances\/environments.<\/li>\n<\/ul>\n\n\n\n<p>Exact scoping (and whether it is provisioned in OCI console or via a Fusion\/Applications provisioning path) can vary\u2014<strong>verify in official docs for your edition and region<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How it fits into the Oracle Cloud ecosystem<\/h3>\n\n\n\n<p>Fusion Data Intelligence sits at the intersection of:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Oracle Fusion Cloud Applications (SaaS)<\/strong> as the source of truth for business operations.<\/li>\n<li><strong>Oracle Cloud (OCI)<\/strong> for identity, networking controls (where applicable), logging\/auditing, and managed data\/analytics services used under the hood.<\/li>\n<li><strong>Analytics and AI<\/strong> capabilities to deliver insights and (in some offerings) AI-assisted analytics experiences.<\/li>\n<\/ul>\n\n\n\n<p>In many deployments, Fusion Data Intelligence becomes the \u201csupported analytics layer\u201d for Fusion Apps\u2014reducing custom integration burden and making analytics governance easier.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. Why use Fusion Data Intelligence?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Business reasons<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Faster time-to-value<\/strong>: Prebuilt analytics content avoids months of data modeling and dashboard development.<\/li>\n<li><strong>Standardized definitions<\/strong>: Shared KPIs reduce debate over \u201cwhose number is right.\u201d<\/li>\n<li><strong>Executive visibility<\/strong>: Cross-functional reporting can be delivered consistently across business units.<\/li>\n<li><strong>Lower program risk<\/strong>: Supported integration patterns reduce brittle custom pipelines.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Technical reasons<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prebuilt domain model<\/strong>: Fusion apps have complex relationships; a curated model accelerates analytics.<\/li>\n<li><strong>Managed ingestion patterns<\/strong>: Reduces reliance on fragile custom API extraction scripts.<\/li>\n<li><strong>Extensible foundation<\/strong>: Many organizations can add \u201cside data\u201d (targets, budgets, territories, reference data) to enrich analytics (verify supported methods in your edition).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Operational reasons<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Managed operations<\/strong>: Refresh orchestration, monitoring surfaces, and vendor support reduce on-call burden.<\/li>\n<li><strong>Repeatable environment patterns<\/strong>: Easier to standardize dev\/test\/prod for analytics.<\/li>\n<li><strong>Release alignment<\/strong>: Oracle can update analytics models in step with application updates (subject to your upgrade strategy).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Security \/ compliance reasons<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Role-based access<\/strong>: Align analytics permissions with enterprise identity and business roles.<\/li>\n<li><strong>Auditing and governance<\/strong>: Better control than spreadsheets and uncontrolled exports.<\/li>\n<li><strong>Data residency<\/strong>: Region selection and environment controls help meet regulatory needs (availability varies).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Scalability \/ performance reasons<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Designed for enterprise analytics volumes<\/strong>: Warehouse-style modeling supports large datasets and many consumers.<\/li>\n<li><strong>Workload separation<\/strong>: Analytics workloads can be isolated from operational application workloads.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">When teams should choose it<\/h3>\n\n\n\n<p>Choose Fusion Data Intelligence when:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Oracle Fusion Cloud Apps are a primary system of record.<\/li>\n<li>You need trusted KPIs and consistent metrics across modules.<\/li>\n<li>You want to reduce custom ETL\/BI engineering and prefer Oracle-supported integration.<\/li>\n<li>You need a governed analytics platform rather than ad hoc reporting.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">When teams should not choose it<\/h3>\n\n\n\n<p>Fusion Data Intelligence may not be the best fit when:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Your primary sources are <strong>not<\/strong> Oracle Fusion apps (a generic lakehouse may fit better).<\/li>\n<li>You need deep, bespoke transformations across many non-Oracle systems and want full control.<\/li>\n<li>You have strict requirements for custom open-source stacks or non-Oracle BI tooling.<\/li>\n<li>Your organization already has a mature enterprise warehouse with a proven ingestion framework and only needs another data feed.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">4. Where is Fusion Data Intelligence used?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Industries<\/h3>\n\n\n\n<p>Fusion Data Intelligence is commonly relevant in industries that rely heavily on ERP\/HCM\/SCM\/CX processes and need governed analytics:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Manufacturing and supply chain intensive businesses<\/li>\n<li>Retail and consumer goods<\/li>\n<li>Financial services (with strong governance requirements)<\/li>\n<li>Healthcare (workforce + financial analytics needs)<\/li>\n<li>Public sector (budgeting + HR)<\/li>\n<li>Technology and professional services (project, finance, workforce)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Team types<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data\/analytics teams that support enterprise reporting<\/li>\n<li>Fusion application administrators and functional leads<\/li>\n<li>Cloud platform and security teams managing Oracle Cloud environments<\/li>\n<li>Finance, HR, supply chain, and sales operations analytics groups<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Workloads<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>KPI dashboards for executives and operations<\/li>\n<li>Financial close analytics, spend analytics, cash forecasting support<\/li>\n<li>Workforce analytics (headcount, attrition, hiring funnel)<\/li>\n<li>Supply chain performance (inventory turns, on-time delivery)<\/li>\n<li>Sales pipeline and customer analytics (depending on modules)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Architectures<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201cFusion-only analytics\u201d where Fusion apps are the dominant source<\/li>\n<li>\u201cHub-and-spoke\u201d where Fusion Data Intelligence serves Fusion analytics, integrated into a broader enterprise data platform via exports or curated sharing<\/li>\n<li>Hybrid architectures using private connectivity (where available) for regulated environments<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Production vs dev\/test usage<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Production<\/strong>: Scheduled refresh, strict RBAC, audited access, controlled exports.<\/li>\n<li><strong>Dev\/test<\/strong>: Model extensions, dashboard prototyping, validation of new Fusion modules, testing refresh cadence changes.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">5. Top Use Cases and Scenarios<\/h2>\n\n\n\n<p>Below are realistic scenarios where Fusion Data Intelligence is commonly used. Exact prebuilt content and supported modules depend on your subscription\u2014<strong>verify what your SKU includes<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1) Finance KPI dashboards for executives<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: CFO organization needs consistent monthly\/weekly finance metrics across business units.<\/li>\n<li><strong>Why this service fits<\/strong>: Provides curated finance subject areas and standardized KPIs aligned to Fusion ERP.<\/li>\n<li><strong>Example scenario<\/strong>: Global finance team tracks revenue, margin, AP\/AR aging, and cash positions with consistent definitions.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2) Financial close cycle analysis<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: Close process is slow; root causes are unclear.<\/li>\n<li><strong>Why this service fits<\/strong>: Consolidates close-related signals into analytics views for trend and variance analysis.<\/li>\n<li><strong>Example scenario<\/strong>: Controller monitors close task completion, late journals, and reconciliation exceptions.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3) Spend and procurement analytics<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: Fragmented procurement data leads to missed savings opportunities.<\/li>\n<li><strong>Why this service fits<\/strong>: Curated procurement subject areas support spend categorization and supplier performance.<\/li>\n<li><strong>Example scenario<\/strong>: Category managers analyze supplier concentration and contract compliance.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4) Workforce headcount and attrition insights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: HR needs visibility into headcount, attrition, and hiring bottlenecks.<\/li>\n<li><strong>Why this service fits<\/strong>: Modeled workforce datasets enable consistent workforce analytics.<\/li>\n<li><strong>Example scenario<\/strong>: HRBP compares attrition rates by org, location, and manager over time.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5) Talent acquisition funnel and time-to-hire<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: Recruiting teams can\u2019t measure funnel performance consistently.<\/li>\n<li><strong>Why this service fits<\/strong>: Central analytics model enables standard funnel definitions and trend reporting.<\/li>\n<li><strong>Example scenario<\/strong>: Recruiting ops tracks applicants \u2192 interviews \u2192 offers \u2192 hires and identifies drop-off points.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6) Supply chain delivery performance<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: OTIF (on-time in-full) and delays are hard to analyze across regions.<\/li>\n<li><strong>Why this service fits<\/strong>: Supply chain subject areas support order\/shipment performance analytics.<\/li>\n<li><strong>Example scenario<\/strong>: Logistics teams analyze late shipments by carrier and lane.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7) Inventory optimization and stock-out reduction<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: Too much capital tied up in inventory; still experiencing stock-outs.<\/li>\n<li><strong>Why this service fits<\/strong>: Inventory analytics reveal slow movers, forecast bias signals, and replenishment patterns.<\/li>\n<li><strong>Example scenario<\/strong>: Planners monitor inventory turns and safety stock compliance.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">8) Project profitability analytics (services organizations)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: Project margin leakage is discovered too late.<\/li>\n<li><strong>Why this service fits<\/strong>: Project financial analytics help correlate time\/expense, billing, and margins.<\/li>\n<li><strong>Example scenario<\/strong>: PMO tracks utilization, billable hours, and margin by project.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">9) Sales pipeline and forecast analytics (where applicable)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: Sales leadership lacks trusted pipeline coverage views.<\/li>\n<li><strong>Why this service fits<\/strong>: Curated sales analytics align opportunities, activities, and outcomes.<\/li>\n<li><strong>Example scenario<\/strong>: VP Sales monitors pipeline coverage, win rates, and stage aging.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">10) Cross-domain analytics: workforce + finance<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: Leadership wants to link labor cost to revenue outcomes.<\/li>\n<li><strong>Why this service fits<\/strong>: A unified curated model makes cross-domain analysis easier than stitching exports.<\/li>\n<li><strong>Example scenario<\/strong>: Finance and HR compare labor costs, productivity, and margin by business unit.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">11) Compliance and audit reporting enablement<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: Audit requests require repeatable, controlled reporting.<\/li>\n<li><strong>Why this service fits<\/strong>: Centralized, governed analytics reduces uncontrolled spreadsheet distribution.<\/li>\n<li><strong>Example scenario<\/strong>: Internal audit team pulls consistent AP and expense analytics for sampling.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">12) Data democratization with guardrails<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: Business users need self-service analytics, but IT must control definitions and access.<\/li>\n<li><strong>Why this service fits<\/strong>: Prebuilt semantic models and RBAC enable self-service while keeping governance.<\/li>\n<li><strong>Example scenario<\/strong>: Departments explore dashboards and create their own views without direct DB access.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">6. Core Features<\/h2>\n\n\n\n<blockquote>\n<p>Scope note: The exact feature set depends on your Fusion Data Intelligence edition, licensed modules, and region. Where a capability is commonly present but may vary, this section calls it out explicitly.<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Prebuilt ingestion from Oracle Fusion Cloud Applications<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Provides supported mechanisms to extract and load Fusion application data into the analytics environment.<\/li>\n<li><strong>Why it matters<\/strong>: Fusion apps data is complex; prebuilt ingestion reduces custom API scripts and maintenance.<\/li>\n<li><strong>Practical benefit<\/strong>: Faster onboarding and fewer break\/fix cycles after SaaS quarterly updates.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Supported source modules, objects, and refresh cadence vary. Source API limits can affect throughput.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Curated analytics data model (domain subject areas)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Organizes data into analytics-friendly structures aligned to business domains.<\/li>\n<li><strong>Why it matters<\/strong>: BI success depends on consistent modeling, not just data access.<\/li>\n<li><strong>Practical benefit<\/strong>: Analysts can build reports without reverse-engineering application schemas.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Extending the model may require specific tooling and governance processes; not all changes are supported.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Semantic layer with governed metrics<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Provides business definitions for measures (KPIs) and dimensions for analysis.<\/li>\n<li><strong>Why it matters<\/strong>: Prevents metric drift (different teams calculating \u201crevenue\u201d differently).<\/li>\n<li><strong>Practical benefit<\/strong>: Shared definitions across dashboards and ad hoc analysis.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Custom metric definitions may be constrained by the managed model approach.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Prebuilt dashboards and reports<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Delivers ready dashboards for business teams (content depends on subscription).<\/li>\n<li><strong>Why it matters<\/strong>: Jumpstarts adoption; reduces backlog for analytics teams.<\/li>\n<li><strong>Practical benefit<\/strong>: Stakeholders get usable dashboards early, then iterate.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Dashboards may require tailoring; some organizations still need custom reporting.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Data refresh scheduling and orchestration<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Runs loads and transformations on a schedule (daily\/intraday depending on design).<\/li>\n<li><strong>Why it matters<\/strong>: Analytics are only trusted when refresh is reliable and transparent.<\/li>\n<li><strong>Practical benefit<\/strong>: Reduced manual refresh operations and consistent SLAs.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Refresh windows must respect source system load and API constraints.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Monitoring and run status visibility (operations)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Surfaces pipeline status, failures, and timestamps for data currency.<\/li>\n<li><strong>Why it matters<\/strong>: Operations teams need to know when analytics are stale and why.<\/li>\n<li><strong>Practical benefit<\/strong>: Faster incident triage and fewer \u201cdata is wrong\u201d escalations.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Depth of logs\/metrics varies; may require integration with OCI logging\/SIEM depending on edition.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Security and role-based access control (RBAC)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Controls which users can access which subject areas, dashboards, and administrative functions.<\/li>\n<li><strong>Why it matters<\/strong>: Finance\/HR data is sensitive and often regulated.<\/li>\n<li><strong>Practical benefit<\/strong>: Least privilege, separation of duties, and controlled sharing.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Aligning Fusion roles to analytics roles can be non-trivial; plan your role model early.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Environment management (dev\/test\/prod patterns)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Supports creating and operating separate environments (depending on subscription).<\/li>\n<li><strong>Why it matters<\/strong>: You need safe places to test model extensions and refresh changes.<\/li>\n<li><strong>Practical benefit<\/strong>: Reduced production risk and better change control.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Additional environments usually increase cost; promotions between environments may require manual steps.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Extensibility: bring-your-own-data augmentation (where supported)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Allows adding non-Fusion data (targets, budgets, territories, reference mappings) to enrich analytics.<\/li>\n<li><strong>Why it matters<\/strong>: Many KPIs require combining Fusion actuals with external targets or master data.<\/li>\n<li><strong>Practical benefit<\/strong>: More complete dashboards without building a separate warehouse.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Supported augmentation patterns vary; ensure governance for data quality and joins.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Data governance hooks (auditing, lineage concepts, cataloging)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Enables operational governance\u2014tracking refresh history, access, and changes.<\/li>\n<li><strong>Why it matters<\/strong>: Auditors and security teams need traceability.<\/li>\n<li><strong>Practical benefit<\/strong>: Easier compliance reporting and root cause analysis.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Full lineage and catalog features may require additional Oracle services (verify integration options).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Self-service analytics experience (end-user exploration)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Lets users filter, drill, and build ad hoc analyses on governed data.<\/li>\n<li><strong>Why it matters<\/strong>: Central BI teams cannot fulfill every request.<\/li>\n<li><strong>Practical benefit<\/strong>: Faster decisions and reduced IT reporting backlog.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Self-service must be governed to avoid exporting sensitive data.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Enterprise integration options (exports\/APIs)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What it does<\/strong>: Enables integration with broader analytics ecosystems (sharing curated extracts, APIs, or connectors depending on edition).<\/li>\n<li><strong>Why it matters<\/strong>: Most enterprises have multiple analytics platforms.<\/li>\n<li><strong>Practical benefit<\/strong>: Fusion analytics can feed a central lakehouse or enterprise BI strategy.<\/li>\n<li><strong>Limitations\/caveats<\/strong>: Export patterns may add costs (storage, egress) and require additional security controls.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">7. Architecture and How It Works<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">High-level service architecture<\/h3>\n\n\n\n<p>At a high level, Fusion Data Intelligence typically works like this:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Connect to Fusion apps<\/strong> using supported integration credentials and endpoints.<\/li>\n<li><strong>Extract<\/strong> application data (often via APIs or supported export mechanisms).<\/li>\n<li><strong>Load and transform<\/strong> into an analytics-optimized schema (curated model).<\/li>\n<li><strong>Publish semantic model<\/strong> and prebuilt dashboards.<\/li>\n<li><strong>Serve analytics<\/strong> to users via governed access.<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Request\/data\/control flow (conceptual)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Control plane<\/strong>: Admin configures sources, schedules, users\/roles, and environment settings.<\/li>\n<li><strong>Data plane<\/strong>: Scheduled jobs extract and load data; transformations create curated analytics datasets; users query data via dashboards\/semantic model.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Integrations with related services (typical patterns)<\/h3>\n\n\n\n<p>Depending on subscription and deployment model, Fusion Data Intelligence often integrates with:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Oracle Fusion Cloud Applications<\/strong> (source)<\/li>\n<li><strong>Oracle Identity (IAM \/ Identity Domains)<\/strong> for authentication and group-based access<\/li>\n<li><strong>Oracle Analytics capabilities<\/strong> for dashboards and semantic model<\/li>\n<li><strong>Oracle-managed data services<\/strong> for storage and query execution (commonly a warehouse-style store)<\/li>\n<li><strong>OCI Logging\/Audit<\/strong> for governance signals (where available)<\/li>\n<li><strong>OCI Vault \/ key management<\/strong> patterns for secrets and encryption (depending on hosting model)<\/li>\n<\/ul>\n\n\n\n<p>Because the service is managed, you may not directly provision each dependency, but you should understand what exists operationally.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Dependency services<\/h3>\n\n\n\n<p>Fusion Data Intelligence usually relies on Oracle-managed analytics and data components. You may see references to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Analytics UI and semantic layer service<\/li>\n<li>Managed data warehouse storage\/compute<\/li>\n<li>Data ingestion\/orchestration services<\/li>\n<\/ul>\n\n\n\n<p>Exact dependencies and what you can access directly depend on your SKU\u2014<strong>verify in official docs<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Security\/authentication model (typical)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>User authentication<\/strong>: Usually via Oracle Identity (OCI IAM Identity Domains or Oracle Identity Cloud Service, depending on your org and region).<\/li>\n<li><strong>Source authentication<\/strong>: A Fusion application service account (or integration user) with least-privilege roles to extract data.<\/li>\n<li><strong>Authorization<\/strong>: Role-based access to subject areas, dashboards, and admin capabilities; ideally mapped to enterprise groups.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Networking model (typical)<\/h3>\n\n\n\n<p>Because Fusion Data Intelligence is managed, networking details vary. Common patterns include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Public service endpoints for the analytics UI secured by SSO + MFA<\/li>\n<li>Outbound connectivity to Fusion apps endpoints (Oracle-hosted SaaS)<\/li>\n<li>Optional private connectivity patterns if your org uses private access services (availability varies; verify region capabilities)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Monitoring\/logging\/governance considerations<\/h3>\n\n\n\n<p>Operational readiness should include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Refresh\/job monitoring and alerting<\/li>\n<li>Audit trails for access to sensitive reports<\/li>\n<li>Change management for model extensions and dashboard edits<\/li>\n<li>Data quality checks (row counts, reconciliation totals)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Simple architecture diagram (conceptual)<\/h4>\n\n\n\n<pre><code class=\"language-mermaid\">flowchart LR\n  U[Business Users] --&gt;|SSO| A[Fusion Data Intelligence&lt;br\/&gt;Analytics UI]\n  A --&gt; S[Semantic Model \/ Metrics]\n  S --&gt; W[Curated Analytics Store]\n  F[Oracle Fusion Cloud Applications] --&gt;|Extract\/Load| W\n  Admin[Admins] --&gt;|Configure sources, schedules, roles| A\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">Production-style architecture diagram (conceptual)<\/h4>\n\n\n\n<pre><code class=\"language-mermaid\">flowchart TB\n  subgraph Identity[\"Identity &amp; Access (Oracle Cloud)\"]\n    ID[OCI IAM \/ Identity Domain&lt;br\/&gt;SSO + MFA]\n    GRP[Groups &amp; Policies]\n  end\n\n  subgraph SaaS[\"Oracle Fusion SaaS\"]\n    FA[Oracle Fusion Cloud Applications&lt;br\/&gt;(ERP\/HCM\/SCM\/CX)]\n    IU[Integration User&lt;br\/&gt;Least privilege]\n  end\n\n  subgraph FDI[\"Fusion Data Intelligence (Managed Service)\"]\n    CP[Admin Console \/ Control Plane]\n    ORCH[Ingestion &amp; Orchestration]\n    STORE[Curated Analytics Store&lt;br\/&gt;(Managed warehouse layer)]\n    SEM[Semantic Model \/ Metrics]\n    UI[Dashboards \/ Self-Service Analytics]\n  end\n\n  subgraph Gov[\"Governance &amp; Operations\"]\n    AUD[Audit \/ Access Logs]\n    MON[Monitoring \/ Job Status]\n    SIEM[SIEM Integration&lt;br\/&gt;(optional)]\n  end\n\n  ID --&gt; UI\n  GRP --&gt; CP\n\n  IU --&gt; FA\n  FA --&gt; ORCH --&gt; STORE --&gt; SEM --&gt; UI\n\n  CP --&gt; ORCH\n  CP --&gt; MON\n  UI --&gt; AUD\n  AUD --&gt; SIEM\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">8. Prerequisites<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Account \/ subscription \/ tenancy requirements<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>An <strong>Oracle Cloud tenancy<\/strong> (OCI) with an identity domain suitable for enterprise access management.<\/li>\n<li>A <strong>Fusion Data Intelligence subscription<\/strong> (typically procured via Oracle sales).<\/li>\n<li>Access to <strong>Oracle Fusion Cloud Applications<\/strong> environments (for real ingestion): at least one Fusion SaaS pod\/tenant (prod or test).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Permissions \/ IAM roles<\/h3>\n\n\n\n<p>You need a combination of:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>OCI identity administrators<\/strong> (to manage groups\/users and service access)<\/li>\n<li><strong>Fusion Data Intelligence administrators<\/strong> (to provision and configure the service)<\/li>\n<li><strong>Fusion Applications security administrator<\/strong> (to create an integration user \/ service account and assign required roles)<\/li>\n<\/ul>\n\n\n\n<p>Exact OCI policies and Fusion roles are edition-specific\u2014<strong>use the official \u201cRequired Roles\/Privileges\u201d section for your product<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Billing requirements<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fusion Data Intelligence is typically <strong>paid<\/strong> (subscription). Some components may be bundled; some organizations may see separate OCI consumption for related services\u2014<strong>verify your contract and the Oracle pricing page<\/strong>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">CLI\/SDK\/tools needed<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Primarily <strong>Oracle Cloud Console<\/strong> and the Fusion Data Intelligence admin UI.<\/li>\n<li>Optional (recommended for ops documentation and governance):<\/li>\n<li>OCI Audit and Logging access (console)<\/li>\n<li>OCI user\/group management (console)<\/li>\n<li>CLI is not typically the primary interface for Fusion Data Intelligence provisioning (availability varies).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Region availability<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fusion Data Intelligence availability varies by region and by Fusion SaaS region\/pod alignment.<\/li>\n<li>Confirm supported regions in official docs and ensure your data residency requirements are met.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Quotas\/limits<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Service-specific limits can include:<\/li>\n<li>Number of environments\/instances<\/li>\n<li>Refresh frequency and concurrency<\/li>\n<li>Data retention windows<\/li>\n<li>User licensing or viewer limits (contract-based)<\/li>\n<li>Review limits in official docs and plan for growth.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Prerequisite services<\/h3>\n\n\n\n<p>Common prerequisites include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Oracle Fusion Cloud Apps configured and accessible<\/li>\n<li>Identity provider configuration (SSO) and user lifecycle process<\/li>\n<li>Network egress rules if your organization restricts outbound connectivity (usually less relevant for Oracle-hosted SaaS-to-SaaS flows, but still important in regulated enterprises)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">9. Pricing \/ Cost<\/h2>\n\n\n\n<blockquote>\n<p>Pricing for Fusion Data Intelligence is often <strong>subscription-based<\/strong> and may not be fully listed as a simple pay-as-you-go line item like many OCI infrastructure services. Always confirm with the official pricing page and your Oracle order documents.<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Current pricing model (what to expect)<\/h3>\n\n\n\n<p>Fusion Data Intelligence pricing commonly depends on:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What product package you license<\/strong> (for example, which Fusion modules\/domain analytics are included)<\/li>\n<li><strong>User counts or business sizing metrics<\/strong> (varies by contract\u2014named users, employees, or other measures may be used)<\/li>\n<li><strong>Environments<\/strong> (additional non-production environments may add cost)<\/li>\n<li><strong>Data volume and refresh cadence<\/strong> (may influence required capacity if priced by capacity\/usage in your offering)<\/li>\n<\/ul>\n\n\n\n<p>Because Oracle frequently provides SaaS analytics via contract, <strong>do not assume a public per-hour rate<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pricing dimensions (typical)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Subscription term (annual\/multi-year)<\/li>\n<li>Edition\/SKU (which subject areas and features)<\/li>\n<li>Number of users or organizational sizing measure<\/li>\n<li>Optional add-ons (extra storage, extra environments, advanced governance)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Free tier<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OCI has a free tier, but <strong>Fusion Data Intelligence is typically not part of OCI Free Tier<\/strong>. Verify availability of trials or demos with Oracle.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Cost drivers (direct)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Licensed scope (domains\/modules)<\/li>\n<li>Number of users \/ viewer capacity<\/li>\n<li>Number of environments (dev\/test\/prod)<\/li>\n<li>Refresh frequency and data history retained (if your contract ties cost to capacity)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Hidden or indirect costs<\/h3>\n\n\n\n<p>Even if Fusion Data Intelligence is \u201cbundled,\u201d you should budget for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Identity and security operations<\/strong>: SSO\/MFA rollout, role engineering, periodic access reviews<\/li>\n<li><strong>Data governance<\/strong>: KPI definition ownership, change control, data quality checks<\/li>\n<li><strong>Integration effort<\/strong> for augmenting with non-Fusion data<\/li>\n<li><strong>Training and enablement<\/strong> for analysts and business users<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Network \/ data transfer implications<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>If you export data out of Oracle Cloud to other clouds or on-prem, <strong>data egress charges<\/strong> may apply on the OCI side depending on the architecture and service boundaries.<\/li>\n<li>If you integrate with external sources, ensure you understand where the data physically resides and how it moves.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">How to optimize cost (practical guidance)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Start with <strong>one production environment<\/strong> and only add dev\/test when you have a clear SDLC for analytics changes.<\/li>\n<li>Use <strong>tiered access<\/strong> (viewers vs authors\/admins) if licensing distinguishes roles.<\/li>\n<li>Keep refresh cadence aligned to business needs (daily may be enough for finance; intraday may be needed for operations).<\/li>\n<li>Avoid uncontrolled data duplication: define what belongs in Fusion Data Intelligence vs your enterprise lakehouse.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Example low-cost starter estimate (model, not numbers)<\/h3>\n\n\n\n<p>Because public list prices may not be available, use this approach:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Identify required domains (ERP only vs ERP+HCM+SCM).<\/li>\n<li>Estimate number of consumers:\n   &#8211; Executives (viewers)\n   &#8211; Analysts (power users)\n   &#8211; Admins (small number)<\/li>\n<li>Decide environments: start with <strong>prod only<\/strong> or prod + sandbox.<\/li>\n<li>Ask Oracle for a quote and validate:\n   &#8211; Does it include analytics UI?\n   &#8211; Does it include underlying data storage\/compute?\n   &#8211; What are overage conditions (more users, more environments, more data)?<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Example production cost considerations<\/h3>\n\n\n\n<p>For production, expect additional cost planning for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Multiple regions (if required for residency)<\/li>\n<li>Non-prod environments for change control<\/li>\n<li>Enhanced security and auditing integration (SIEM, long-term log retention)<\/li>\n<li>Data augmentation growth and governance overhead<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Official pricing references<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Oracle Cloud Pricing landing page: https:\/\/www.oracle.com\/cloud\/pricing\/<\/li>\n<li>OCI Cost Estimator (useful for surrounding OCI services): https:\/\/www.oracle.com\/cloud\/costestimator.html<\/li>\n<li>Fusion Data Intelligence product page (often includes \u201cContact Sales\u201d and positioning): <strong>Verify current URL in official docs<\/strong>. A starting point to search from Oracle is: https:\/\/www.oracle.com\/ (search \u201cFusion Data Intelligence\u201d)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">10. Step-by-Step Hands-On Tutorial<\/h2>\n\n\n\n<p>This lab focuses on a realistic, beginner-friendly setup path: provision Fusion Data Intelligence, connect it to a Fusion SaaS environment (or validate connectivity), run an initial load, and verify dashboards.<\/p>\n\n\n\n<blockquote>\n<p>Important constraints:\n&#8211; You need an active Fusion Data Intelligence subscription and at least one Oracle Fusion Cloud Applications environment.\n&#8211; Oracle may change UI labels and navigation. Follow the steps conceptually and cross-check with the latest official documentation for your edition.<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Objective<\/h3>\n\n\n\n<p>Provision a Fusion Data Intelligence environment in Oracle Cloud, configure a Fusion Apps data source using a least-privilege integration user, run an initial refresh, and validate that analytics content is accessible and updated.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Lab Overview<\/h3>\n\n\n\n<p>You will complete these tasks:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Prepare IAM groups and access boundaries.<\/li>\n<li>Create a Fusion Apps integration user (least privilege).<\/li>\n<li>Provision Fusion Data Intelligence.<\/li>\n<li>Register Fusion Apps as a data source and validate connectivity.<\/li>\n<li>Run initial load \/ refresh.<\/li>\n<li>Validate analytics (dashboards + data currency).<\/li>\n<li>(Optional) Configure a refresh schedule.<\/li>\n<li>Clean up (disable schedules \/ deprovision if allowed).<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Step 1: Prepare your OCI compartment and IAM groups<\/h3>\n\n\n\n<p><strong>Goal<\/strong>: Ensure administrators and users have the right level of access without over-permissioning.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>In the Oracle Cloud Console, confirm you are in the correct <strong>tenancy<\/strong> and <strong>region<\/strong> where Fusion Data Intelligence is supported.<\/li>\n<li>\n<p>Create or select a <strong>compartment<\/strong> for analytics, for example:\n   &#8211; <code>Analytics-Prod<\/code>\n   &#8211; <code>Analytics-NonProd<\/code><\/p>\n<\/li>\n<li>\n<p>In your identity domain \/ IAM, create groups such as:\n   &#8211; <code>FDI-Admins<\/code>\n   &#8211; <code>FDI-Authors<\/code> (if your licensing distinguishes content creators)\n   &#8211; <code>FDI-Viewers<\/code><\/p>\n<\/li>\n<li>\n<p>Assign users to groups (start small: 1\u20132 admins, 2\u20135 users).<\/p>\n<\/li>\n<li>\n<p>Create policies to allow the admins to manage Fusion Data Intelligence in the chosen compartment.<\/p>\n<\/li>\n<\/ol>\n\n\n\n<p><strong>Expected outcome<\/strong>\n&#8211; You have compartments and groups ready.\n&#8211; At least one user can administer Fusion Data Intelligence without being a tenancy super-admin.<\/p>\n\n\n\n<p><strong>Verification<\/strong>\n&#8211; Log in as the admin user and confirm you can view the service in the console (or access the Fusion Data Intelligence provisioning UI, depending on your org\u2019s flow).<\/p>\n\n\n\n<p><strong>Common issues<\/strong>\n&#8211; If you don\u2019t see the service: region may not support it, the tenancy may not be enabled, or policies are missing. Confirm region availability and required policies in official docs.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 2: Create a least-privilege integration user in Fusion Applications<\/h3>\n\n\n\n<p><strong>Goal<\/strong>: Create a Fusion Apps account dedicated to data extraction.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>In your <strong>Oracle Fusion Cloud Applications<\/strong> environment (test is recommended for first setup):\n   &#8211; Create a dedicated user such as: <code>fdi_integration_user<\/code><\/li>\n<li>\n<p>Assign only the roles\/privileges required for Fusion Data Intelligence extraction.\n   &#8211; Use the official Fusion Data Intelligence documentation for required roles by module (ERP\/HCM\/SCM\/CX).\n   &#8211; Avoid using a human admin account.<\/p>\n<\/li>\n<li>\n<p>Confirm the account:\n   &#8211; Can authenticate successfully\n   &#8211; Is not subject to restrictive policies that break automation (for example, forced password resets too frequently), unless you have an approved credential rotation plan.<\/p>\n<\/li>\n<\/ol>\n\n\n\n<p><strong>Expected outcome<\/strong>\n&#8211; A service account exists and has the minimum roles needed for data extraction.<\/p>\n\n\n\n<p><strong>Verification<\/strong>\n&#8211; Log in (interactive) once to confirm the account works and is not locked.\n&#8211; Confirm assigned roles match the official requirement list for your module(s).<\/p>\n\n\n\n<p><strong>Common issues<\/strong>\n&#8211; Missing privileges cause partial loads or repeated failures.\n&#8211; Over-privileged accounts increase risk; keep it minimal.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 3: Provision Fusion Data Intelligence<\/h3>\n\n\n\n<p><strong>Goal<\/strong>: Create the Fusion Data Intelligence environment.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>In the Oracle Cloud Console (or your organization\u2019s provisioning entry point):\n   &#8211; Navigate to <strong>Analytics and AI<\/strong> \u2192 <strong>Fusion Data Intelligence<\/strong> (exact path may vary).<\/li>\n<li>\n<p>Choose:\n   &#8211; Compartment (for example <code>Analytics-Prod<\/code>)\n   &#8211; Environment name (for example <code>fdi-prod<\/code>)\n   &#8211; Identity domain\n   &#8211; (If prompted) network or access configuration options<\/p>\n<\/li>\n<li>\n<p>Start provisioning and wait for the environment status to become <strong>Active\/Ready<\/strong>.<\/p>\n<\/li>\n<\/ol>\n\n\n\n<p><strong>Expected outcome<\/strong>\n&#8211; A Fusion Data Intelligence instance is provisioned and accessible to admins.<\/p>\n\n\n\n<p><strong>Verification<\/strong>\n&#8211; Open the Fusion Data Intelligence environment URL.\n&#8211; Confirm admin console pages load.<\/p>\n\n\n\n<p><strong>Common issues<\/strong>\n&#8211; Provisioning failure due to quota\/limits or region mismatch. Check tenancy limits and region support.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 4: Register Fusion Applications as a data source and validate connectivity<\/h3>\n\n\n\n<p><strong>Goal<\/strong>: Connect Fusion Data Intelligence to your Fusion SaaS environment.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>In the Fusion Data Intelligence admin console:\n   &#8211; Locate <strong>Data Sources<\/strong> (or equivalent).<\/li>\n<li>Add a new source of type <strong>Oracle Fusion Cloud Applications<\/strong>.<\/li>\n<li>Provide required connection details, commonly including:\n   &#8211; Fusion Apps environment URL \/ host\n   &#8211; Integration username and credential (or token, depending on supported auth)\n   &#8211; Module selection (ERP\/HCM\/etc.) if prompted<\/li>\n<li>Run <strong>Validate Connection<\/strong> (or equivalent).<\/li>\n<\/ol>\n\n\n\n<p><strong>Expected outcome<\/strong>\n&#8211; Fusion Data Intelligence can authenticate to Fusion Apps and confirms connectivity.<\/p>\n\n\n\n<p><strong>Verification<\/strong>\n&#8211; Validation step returns success.\n&#8211; You can see the source in a \u201cConnected\u201d state.<\/p>\n\n\n\n<p><strong>Common issues and fixes<\/strong>\n&#8211; <strong>Invalid credentials<\/strong>: reset password; ensure username format is correct.\n&#8211; <strong>Missing roles<\/strong>: grant required Fusion roles per module.\n&#8211; <strong>Endpoint mismatch<\/strong>: ensure you used the correct Fusion environment URL (test vs prod).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 5: Configure and run the initial load (refresh)<\/h3>\n\n\n\n<p><strong>Goal<\/strong>: Populate the curated analytics store.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>In Fusion Data Intelligence, go to <strong>Data Pipelines \/ Refresh<\/strong> (or equivalent).<\/li>\n<li>Select the subject areas\/modules you want to load first.\n   &#8211; Start with a smaller scope for faster validation (for example, core GL\/AP\/AR or core Workforce).<\/li>\n<li>Start the initial load.<\/li>\n<\/ol>\n\n\n\n<p><strong>Expected outcome<\/strong>\n&#8211; Jobs begin running; status shows progress and completion time.\n&#8211; After completion, data is available for dashboards.<\/p>\n\n\n\n<p><strong>Verification<\/strong>\n&#8211; Check the refresh history:\n  &#8211; Start time\n  &#8211; End time\n  &#8211; Success\/failure status\n  &#8211; Any warnings about skipped objects<\/p>\n\n\n\n<p><strong>Common issues and fixes<\/strong>\n&#8211; <strong>Timeouts \/ throttling<\/strong>: reduce concurrency or run during off-peak; source APIs may enforce limits.\n&#8211; <strong>Partial failures<\/strong>: review which objects failed; often permissions or data quality issues.\n&#8211; <strong>Long initial load<\/strong>: expected for large tenants; plan initial load window.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 6: Validate analytics content (dashboards and data currency)<\/h3>\n\n\n\n<p><strong>Goal<\/strong>: Confirm end-to-end functionality from source \u2192 model \u2192 dashboard.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>As an analytics user (viewer\/author):\n   &#8211; Log into Fusion Data Intelligence analytics UI.<\/li>\n<li>Open a prebuilt dashboard relevant to the loaded module.<\/li>\n<li>Validate:\n   &#8211; Filters work (time period, ledger, business unit, department)\n   &#8211; Metrics look reasonable (sanity check totals vs Fusion reports)<\/li>\n<li>Check <strong>data currency<\/strong>:\n   &#8211; Look for \u201cLast Refreshed\u201d timestamps (location depends on UI).\n   &#8211; Confirm it matches the completed refresh job.<\/li>\n<\/ol>\n\n\n\n<p><strong>Expected outcome<\/strong>\n&#8211; Dashboards load successfully and show recent data.<\/p>\n\n\n\n<p><strong>Verification tips<\/strong>\n&#8211; Perform a simple reconciliation:\n  &#8211; Pick a single business unit and a single month.\n  &#8211; Compare one KPI with a trusted Fusion operational report.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 7 (Optional): Set up a refresh schedule and alerting<\/h3>\n\n\n\n<p><strong>Goal<\/strong>: Move from manual refresh to operational routine.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Configure a schedule (daily is common to start).<\/li>\n<li>Define operational ownership:\n   &#8211; Who gets notified on failure\n   &#8211; What is the escalation path<\/li>\n<li>If supported, connect job failure notifications to email or an incident management process.<\/li>\n<\/ol>\n\n\n\n<p><strong>Expected outcome<\/strong>\n&#8211; A scheduled refresh runs automatically.\n&#8211; Failures generate actionable notifications.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Validation<\/h3>\n\n\n\n<p>Use this checklist to confirm success:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] Fusion Data Intelligence environment status is Ready\/Active  <\/li>\n<li>[ ] Fusion Apps data source shows Connected\/Validated  <\/li>\n<li>[ ] At least one refresh job completed successfully  <\/li>\n<li>[ ] At least one dashboard opens and renders data  <\/li>\n<li>[ ] Data currency timestamp aligns with refresh completion  <\/li>\n<li>[ ] User RBAC works (viewer cannot access admin screens)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Troubleshooting<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Symptom<\/th>\n<th>Likely cause<\/th>\n<th>Fix<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Service not visible in console<\/td>\n<td>Region not supported or policy missing<\/td>\n<td>Confirm region availability; review required IAM policies in official docs<\/td>\n<\/tr>\n<tr>\n<td>Data source validation fails<\/td>\n<td>Wrong URL\/credentials or MFA policies<\/td>\n<td>Re-check Fusion URL; reset credentials; confirm supported auth method<\/td>\n<\/tr>\n<tr>\n<td>Refresh job fails quickly<\/td>\n<td>Missing Fusion roles<\/td>\n<td>Assign required roles to integration user; retry<\/td>\n<\/tr>\n<tr>\n<td>Refresh job runs but dashboards empty<\/td>\n<td>Wrong subject area selection or no data in tenant<\/td>\n<td>Confirm modules selected; verify tenant has transactions in the period<\/td>\n<\/tr>\n<tr>\n<td>Users see \u201cnot authorized\u201d<\/td>\n<td>RBAC not mapped to groups<\/td>\n<td>Map groups\/roles properly; test with least privilege<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Cleanup<\/h3>\n\n\n\n<p>Cleanup depends on whether you used a production tenant or a sandbox.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Disable refresh schedules<\/strong> to stop ongoing compute\/processing.<\/li>\n<li><strong>Remove stored credentials<\/strong> for the data source if you are decommissioning.<\/li>\n<li><strong>Deprovision the Fusion Data Intelligence environment<\/strong> if this was a lab-only instance (if your subscription allows deprovisioning and you have no retention requirements).<\/li>\n<li>In Fusion Apps:\n   &#8211; Disable or delete the integration user if no longer needed.<\/li>\n<\/ol>\n\n\n\n<blockquote>\n<p>Note: Some SaaS subscriptions require Oracle support processes for deprovisioning or retention. Follow your organization\u2019s offboarding runbook.<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">11. Best Practices<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Architecture best practices<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Keep Fusion Data Intelligence as the <strong>system of analytics truth for Fusion Apps<\/strong> when you want Oracle-supported models and content.<\/li>\n<li>Use a <strong>hub-and-spoke approach<\/strong> if you also have an enterprise lakehouse:<\/li>\n<li>Fusion Data Intelligence for standardized Fusion KPIs<\/li>\n<li>Enterprise platform for cross-domain data science and broad ingestion<\/li>\n<li>Define clear data ownership:<\/li>\n<li>KPI owners (finance\/HR\/supply chain)<\/li>\n<li>Data stewards<\/li>\n<li>Platform owner (analytics engineering)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">IAM\/security best practices<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use <strong>groups<\/strong> (not individual grants) for admin, author, viewer roles.<\/li>\n<li>Separate duties:<\/li>\n<li>Platform admin \u2260 security admin \u2260 business author (when possible).<\/li>\n<li>Use a dedicated <strong>integration user<\/strong> in Fusion Apps with least privilege.<\/li>\n<li>Enforce <strong>MFA<\/strong> and conditional access for human accounts.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Cost best practices<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Start with minimal environments and expand only when SDLC demands it.<\/li>\n<li>Align refresh schedules to decision needs:<\/li>\n<li>Daily for finance close and many executive dashboards<\/li>\n<li>Intraday only where operational value is proven<\/li>\n<li>Avoid \u201cdashboard sprawl\u201d:<\/li>\n<li>Establish a lifecycle (create \u2192 publish \u2192 review \u2192 retire)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Performance best practices<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use curated subject areas as intended; avoid building everything as custom.<\/li>\n<li>Encourage users to filter by time range and business unit rather than querying all history.<\/li>\n<li>Promote shared certified datasets\/analyses to reduce duplicated heavy queries.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Reliability best practices<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Run initial loads during planned windows.<\/li>\n<li>Establish data quality gates:<\/li>\n<li>Row-count comparisons<\/li>\n<li>Control totals (GL balances, headcount totals)<\/li>\n<li>Maintain an incident playbook for refresh failures:<\/li>\n<li>Determine whether to rerun, rollback, or pause schedules.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Operations best practices<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Define SLAs:<\/li>\n<li>\u201cData available by 7 AM local time\u201d<\/li>\n<li>\u201cRefresh failures acknowledged within 30 minutes\u201d<\/li>\n<li>Capture runbooks:<\/li>\n<li>Credential rotation<\/li>\n<li>Adding new modules<\/li>\n<li>Handling Fusion quarterly updates<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Governance\/tagging\/naming best practices<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use consistent naming:<\/li>\n<li><code>fdi-prod<\/code>, <code>fdi-nonprod<\/code><\/li>\n<li><code>FIN_KPI_Revenue<\/code>, <code>HCM_KPI_Attrition<\/code><\/li>\n<li>Use OCI tagging (where applicable) for:<\/li>\n<li>Cost center<\/li>\n<li>Environment<\/li>\n<li>Data classification (e.g., Confidential\/Restricted)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">12. Security Considerations<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Identity and access model<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Centralize authentication with <strong>OCI IAM Identity Domains<\/strong> (or your org\u2019s configured Oracle identity layer).<\/li>\n<li>Implement RBAC through:<\/li>\n<li>Admin roles (provisioning, scheduling, configuration)<\/li>\n<li>Author roles (create\/modify content)<\/li>\n<li>Viewer roles (consume content)<\/li>\n<\/ul>\n\n\n\n<p><strong>Recommendation<\/strong>: use enterprise groups mapped to job functions, and perform periodic access reviews.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Encryption<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Oracle-managed services generally encrypt data at rest and in transit, but the exact keys and controls depend on the offering.<\/li>\n<li>Verify:<\/li>\n<li>Whether customer-managed keys (CMK) are supported<\/li>\n<li>How backups and snapshots are encrypted<\/li>\n<li>TLS requirements for all endpoints<br\/>\n<strong>Action<\/strong>: confirm encryption details in the official Fusion Data Intelligence security documentation.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Network exposure<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Treat analytics URLs as sensitive entry points:<\/li>\n<li>Enforce MFA<\/li>\n<li>Restrict admin access by conditional access\/IP allowlists if supported<\/li>\n<li>For integrations\/exports:<\/li>\n<li>Avoid exposing data to the public internet unnecessarily<\/li>\n<li>Use secure channels and least-privilege service identities<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Secrets handling<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Store Fusion integration credentials securely.<\/li>\n<li>Rotate integration user credentials on a controlled schedule.<\/li>\n<li>Avoid embedding credentials in scripts or spreadsheets.<\/li>\n<li>If your edition supports it, use managed secrets integration\u2014<strong>verify in official docs<\/strong>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Audit\/logging<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Enable audit visibility for:<\/li>\n<li>Administrative changes (sources, schedules, role changes)<\/li>\n<li>User access patterns (especially for HR\/Finance sensitive dashboards)<\/li>\n<li>Integrate with your SIEM if required.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Compliance considerations<\/h3>\n\n\n\n<p>Common compliance concerns include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HR PII exposure (GDPR\/CCPA)<\/li>\n<li>Financial reporting controls (SOX)<\/li>\n<li>Data residency mandates<\/li>\n<\/ul>\n\n\n\n<p>Mitigations:\n&#8211; Data minimization (don\u2019t load modules you don\u2019t need)\n&#8211; Role restrictions and separation-of-duties\n&#8211; Controlled export policies and monitoring<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Common security mistakes<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Using a human Fusion admin account for integration<\/li>\n<li>Granting broad \u201call-access\u201d viewer permissions for convenience<\/li>\n<li>Allowing uncontrolled data exports to spreadsheets<\/li>\n<li>Skipping access reviews after reorganizations<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Secure deployment recommendations<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Start with a security design review:<\/li>\n<li>data classification<\/li>\n<li>RBAC model<\/li>\n<li>audit requirements<\/li>\n<li>Implement an integration account with least privilege.<\/li>\n<li>Use non-prod environments for testing changes, not production.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">13. Limitations and Gotchas<\/h2>\n\n\n\n<blockquote>\n<p>The items below are common in managed analytics services. Validate the exact limits for Fusion Data Intelligence in your edition and region.<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">Known limitations (typical)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Module coverage<\/strong>: Not every Fusion module\/object may be supported for ingestion.<\/li>\n<li><strong>Customization limits<\/strong>: Deep model changes may be constrained to protect upgradability.<\/li>\n<li><strong>Refresh latency<\/strong>: Real-time analytics may not be achievable due to source API limits and extraction patterns.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Quotas and scaling boundaries<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Limits on refresh concurrency and schedules may exist.<\/li>\n<li>Limits on number of environments\/instances may exist.<\/li>\n<li>User licensing constraints can restrict wide rollout.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Regional constraints<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Not all OCI regions may support Fusion Data Intelligence.<\/li>\n<li>Fusion Apps region\/pod alignment may affect where you can deploy analytics for residency\/performance.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Pricing surprises<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Adding non-prod environments can be expensive.<\/li>\n<li>Expanding to more modules or more users may require contract changes.<\/li>\n<li>Data export to other clouds\/on-prem can add network egress and integration costs.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Compatibility issues<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Identity integration differences (OCI IAM Identity Domains vs older identity setups) can complicate SSO and group mapping.<\/li>\n<li>Fusion quarterly updates can introduce source-side changes\u2014managed services usually adapt, but you should still plan for release windows.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Operational gotchas<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Initial loads can take longer than expected for large tenants.<\/li>\n<li>\u201cSilent data drift\u201d can occur if business processes change (new ledgers, reorganizations) without updating analytics governance.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Migration challenges<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Migrating from a legacy custom warehouse to Fusion Data Intelligence requires:<\/li>\n<li>KPI definition reconciliation<\/li>\n<li>historical data strategy (how much history to keep and where)<\/li>\n<li>user retraining<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Vendor-specific nuances<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Because Fusion Data Intelligence is managed, you may not have full control over underlying compute\/storage tuning.<\/li>\n<li>Support processes (SRs) may be required for certain backend issues.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">14. Comparison with Alternatives<\/h2>\n\n\n\n<p>Fusion Data Intelligence is specialized. It excels for Fusion Apps analytics, but there are valid alternatives depending on your goals.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Comparison table<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Option<\/th>\n<th>Best For<\/th>\n<th>Strengths<\/th>\n<th>Weaknesses<\/th>\n<th>When to Choose<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Fusion Data Intelligence (Oracle Cloud)<\/strong><\/td>\n<td>Organizations running Oracle Fusion apps that want governed analytics fast<\/td>\n<td>Prebuilt ingestion\/model\/KPIs; vendor-supported; faster time-to-value<\/td>\n<td>Less flexible than DIY; contract-driven pricing; module-dependent coverage<\/td>\n<td>Fusion apps are core systems and you want standardized KPIs quickly<\/td>\n<\/tr>\n<tr>\n<td><strong>Oracle Analytics Cloud (OAC) + custom ETL + warehouse (OCI)<\/strong><\/td>\n<td>Teams wanting Oracle BI but full control over modeling\/ingestion<\/td>\n<td>Maximum flexibility; integrate many sources; tailored transformations<\/td>\n<td>Higher engineering\/ops burden; longer time-to-value<\/td>\n<td>You have a strong data engineering team and many non-Fusion sources<\/td>\n<\/tr>\n<tr>\n<td><strong>Autonomous Data Warehouse + BI of choice (DIY)<\/strong><\/td>\n<td>Warehouse-first strategy with custom semantic layer<\/td>\n<td>Strong performance; flexible BI tooling<\/td>\n<td>You must build ingestion\/model\/semantic layer; higher governance effort<\/td>\n<td>You already run an enterprise data platform and need Fusion data integrated broadly<\/td>\n<\/tr>\n<tr>\n<td><strong>Microsoft Power BI + Azure data platform<\/strong><\/td>\n<td>Standardized Microsoft analytics estates<\/td>\n<td>Familiar tooling; broad ecosystem<\/td>\n<td>Fusion-specific prebuilt models not included; heavy integration work<\/td>\n<td>Your enterprise standard is Microsoft and you accept custom build effort<\/td>\n<\/tr>\n<tr>\n<td><strong>AWS QuickSight + Redshift<\/strong><\/td>\n<td>AWS-centered analytics stacks<\/td>\n<td>Scalable; integrates with AWS data ecosystem<\/td>\n<td>Fusion-specific data modeling is DIY; governance effort<\/td>\n<td>Your data platform is primarily on AWS<\/td>\n<\/tr>\n<tr>\n<td><strong>Google Looker + BigQuery<\/strong><\/td>\n<td>LookML semantic layer strategy<\/td>\n<td>Strong governed modeling; BigQuery scale<\/td>\n<td>Fusion ingestion\/modeling still DIY<\/td>\n<td>You want a central semantic layer across all enterprise data<\/td>\n<\/tr>\n<tr>\n<td><strong>Self-managed open source (Superset\/Metabase + Postgres\/Spark)<\/strong><\/td>\n<td>Cost-sensitive teams with strong engineering<\/td>\n<td>Low license cost; high control<\/td>\n<td>High ops burden; fewer enterprise governance features<\/td>\n<td>Small teams prioritizing cost and control over managed services<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">15. Real-World Example<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Enterprise example: global manufacturing company (ERP + SCM + HCM)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: The company runs Oracle Fusion ERP and SCM globally, plus HCM for workforce. Executives want consistent margin, inventory, supplier performance, and headcount KPIs. Current reporting is a patchwork of extracts and spreadsheets.<\/li>\n<li><strong>Proposed architecture<\/strong><\/li>\n<li>Oracle Fusion Cloud Apps (ERP\/SCM\/HCM) as sources<\/li>\n<li>Fusion Data Intelligence as the governed analytics layer:<ul>\n<li>Prebuilt subject areas for finance, supply chain, workforce<\/li>\n<li>Scheduled daily refresh, with intraday refresh for a limited set of operational dashboards (if supported)<\/li>\n<\/ul>\n<\/li>\n<li>SIEM integration for access monitoring (where supported)<\/li>\n<li>Optional: curated exports to an enterprise lakehouse for broader analytics<\/li>\n<li><strong>Why this service was chosen<\/strong><\/li>\n<li>Reduced custom engineering for Fusion data modeling<\/li>\n<li>Faster executive dashboard delivery with consistent definitions<\/li>\n<li>Better governance than spreadsheet reporting<\/li>\n<li><strong>Expected outcomes<\/strong><\/li>\n<li>Standard KPI library adopted globally<\/li>\n<li>Faster month-end insight cycles<\/li>\n<li>Reduced reconciliation disputes between regions<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Startup\/small-team example: fast-growing services company (ERP + HCM)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Problem<\/strong>: A 500-person professional services firm uses Fusion ERP and HCM. The CFO needs cashflow visibility and utilization\/margin reporting. The team is small; they can\u2019t staff a full data engineering program.<\/li>\n<li><strong>Proposed architecture<\/strong><\/li>\n<li>Fusion ERP\/HCM as sources<\/li>\n<li>Fusion Data Intelligence with a small footprint:<ul>\n<li>Daily refresh<\/li>\n<li>Limited author licenses; most users are viewers<\/li>\n<\/ul>\n<\/li>\n<li>Minimal customization initially; add only essential custom targets\/budgets (if supported)<\/li>\n<li><strong>Why this service was chosen<\/strong><\/li>\n<li>Small team needs managed operations<\/li>\n<li>Quick delivery of dashboards without building pipelines<\/li>\n<li><strong>Expected outcomes<\/strong><\/li>\n<li>CFO dashboards live within weeks<\/li>\n<li>Reduced manual spreadsheet work<\/li>\n<li>Clearer utilization\/margin reporting for leadership<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">16. FAQ<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\n<p><strong>Is Fusion Data Intelligence an OCI service or a Fusion SaaS service?<\/strong><br\/>\n   It is commonly delivered as a managed Oracle Cloud service aligned to Fusion applications analytics. Provisioning and identity integration may involve OCI. Exact packaging varies\u2014verify for your edition.<\/p>\n<\/li>\n<li>\n<p><strong>Do I need Oracle Fusion Cloud Applications to use Fusion Data Intelligence?<\/strong><br\/>\n   For its primary value (prebuilt Fusion analytics), yes\u2014you typically need Fusion apps as sources. Some editions may support augmenting with external data, but Fusion remains the center.<\/p>\n<\/li>\n<li>\n<p><strong>Can I use Fusion Data Intelligence as my enterprise data lakehouse?<\/strong><br\/>\n   Generally no. It\u2019s optimized for governed analytics for Fusion apps, not as a general lakehouse replacement.<\/p>\n<\/li>\n<li>\n<p><strong>How often can data be refreshed?<\/strong><br\/>\n   Depends on module support, source constraints, and your subscription. Daily is common; intraday may be possible for certain use cases. Verify supported cadence.<\/p>\n<\/li>\n<li>\n<p><strong>Does it support incremental loads?<\/strong><br\/>\n   Managed ingestion typically aims for incremental refresh where possible, but exact behavior varies by source object and module.<\/p>\n<\/li>\n<li>\n<p><strong>Can I add my own tables and metrics?<\/strong><br\/>\n   Many offerings support some level of augmentation\/customization, but it is usually governed and constrained to maintain upgradability. Verify supported extension methods.<\/p>\n<\/li>\n<li>\n<p><strong>How does security work for HR\/PII data?<\/strong><br\/>\n   Use RBAC to restrict sensitive subject areas and dashboards. Align analytics roles with job functions and enforce MFA. Review audit logs regularly.<\/p>\n<\/li>\n<li>\n<p><strong>Is SSO supported?<\/strong><br\/>\n   SSO is commonly supported via Oracle identity services and enterprise IdPs. Confirm the supported identity integration approach in your environment.<\/p>\n<\/li>\n<li>\n<p><strong>What is the biggest implementation risk?<\/strong><br\/>\n   Underestimating security\/role design and governance. KPI definitions and access models must be agreed early.<\/p>\n<\/li>\n<li>\n<p><strong>How long does the initial load take?<\/strong><br\/>\n   It depends on tenant size, modules, and history volume. Plan a dedicated window and start with a smaller scope to validate.<\/p>\n<\/li>\n<li>\n<p><strong>How do I reconcile numbers with Fusion operational reports?<\/strong><br\/>\n   Define reconciliation KPIs and control totals; validate by time period, ledger\/business unit, and known transaction sets. Confirm refresh timestamps.<\/p>\n<\/li>\n<li>\n<p><strong>Can I integrate with my SIEM?<\/strong><br\/>\n   Often possible through audit\/log exports or OCI governance tooling, depending on what your edition exposes. Verify logging integration options.<\/p>\n<\/li>\n<li>\n<p><strong>What happens during Fusion quarterly updates?<\/strong><br\/>\n   Oracle may update source schemas and APIs. Managed analytics usually adapts, but you should still validate key dashboards after updates.<\/p>\n<\/li>\n<li>\n<p><strong>Can I export data to another cloud?<\/strong><br\/>\n   Possibly, depending on allowed export mechanisms and governance. Consider egress cost and compliance constraints.<\/p>\n<\/li>\n<li>\n<p><strong>Who should administer Fusion Data Intelligence?<\/strong><br\/>\n   A joint team typically works best: Fusion functional security admin + analytics platform admin + data governance\/KPI owner.<\/p>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">17. Top Online Resources to Learn Fusion Data Intelligence<\/h2>\n\n\n\n<p>Because Oracle occasionally updates documentation URLs and product naming, use the resources below as authoritative starting points and <strong>confirm the latest Fusion Data Intelligence doc library for your release<\/strong>.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Resource Type<\/th>\n<th>Name<\/th>\n<th>Why It Is Useful<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Official documentation<\/td>\n<td>Oracle Help Center (Docs landing) \u2013 https:\/\/docs.oracle.com\/<\/td>\n<td>Central entry point to locate the current Fusion Data Intelligence documentation set<\/td>\n<\/tr>\n<tr>\n<td>Official documentation (search)<\/td>\n<td>Oracle Help Center search \u2013 https:\/\/docs.oracle.com\/search\/<\/td>\n<td>Helpful when product pages move; search \u201cFusion Data Intelligence\u201d and your module (ERP\/HCM)<\/td>\n<\/tr>\n<tr>\n<td>Official product page<\/td>\n<td>Oracle (main site search) \u2013 https:\/\/www.oracle.com\/ (search \u201cFusion Data Intelligence\u201d)<\/td>\n<td>Find the latest product positioning, datasheets, and links to documentation<\/td>\n<\/tr>\n<tr>\n<td>Official pricing<\/td>\n<td>Oracle Cloud Pricing \u2013 https:\/\/www.oracle.com\/cloud\/pricing\/<\/td>\n<td>Baseline for Oracle Cloud pricing approach and related service costs<\/td>\n<\/tr>\n<tr>\n<td>Pricing tool<\/td>\n<td>OCI Cost Estimator \u2013 https:\/\/www.oracle.com\/cloud\/costestimator.html<\/td>\n<td>Useful for estimating surrounding OCI services you may integrate (logging, network egress, etc.)<\/td>\n<\/tr>\n<tr>\n<td>Architecture guidance<\/td>\n<td>Oracle Architecture Center \u2013 https:\/\/www.oracle.com\/cloud\/architecture\/<\/td>\n<td>Patterns for OCI networking, identity, logging, and analytics architectures used around managed services<\/td>\n<\/tr>\n<tr>\n<td>Official training hub<\/td>\n<td>Oracle University \u2013 https:\/\/education.oracle.com\/<\/td>\n<td>Oracle\u2019s official training portal; search for Fusion analytics and Fusion Data Intelligence offerings<\/td>\n<\/tr>\n<tr>\n<td>Official videos<\/td>\n<td>Oracle YouTube channel \u2013 https:\/\/www.youtube.com\/user\/Oracle<\/td>\n<td>Product webinars, demos, and technical deep dives (search within channel)<\/td>\n<\/tr>\n<tr>\n<td>Community learning<\/td>\n<td>Oracle Cloud Customer Connect \u2013 https:\/\/cloudcustomerconnect.oracle.com\/<\/td>\n<td>Practitioner discussions and product updates (validate against official docs)<\/td>\n<\/tr>\n<tr>\n<td>Reference docs<\/td>\n<td>OCI IAM docs \u2013 https:\/\/docs.oracle.com\/en-us\/iaas\/Content\/Identity\/home.htm<\/td>\n<td>Identity and access patterns that often underpin Fusion Data Intelligence access management<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">18. Training and Certification Providers<\/h2>\n\n\n\n<p>The providers below are listed as external training options. Always review course outlines and validate trainer credentials on the provider site.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Institute<\/th>\n<th>Suitable Audience<\/th>\n<th>Likely Learning Focus<\/th>\n<th>Mode<\/th>\n<th>Website URL<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>DevOpsSchool.com<\/td>\n<td>Cloud\/DevOps engineers, architects<\/td>\n<td>Cloud fundamentals, DevOps practices, platform operations that may support analytics platforms<\/td>\n<td>check website<\/td>\n<td>https:\/\/www.devopsschool.com\/<\/td>\n<\/tr>\n<tr>\n<td>ScmGalaxy.com<\/td>\n<td>DevOps learners, operations teams<\/td>\n<td>DevOps and cloud operations basics; may complement Oracle Cloud operational readiness<\/td>\n<td>check website<\/td>\n<td>https:\/\/www.scmgalaxy.com\/<\/td>\n<\/tr>\n<tr>\n<td>CLoudOpsNow.in<\/td>\n<td>Cloud engineers, SRE\/ops teams<\/td>\n<td>Cloud operations practices, monitoring, governance (useful around managed analytics)<\/td>\n<td>check website<\/td>\n<td>https:\/\/www.cloudopsnow.in\/<\/td>\n<\/tr>\n<tr>\n<td>SreSchool.com<\/td>\n<td>SREs, platform teams<\/td>\n<td>Reliability engineering practices applicable to analytics service operations<\/td>\n<td>check website<\/td>\n<td>https:\/\/www.sreschool.com\/<\/td>\n<\/tr>\n<tr>\n<td>AiOpsSchool.com<\/td>\n<td>Ops + analytics teams<\/td>\n<td>AIOps concepts; monitoring\/automation patterns relevant to analytics operations<\/td>\n<td>check website<\/td>\n<td>https:\/\/www.aiopsschool.com\/<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">19. Top Trainers<\/h2>\n\n\n\n<p>These sites are listed as training resources\/platforms. Validate current offerings directly.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Platform\/Site<\/th>\n<th>Likely Specialization<\/th>\n<th>Suitable Audience<\/th>\n<th>Website URL<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>RajeshKumar.xyz<\/td>\n<td>Cloud\/DevOps training content<\/td>\n<td>Engineers and students looking for practical guidance<\/td>\n<td>https:\/\/www.rajeshkumar.xyz\/<\/td>\n<\/tr>\n<tr>\n<td>devopstrainer.in<\/td>\n<td>DevOps coaching\/training<\/td>\n<td>DevOps engineers, platform teams<\/td>\n<td>https:\/\/www.devopstrainer.in\/<\/td>\n<\/tr>\n<tr>\n<td>devopsfreelancer.com<\/td>\n<td>Freelance DevOps support\/training<\/td>\n<td>Teams seeking short-term enablement<\/td>\n<td>https:\/\/www.devopsfreelancer.com\/<\/td>\n<\/tr>\n<tr>\n<td>devopssupport.in<\/td>\n<td>DevOps support resources<\/td>\n<td>Ops teams needing hands-on assistance<\/td>\n<td>https:\/\/www.devopssupport.in\/<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">20. Top Consulting Companies<\/h2>\n\n\n\n<p>The companies below may provide consulting services. Confirm service scope, references, and statements of work directly.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>Company<\/th>\n<th>Likely Service Area<\/th>\n<th>Where They May Help<\/th>\n<th>Consulting Use Case Examples<\/th>\n<th>Website URL<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>cotocus.com<\/td>\n<td>Cloud\/DevOps consulting<\/td>\n<td>Platform design, operational readiness, governance patterns<\/td>\n<td>IAM design review; monitoring\/logging integration; deployment runbooks<\/td>\n<td>https:\/\/www.cotocus.com\/<\/td>\n<\/tr>\n<tr>\n<td>DevOpsSchool.com<\/td>\n<td>Training + consulting<\/td>\n<td>Team enablement, cloud\/DevOps practices around analytics platforms<\/td>\n<td>Building operational playbooks; CI\/CD governance for analytics artifacts; SRE practices<\/td>\n<td>https:\/\/www.devopsschool.com\/<\/td>\n<\/tr>\n<tr>\n<td>DEVOPSCONSULTING.IN<\/td>\n<td>DevOps consulting<\/td>\n<td>Delivery support for cloud operations and automation<\/td>\n<td>Incident management setup; access governance; automation for environment management<\/td>\n<td>https:\/\/www.devopsconsulting.in\/<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">21. Career and Learning Roadmap<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">What to learn before Fusion Data Intelligence<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Oracle Cloud basics (OCI)<\/strong>\n   &#8211; Compartments, identity domains, groups\/policies\n   &#8211; Audit and logging concepts<\/li>\n<li><strong>Analytics fundamentals<\/strong>\n   &#8211; Dimensional modeling basics (facts\/dimensions, star schema concepts)\n   &#8211; KPI governance and metric definitions<\/li>\n<li><strong>Oracle Fusion Apps basics<\/strong>\n   &#8211; Understand the modules you are analyzing (ERP\/HCM\/SCM\/CX)\n   &#8211; Security concepts and role assignment practices<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">What to learn after Fusion Data Intelligence<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Advanced analytics governance:<\/li>\n<li>Data quality checks and reconciliation frameworks<\/li>\n<li>Change management for dashboards and semantic models<\/li>\n<li>Enterprise integration:<\/li>\n<li>How to connect curated Fusion analytics with a broader data platform<\/li>\n<li>Security maturity:<\/li>\n<li>SIEM integration, periodic access review automation<\/li>\n<li>Performance tuning practices for analytics usage (query patterns, dashboard design)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Job roles that use it<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cloud Solution Architect (Oracle Cloud)<\/li>\n<li>Analytics Architect \/ BI Architect<\/li>\n<li>Data\/Analytics Engineer (Fusion analytics specialization)<\/li>\n<li>Fusion Applications Security Administrator<\/li>\n<li>Platform\/SRE (for analytics operations and governance)<\/li>\n<li>Finance\/HR\/Supply Chain Analyst (power user)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Certification path (if available)<\/h3>\n\n\n\n<p>Oracle certification offerings change over time. The safest path is:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Start with <strong>OCI foundations<\/strong> certifications.<\/li>\n<li>Add <strong>Oracle Analytics<\/strong> training.<\/li>\n<li>Add <strong>Fusion functional\/domain training<\/strong> (ERP\/HCM\/SCM) for the domain you support.<\/li>\n<\/ul>\n\n\n\n<p>Use Oracle University to confirm the latest credential map: https:\/\/education.oracle.com\/<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Project ideas for practice<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>KPI reconciliation project: define 10 KPIs and reconcile them to operational Fusion reports monthly.<\/li>\n<li>Role model project: implement viewer\/author\/admin separation with documented access review process.<\/li>\n<li>Refresh reliability project: build an incident playbook with clear SLAs and runbooks for refresh failures.<\/li>\n<li>Data augmentation project (if supported): add targets\/budgets and build variance dashboards.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">22. Glossary<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Fusion Data Intelligence<\/strong>: Oracle Cloud managed analytics offering focused on Oracle Fusion Cloud Applications data ingestion, modeling, and analytics experiences.<\/li>\n<li><strong>Oracle Fusion Cloud Applications<\/strong>: Oracle SaaS applications for ERP, HCM, SCM, CX, etc.<\/li>\n<li><strong>Subject area<\/strong>: A business-domain analytics model grouping measures and dimensions for reporting (term usage varies by product).<\/li>\n<li><strong>Semantic layer<\/strong>: Business-friendly abstraction over physical data structures, defining metrics and dimensions consistently.<\/li>\n<li><strong>KPI<\/strong>: Key Performance Indicator\u2014standardized business metric such as revenue, attrition rate, inventory turns.<\/li>\n<li><strong>RBAC<\/strong>: Role-Based Access Control\u2014authorization model based on roles\/groups rather than individual permissions.<\/li>\n<li><strong>Identity domain<\/strong>: OCI IAM construct for identity and access management (terminology depends on OCI identity setup).<\/li>\n<li><strong>Integration user<\/strong>: Service account used to authenticate from analytics services to source systems for data extraction.<\/li>\n<li><strong>Refresh cadence<\/strong>: How often data pipelines run (hourly\/daily\/etc.).<\/li>\n<li><strong>Initial load<\/strong>: The first full ingestion of historical data into the analytics store.<\/li>\n<li><strong>Incremental load<\/strong>: Subsequent loads that capture only changes since the last refresh.<\/li>\n<li><strong>Data residency<\/strong>: Requirement that data remains stored\/processed in a specific geographic region.<\/li>\n<li><strong>Separation of duties<\/strong>: Security principle where no single person has full control over sensitive processes end-to-end.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">23. Summary<\/h2>\n\n\n\n<p>Fusion Data Intelligence in <strong>Oracle Cloud<\/strong> (Analytics and AI category) is a managed analytics service centered on <strong>Oracle Fusion Cloud Applications<\/strong> data. It helps organizations move faster by providing prebuilt ingestion, curated models, and governed analytics experiences\u2014reducing the time and operational burden of building a custom Fusion analytics stack.<\/p>\n\n\n\n<p>From an architecture perspective, it fits best when Fusion apps are core systems and you want standardized KPIs with strong governance. From a cost perspective, expect subscription\/contract-driven pricing and plan carefully around environments, user scope, refresh cadence, and any data export\/egress needs. From a security perspective, invest early in RBAC design, least-privilege integration users, MFA, and audit readiness.<\/p>\n\n\n\n<p>Next step: use the official Oracle documentation portal (https:\/\/docs.oracle.com\/) to locate the current Fusion Data Intelligence admin guide for your edition, then repeat the lab in a non-production Fusion environment with a small module scope to validate connectivity, refresh, and dashboard correctness before scaling to production.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Analytics and AI<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[66,62],"tags":[],"class_list":["post-837","post","type-post","status-publish","format-standard","hentry","category-analytics-and-ai","category-oracle-cloud"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/tutorials\/wp-json\/wp\/v2\/posts\/837","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.devopsschool.com\/tutorials\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.devopsschool.com\/tutorials\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/tutorials\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/tutorials\/wp-json\/wp\/v2\/comments?post=837"}],"version-history":[{"count":0,"href":"https:\/\/www.devopsschool.com\/tutorials\/wp-json\/wp\/v2\/posts\/837\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/tutorials\/wp-json\/wp\/v2\/media?parent=837"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/tutorials\/wp-json\/wp\/v2\/categories?post=837"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/tutorials\/wp-json\/wp\/v2\/tags?post=837"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}