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PostgreSQL 18 and the Modern Enterprise Data Layer: Performance, Reliability and AI-Ready Architecture
December 8, 2020/1 comment

PostgreSQL 18 and the Modern Enterprise Data Layer: Performance, Reliability and AI-Ready Architecture

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PostgreSQL 18 and the Modern Enterprise Data Layer: Performance, Reliability and AI-Ready Architecture

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Solutions & Services

Service Areas

Explore Sampark services across transformation, applications, cloud, security, data, automation, and delivery support.

Strategy, Design & Modernization

Digital Transformation

Business process digitization, digital roadmap, design thinking, modernization, and custom digital solution planning.

Digital Transformation Digital strategy and execution roadmap. Design Thinking User-first problem discovery and solution framing. Digital Roadmap Structured roadmap for digital change. Business Process Digitization Convert manual processes into digital workflows. Process Consulting Improve business processes before automation. Bespoke Services Custom-built solutions for unique business needs. Custom Digital Solutions Tailored platforms, portals, and workflows. Custom Portal Development Enterprise portals for users and teams. Workflow Platform Development Digital workflow platforms with approvals and tracking. Application Modernization Modernize legacy applications and architecture. Legacy System Migration Move old systems to modern platforms. Low-Code / No-Code Solutions Faster workflow and app delivery.
Explore Transformation
Digital Transformation Use Cases
Digitize manual workflows Move paper, Excel, and email-led work into controlled digital flows. Read more → Modernize legacy operations Upgrade old operating models without disrupting business continuity. Read more → Build approval flows Create transparent approval, tracking, and escalation journeys. Read more → Improve visibility Give teams clearer process status, ownership, and performance views. Read more →
Apps, APIs & Enterprise Platforms

Application & Platform Services

Application development, integration, testing, enterprise platforms, APIs, mobile apps, and delivery support.

Application Development Custom enterprise application development. Application Maintenance & Support Support and stabilize business applications. Microservices Development Modular services for scalable platforms. Web Application Development Web apps, portals, and business interfaces. Mobile Application Development Mobile apps for customers and field users. System Integration Connect enterprise systems and workflows. API Development & Integration Secure APIs and third-party connectivity. UAT & Rollout Support Controlled validation and release support. QA & Automation Testing Testing coverage and automation support. Performance Testing Load, speed, and stability validation. Application Security Testing Security testing for applications and APIs. Enterprise Platforms Enterprise software platform implementation. ERP Implementation ERP implementation and process alignment. ServiceNow Implementation ServiceNow setup and workflow delivery. SAP Integration SAP connectivity and business integration.
Explore Application Services
Application & Platforms Use Cases
Build enterprise apps Design and develop secure applications for business users and customers. Read more → Integrate systems Connect ERP, CRM, APIs, and third-party platforms cleanly. Read more → Modernize old apps Re-engineer legacy applications into maintainable modern architecture. Read more → Improve rollout quality Strengthen testing, UAT, release readiness, and user adoption. Read more →
Cloud, Infrastructure & Operations

Cloud, Infrastructure & Managed Services

Cloud migration, infrastructure modernization, DevOps, monitoring, NOC/SOC, managed IT, and support services.

Cloud Migration Move workloads to cloud safely. Hybrid & Multi-Cloud Manage workloads across cloud environments. Cloud Native Development Cloud-ready applications and services. Cloud Cost Optimization Control cloud spend and usage waste. Infrastructure Modernization Upgrade infrastructure foundations. Server & Network Management Manage servers, networks, and operations. Storage & Backup Solutions Storage, backup, and recovery planning. Disaster Recovery and Business Continuity Resilience planning for critical operations. DevOps Automation Automate build, release, and deployment. Containerization & Kubernetes Container platforms and orchestration. Site Reliability Engineering Improve reliability and service uptime. Monitoring & Observability Track health, logs, uptime, and performance. NOC and SOC Services Operations and security monitoring support. Managed IT Services Managed support for IT environments. Infrastructure, Cloud & Network Managed Services Managed infrastructure and cloud operations. Application & Database Managed Services Managed application and database support. Helpdesk & Support Services L1/L2/L3 support and ticket handling.
Explore Cloud & Infra
Cloud, Infra & Managed Use Cases
Move workloads to cloud Plan and execute cloud migration with dependency and rollback control. Read more → Modernize infra layers Upgrade servers, storage, networks, backup, and operating foundations. Read more → Automate deployments Use CI/CD, containers, and DevOps pipelines for faster releases. Read more → Monitor performance Track uptime, capacity, infrastructure health, and service reliability. Read more →
Assessment, Protection & Monitoring

Cybersecurity Services

Security assessment, protection controls, monitoring, tool implementation, endpoint security, identity, and network defense.

Vulnerability Assessment Find and prioritize security weaknesses. Cloud Security Assessment Assess cloud security gaps and controls. Compliance Readiness Prepare controls for compliance needs. Endpoint Security Protect laptops, desktops, and endpoints. Network Security Secure networks, traffic, and boundaries. Email & Web Security Protect users from web and email threats. Identity & Access Security Control access, identity, and permissions. Security Monitoring & Response Monitor alerts and support response. Security Tool Implementation Deploy and configure security platforms. Firewall & EDR Implementation Implement endpoint and perimeter controls.
Explore Cybersecurity
Cybersecurity Use Cases
Assess security risks Identify vulnerabilities across applications, cloud, and infrastructure. Read more → Protect endpoints & cloud Strengthen endpoint, network, identity, email, and cloud controls. Read more → Implement security tools Deploy firewall, EDR, SIEM, policies, and security platforms. Read more → Monitor threats Detect alerts, investigate incidents, and support response operations. Read more →
Data, Workflow & Connected Operations

Data, Automation & IoT Services

Data platforms, BI, database services, workflow automation, IoT, MES, video analytics, and omnichannel communication.

Data Engineering & Integration Move and integrate operational data. Data Warehousing & Analytics Platforms Build structured analytics platforms. Business Intelligence & Reporting Dashboards, MIS, and decision reports. Database Management Manage enterprise database environments. Database Migration & Performance Services Migrate, tune, and stabilize databases. Process Automation Automate business tasks and workflows. Workflow Platform Development Build workflow platforms for operations. IoT Solutions Connect field devices and sensor data. MES Solutions Manufacturing execution and shopfloor visibility. Video Analytics Computer vision for events and monitoring. Omnichannel Solutions Automate communication across channels.
Explore Data & Automation
Data, Automation & IoT Use Cases
Consolidate business data Bring scattered operational data into structured, usable reporting layers. Read more → Build KPI dashboards Create MIS, BI, and dashboard views for faster management decisions. Read more → Automate approvals Reduce repetitive manual approvals, tasks, and SLA follow-ups. Read more → Connect field assets Link devices, sensors, machines, and field operations into workflows. Read more →
Advisory, Resources & Teams

Consulting, Staffing & Dedicated Teams

Technology advisory, resource augmentation, contract staffing, payroll outsourcing, and dedicated development teams.

Technology Consulting & Project Advisory Planning, advisory, and delivery guidance. Resource Augmentation Add skilled resources to delivery teams. IT Contract Staffing Contract IT staffing support. Payroll & Outsourcing Payroll and outsourced workforce support. Dedicated Development Teams Managed teams for long-term delivery.
Explore Consulting
Consulting & Staffing Use Cases
Plan solution delivery Support architecture, delivery planning, and execution governance. Read more → Support PMO work Strengthen project tracking, advisory, coordination, and reporting. Read more → Provide IT resources Offer contract, permanent, outsourced, and augmented IT talent. Read more → Build dedicated teams Create managed development or delivery teams for client programs. Read more →
AI in Action
Capability Areas
Clinical and Operational AI

Healthcare Intelligence & Automation

AI agents, NLP, and workflow intelligence for patient support, healthcare records, and hospital operations.

Clinical AI Stack
Patient Engagement AI Conversational support for patient journeys Clinical Workflow Support AI-assisted coordination across care teams Healthcare Document AI NLP extraction from records and reports Appointment & Query Automation AI agents for front-desk interactions Medical Knowledge Search RAG search across approved healthcare content Hospital Operations Insights AI detects delays, gaps, and service patterns
AI for Plants and Assets

AI for Plants, Assets & Operations

Machine learning, IoT signals, and agentic monitoring for manufacturing, maintenance, energy, and shopfloor intelligence.

Plant AI Layer
IIoT & IoT Integration AI-ready signals from machines and sensors Predictive Maintenance ML models predict early failure signals MES Intelligence AI visibility into production bottlenecks Shopfloor Monitoring Machine and operator activity intelligence Energy & Asset Insights AI detects abnormal usage and drift Plant Command View AI-assisted operational decision layer
Computer Vision AI

Computer Vision for Real-World Events

Vision AI for workplace safety, surveillance intelligence, restricted zones, movement analysis, and visual evidence workflows.

Vision AI Layer
Intelligent Video Surveillance AI detection over live camera streams Safety Violation Detection Computer vision for PPE and unsafe actions Restricted Area Monitoring AI watches mapped zones and boundaries People & Crowd Analytics Density, movement, and congestion intelligence Vehicle & Gate Intelligence AI-enabled entry and vehicle visibility Event Alerts & Evidence Visual proof for incidents and actions
Workflow and Document AI

Intelligent Workflow & Document Automation

AI agents that classify work, read documents, recommend actions, and move business processes with human control.

Agentic Workflow AI
Workflow Automation AI-guided approvals, tasks, and escalations Intelligent Task Routing AI classifies and assigns business work Document Processing OCR and NLP for document understanding Decision Support Automation AI recommendations for operational decisions Omnichannel Automation AI responses across business channels Exception Management AI detects process delays and SLA risk
Copilots and Knowledge AI

Enterprise Copilots, RAG & Knowledge AI

Enterprise-grade GenAI using approved knowledge, role-aware copilots, document intelligence, and governed AI responses.

RAG & Agents
Enterprise AI Chatbots GenAI support for customers and employees Internal Copilots Role-aware assistants for business teams Knowledge Search / RAG Answers grounded in approved documents Document Summarization LLMs convert long content into insights Business Query Assistant Ask business questions in natural language GenAI Governance Access, audit, and controlled AI behavior
Security Intelligence Layer

AI-Driven Security Operations

AI for threat correlation, anomaly detection, vulnerability prioritization, SOC/NOC assistance, and security response workflows.

AI SecOps
AI Network Security ML detects unusual traffic behavior Threat Correlation AI connects alerts, assets, and users Anomaly Detection Models identify abnormal activity patterns SOC / NOC Intelligence AI support for triage and investigation Vulnerability Intelligence Risk-based AI prioritization of exposure OT / IoT / IIoT Security AI monitoring for connected industrial assets
Forecasting and Decision AI

Forecasting, Risk & Decision Intelligence

Predictive models and GenAI summaries that surface demand signals, risk patterns, operational drift, and decision-ready insights.

Predictive AI
Demand Forecasting ML forecasts volume, demand, and pressure Pattern Discovery AI finds hidden operational trends Risk Prediction Models predict failures and delays Performance Insights AI highlights bottlenecks and gaps Asset Health Insights AI tracks condition and behavior drift Management Decision Views GenAI summaries for leadership action
Use Cases AI in Action
↗ Patient Query Assistant Conversational AI agents for patient queries and care navigation ↗ Medical Document Intelligence NLP models extract meaning from reports, prescriptions, and records ↗ Hospital Workflow Agent Agentic AI coordinates appointments, tasks, follow-ups, and escalations Healthcare AI →
↗ Predictive Maintenance ML models predict failures before equipment breakdown ↗ Shopfloor Operations Agent AI agents monitor machine signals and recommend corrective actions ↗ Energy & Asset Optimization AI spots abnormal usage, asset drift, and efficiency loss Industrial AI →
↗ PPE & Safety Violation Detection Computer vision detects helmets, vests, and unsafe actions ↗ Restricted Area Monitoring Vision AI identifies unauthorized movement inside mapped zones ↗ Visual Incident Response Agent AI agents trigger alerts, evidence capture, and response workflows Vision AI →
↗ Intelligent Document Processing OCR, NLP, and AI validate documents without manual review ↗ Workflow Execution Agent Agentic AI classifies work, routes tasks, and triggers next steps ↗ SLA & Exception Monitoring AI flags probable delays before SLA breach happens Automation AI →
↗ Enterprise Knowledge Assistant RAG-based AI answers from approved enterprise knowledge ↗ Internal Team Copilot GenAI assists teams with contextual, role-aware responses ↗ Enterprise Agentic Copilot AI agents reason, plan, use tools, and execute business workflows GenAI Services →
↗ Threat Correlation Assistant AI connects alerts, users, assets, and attack signals ↗ Network Anomaly Detection ML detects abnormal network behavior and traffic patterns ↗ Security Response Agent Agentic AI triages incidents and recommends containment actions AI Security →
↗ Demand & Workload Forecasting ML forecasts demand, ticket volume, and resource pressure ↗ Risk & Delay Prediction AI predicts process delays, failures, and operational exceptions ↗ Decision Intelligence Agent GenAI explains trends, risks, next actions, and business impact Predictive AI →
Sampark Stack

Ready Enterprise Platforms

Productized solutions for operations, security, AI, industry, utilities, and healthcare.

Ops Platform Suite

Digital Operations Platforms

Service, asset, IT operations, and AI-assisted support platforms.

SamparkDesk Service desk operations Enterprise Service Management Workflow-led service delivery Asset Management Asset visibility layer ITOM Operations monitoring Agentic AI Helpdesk AI-assisted resolution
Cyber Risk Layer

Security & Risk Platforms

Endpoint, OT, IoT, medical device, AI, and vulnerability protection.

Desktop Security Solution Endpoint protection stack OT/IoT Security Connected asset protection Medical Device Security Clinical device defense Vulnerability Intelligence Database Exposure intelligence layer AI Security AI workload protection
Infra Risk Intelligence

Infrastructure & Assessment

Network exposure, infrastructure visibility, and remediation planning.

Network Vulnerability Assessment Network risk discovery ITOM Infrastructure operations monitoring Vulnerability Intelligence Database Exposure intelligence layer Asset Management Infrastructure asset visibility OT/IoT Security Connected environment visibility
Applied AI Products

Industry AI & Automation

AI assistants, recruitment automation, agentic workflows, and vision AI.

AI Chatbot Conversational support layer AI Robo Recruitment / ATS Automated hiring workflows Agentic AI Helpdesk Autonomous support actions AI for Manufacturing Plant intelligence layer Intelligent Video Surveillance Vision-led monitoring
Business Suite Layer

Enterprise Business Suites

CRM, ERP, learning, clinic, and utility business workflows.

CRM Customer lifecycle control ERP Suite Core business operations Enterprise LMS Learning delivery platform Clinic / Doctor Management System Clinic operations suite Utility Solution Utility business workflows
Industrial Ops Stack

Industrial & Utility Platforms

Manufacturing, utility, field force, warehouse, and billing platforms.

MES Manufacturing execution control AI for Manufacturing Production intelligence Intelligent Video Surveillance Plant visual monitoring Utility Solution Utility operations platform WHM / WFM / Billing Field and warehouse workflows
Healthcare Platform Layer

Healthcare Platforms

Clinic workflows, medical devices, patient support, and facility visibility.

Clinic / Doctor Management System Clinic workflow control Medical Device Security Connected device protection AI Chatbot Patient support assistant Intelligent Video Surveillance Facility safety monitoring Asset Management Hospital asset visibility
Where it fits

Control service, assets, and support workflows.

IT helpdesk transformation Asset lifecycle control AI-assisted ticket resolution
Explore Ops
Where it fits

Improve endpoint, OT, and exposure visibility.

Endpoint threat protection OT and device risk visibility Vulnerability exposure tracking
Explore Security
Where it fits

Find infrastructure risk before it grows.

Network exposure assessment Infrastructure health visibility Risk-based remediation planning
Explore Infra
Where it fits

Apply AI inside real operating workflows.

AI customer assistance Candidate screening Manufacturing intelligence
Explore AI
Where it fits

Digitize business, learning, and admin operations.

Customer lifecycle management Enterprise process digitization Learning and compliance delivery
Explore Suites
Where it fits

Run industrial, utility, and field operations.

Manufacturing execution Utility field operations Warehouse and billing workflows
Explore Industry
Where it fits

Manage clinics, devices, and patient workflows.

Clinic operations management Medical device protection Patient support automation
Explore Health
Sampark Build Stack

Technology Depth

Application, data, AI, cloud, DevOps, and security stacks used across real delivery.

Experience Layer

Frontend & UI

Interface stacks for portals, dashboards, responsive web apps, and design-led application experiences.

ReactComponent UI AngularStructured apps Vue.jsLightweight UI Next.jsModern web apps TypeScriptTyped frontend BootstrapRapid layouts Tailwind CSSUtility styling FigmaDesign systems Adobe XDUI prototyping
Explore Frontend
API Engineering

Backend & APIs

Service-layer technologies for APIs, integrations, microservices, caches, secure backend systems and enterprise application logic.

JavaCore services Spring BootMicroservices .NETBusiness APIs Node.jsRuntime APIs PythonBackend logic PHPWeb systems GoFast services REST APIsSystem integration GraphQLFlexible queries RedisCache layer
Explore Backend
Mobile Delivery

Mobile Apps

Mobile stacks for field teams, customers, workforce users, offline workflows, and cross-platform delivery.

AndroidNative apps iOSApple devices FlutterCross-platform React NativeShared codebase Xamarin.NET mobile PWAWeb mobile
Explore Mobile
Data Stores

Databases

Relational, document, vector and cloud database platforms for transactional systems, reporting, analytics and operational workloads.

PostgreSQLOpen-source SQL MySQLWeb databases SQL ServerMicrosoft stack OracleCore systems MongoDBDocument store Azure SQLCloud database pgvectorVector search
Explore Databases
Data Pipelines

Data Engineering

Streaming, batch, search, warehouse, BI and orchestration tools for moving, processing and presenting high-volume data.

KafkaEvent streaming Apache SparkLarge processing HadoopDistributed data BigQueryCloud warehouse BigtableMassive scale AirflowWorkflow orchestration ElasticsearchSearch analytics Power BIBusiness reporting TableauVisual analytics LookerBI semantic layer
Explore Data
AI Build Stack

AI Engineering

Model, data, vision, GenAI, RAG, vector search and automation stacks for applied AI systems.

TensorFlowDeep learning PyTorchModel training Scikit-learnML models OpenCVVision tasks LangChainLLM workflows LlamaIndexRAG indexing Hugging FaceModel hub OpenAI APILLM access RAGContext retrieval Vector DatabasesEmbedding search
Explore AI Stack
Cloud Platforms

Cloud & DevOps

Cloud platforms and infrastructure services used for hosting, storage, compute, networking, identity, delivery and scale.

AWSCloud platform Microsoft AzureCloud platform Google CloudCloud platform Cloud StorageObject storage Compute ServicesWorkload hosting Cloud NetworkingSecure connectivity IAMIdentity access CDNContent delivery Load BalancingTraffic distribution
Explore Cloud
Security Stack

Cybersecurity

Security platforms and DevSecOps controls across endpoint, identity, firewall, application security, monitoring and exposure management.

FortinetNetwork security SophosEndpoint security CrowdStrikeEDR platform WAFApp firewall IAMIdentity control EDREndpoint detection SIEMSecurity events SASTCode analysis DASTRuntime testing Secrets ManagementCredential control Vulnerability ScanningExposure review Cloud SecurityCloud controls
Explore Security
Engineering Lens Featured insight Building UI Systems That Scale How teams keep interfaces consistent as applications grow.
Also read Design system basics Angular vs React for large teams
Read Insight
Engineering Lens Featured insight Event-Driven Architecture: Why It Matters Where message flows, APIs, queues, and services start to matter.
Also read Message broker patterns Microservices integration checklist
Read Insight
Engineering Lens Featured insight Offline-First Mobile Apps: Why They Matter Why serious mobile workflows cannot depend only on live connectivity.
Also read Field app design patterns Secure mobile delivery
Read Insight
Engineering Lens Featured insight Choosing the Right Database for the Workload Why database selection should follow access patterns, not trends.
Also read SQL vs NoSQL tradeoffs Database performance checklist
Read Insight
Engineering Lens Featured insight Optimizing Kafka for High-Volume Pipelines What breaks when streaming systems grow beyond basic ingestion.
Also read Streaming vs batch pipelines Search and analytics architecture
Read Insight
Engineering Lens Featured insight RAG Architecture for GenAI Systems How retrieval, context, prompts, and guardrails shape useful AI.
Also read Vector database selection Agentic workflow design
Read Insight
Engineering Lens Featured insight Cloud-Native Delivery Without Losing Control How teams balance automation, release speed, and operational discipline.
Also read Kubernetes rollout patterns CI/CD governance checklist
Read Insight
Engineering Lens Featured insight Building Security Into the Stack Security works better when it is part of architecture, not an afterthought.
Also read EDR, SIEM, and IAM alignment Vulnerability exposure management
Read Insight
Sampark Domain Expertise

Industries We Understand

Domain-led IT, digital, AI, integration, workflow and operations solutions for real business environments.

Automotive

Connected Mobility

Connected vehicle, fleet, dealer, service, telematics, uptime and owner platforms.

Connected Vehicle Platform Vehicle data, service events and operational intelligence. IoT · APIs · Cloud Fleet Management Fleet visibility, utilization, health, alerts and control. Telematics · Dashboards · Mobile Telematics Integration GPS, sensor data, diagnostics and connected systems. GPS · IoT · Data Vehicle Tracking Live location, trip movement, routes and history. Maps · GPS · Reports Trip Management Trip planning, monitoring, alerts and route behavior. Mobility · Alerts · Analytics Uptime Intelligence Vehicle health, service alerts and downtime control. Predictive · Service · Analytics Fuel Analytics Fuel usage, exceptions, consumption and efficiency reports. Fuel · KPIs · Reports EV Battery Insights Battery health, charging behavior and EV readiness. EV Data · Analytics · Alerts Warranty Lifecycle Warranty workflows, approvals, claims and dealer coordination. Workflow · Dealer · Service Dealer Workflows Dealer operations, service status and process visibility. Portal · CRM · Workflow Customer / Owner App Vehicle status, support, alerts, reports and self-service. Mobile · Self-care · UX Fleet Dashboards Fleet KPIs, trips, uptime, fuel and service views. BI · KPIs · Analytics
Explore Automotive

Telecom

Telecom Platforms

Service delivery, monetization, migration, billing, fraud and partner operations.

Service Delivery Platform Subscriber, partner, consent, wallet and service operations. SDP · BSS · Integration API Monetization API products, charging, settlement, contracts and reporting. API Gateway · Billing · Portal Partner Onboarding Partner lifecycle, access, contracts and settlement setup. Partner Portal · APIs · Workflow Subscriber Migration Subscriber transfer, validation, activation and continuity. Migration · Validation · UAT Plan Migration Subscription movement, offer logic and service transition. Plans · Charging · Rules Consent Migration Consent transfer, compliance mapping and secure flows. Consent · Compliance · Security Wallet Configuration Wallet setup, service configuration and payment flows. Wallet · Services · Payments Fraud Management Usage fraud, roaming fraud, spoofing, bypass and alerts. FMS · AI/ML · CDR/EDR EBPP / Smart Billing Bill processing, storage, templates and delivery channels. EBPP · Billing · DWH Charging & Provisioning Charging, provisioning, activation and service interfaces. OCS · Provisioning · Gateway Network Integrations OCS, PCRF, HLR, SMSC, USSD, ERP and service systems. HLR · SMSC · USSD Reporting & Analytics Billing, fraud, subscriber and operations dashboards. DWH · Analytics · Reports
Explore Telecom

Healthcare

Digital Health

Clinic, hospital, patient, records, diagnostics, device, billing and facility workflows.

Clinic Management Clinic, department, doctor, patient and admin workflows. Clinic System · Workflow · Admin Doctor Scheduling Appointments, reminders, queues and visit management. Scheduling · Portal · Alerts Patient Engagement Onboarding, profiles, updates and service journeys. Patient Portal · CRM · Mobile EHR / Medical Records Medical history, reports, notes and controlled access. EHR · DMS · Access Lab Workflow Lab orders, test status, reports and communication. LIMS · Reports · Workflow Report Processing Prescriptions, reports, document storage and retrieval. Documents · OCR · AI Billing & Invoicing Patient billing, payments, packages and financial reports. Billing · Payments · Reports Device Security Protection for connected medical devices and equipment. Device Security · Risk · Monitoring Hospital Assets Equipment lifecycle, location, ownership and usage visibility. Assets · Inventory · Tracking Staff Scheduling Doctor, nurse, technician and staff roster planning. Roster · HR · Scheduling Patient Query Automation AI support for patient questions, services and status. AI Bot · Support · Self-care Patient Portal / App Appointments, reports, payments, queries and prescriptions. Mobile · Portal · UX
Explore Healthcare

Manufacturing

Industrial Systems

Planning, production, shop floor, supply chain, quality, service and sales operations.

ERP Operations Finance, procurement, HR, production and governance. ERP · Finance · HR MES Execution Work orders, line activity, stages and execution control. MES · Shop Floor · Work Orders Production Planning Schedules, capacity, batches, shifts and readiness. Planning · Capacity · Scheduling Supply Chain PR, PO, vendors, material movement and workflows. SCM · PR/PO · Vendors Warehouse & Inventory Inward, outward, GRN, stock, dispatch and control. WHM · Inventory · Dispatch PR / PO / GRN Integration ERP-linked procurement, receipt, approval and reconciliation. ERP · Integration · Workflow Quality & Traceability QC checks, inspections, audits and batch traceability. QC · Audit · Traceability Maintenance & Assets Breakdowns, spares, equipment history and asset lifecycle. Maintenance · Assets · Spares Plant Safety & EHS Incidents, zone control, PPE checks, compliance and alerts. EHS · Vision AI · Alerts Sales & Distribution Dealer orders, pricing, dispatch and fulfillment visibility. Sales · Dealer · Dispatch OEE Dashboards Downtime, utilization, throughput, KPIs and performance views. OEE · KPIs · Analytics AI Vision & Automation Inspection, 5S, intrusion, idle time and manpower validation. AI Vision · Automation · Monitoring
Explore Manufacturing

Utilities & Energy

Utility Operations

Smart metering, field operations, warehouse control, billing support and consumer service.

Smart Meter Installation Meter installation, field execution, validation and closure. Metering · Mobile · Workflow Consumer Indexing Consumer mapping, premises capture, meter linkage and verification. CI · GIS · Field App Workforce Management Task assignment, technician tracking, productivity and closure. WFM · Mobile · SLA Warehouse Management Meter inventory, inward/outward flow, testing and dispatch. WHM · Inventory · Dispatch Meter Lifecycle Receipt, testing, issue, installation, repair and return flow. Inventory · Lifecycle · Audit Meter Replacement Removal, installation, readings, evidence and approval. Replacement · Mobile · Evidence Technician Mobile App Mobile jobs, offline support, forms, photos and geo-tagging. Mobile · Offline · Geo Field Audit Supervisor checks, validation, exceptions and audit records. Audit · Verification · Reports Billing Support Billing workflows, consumer service and payment linkage. Billing · APIs · Service Consumer Portal / App Self-service, requests, status, communication and support. Portal · Mobile · Self-care Complaint Management Ticketing, routing, resolution, closure and SLA tracking. ITSM · SLA · Workflow HES / MDM Integration Head-end, meter data, billing and enterprise integration. HES · MDM · APIs
Explore Utilities

Education & Workforce Learning

Learning Systems

Institution, workforce, course, learner, assessment, communication and reporting platforms.

School ERP Administration, students, teachers, records, finance and operations. ERP · School · Cloud Enterprise LMS Course delivery, employee training and content management. LMS · Training · Content Course Management Course creation, modules, assignments and controlled access. Courses · CMS · Workflow Learner Records Profiles, enrollment, history, progress and reporting. Records · Portal · Reports Admission & Enrollment Inquiries, registration, approvals and communication. Admission · Workflow · CRM Fee Collection Fee structures, dues, payments, reminders and reports. Fees · Payments · Reports Examination Management Schedules, marks, grades, results and report cards. Exams · Results · Reports Assessment & Certification Tests, certification, completion status and scoring. Assessment · Certification · LMS Attendance Tracking Student, staff and learner attendance with dashboards. Attendance · Reports · Alerts Communication Workflows Parent, teacher, learner, email, SMS and notifications. Notifications · SMS · Email Transport Management Routes, vehicles, pickup points and operational visibility. Transport · Routes · Tracking Learning Analytics Progress, completion, performance and MIS dashboards. Analytics · MIS · Dashboards
Explore Learning

BFSI

Banking Operations

Banking workflows for onboarding, loans, risk, compliance, customer service and fraud.

Core Banking Integration Digital channels, CRM, payments, reporting and partners. CBS · APIs · Integration Digital Onboarding Customer forms, document capture and verification journeys. Onboarding · Portal · Workflow eKYC & Identity OCR, face match, OTP, document checks and verification. eKYC · OCR · Face AI Loan Origination Loan request, eligibility, product selection and routing. LOS · Credit · Workflow Loan Underwriting Risk checks, approvals, documentation and disbursement. Underwriting · Risk · Approval Credit Risk Borrower profiling, exposure checks and decision support. Scoring · Risk · Analytics Collections & Recovery Recovery workflows, reminders, settlements and escalations. Recovery · Alerts · Workflow Customer Lifecycle Acquisition, service, retention, cross-sell and engagement. CRM · Sales · Service Smart Contact Center Routing, voice authentication, sentiment and AI support. Voice · AI Bot · CSAT Document Management Secure storage, search, access, versioning and lifecycle. DMS · Access · Audit Fraud Monitoring Rules, alerts, anomalies and investigation workflows. Fraud · AI · Rules Compliance Reporting Audit trails, exceptions, dashboards and regulatory records. Compliance · Audit · Reports
Explore BFSI
Featured Use Case Connected mobility operations

Connected Fleet & Uptime Intelligence

Telematics, vehicle health, uptime, fuel, EV metrics, trips, dealer workflows and owner apps in one operations layer.

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Featured Use Case Telecom service operations

Telecom Service Monetization & Fraud Control

API monetization, subscriber services, consent, wallet, billing, provisioning, fraud and analytics for telecom operations.

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Featured Use Case Healthcare operations platform

Connected Healthcare Operations

Clinic workflows, appointments, records, reports, billing, assets, device security and patient support in one flow.

Read More
Featured Use Case Manufacturing operations platform

Integrated Plant-to-Dispatch Operations

ERP, MES, production, supply chain, warehouse, quality, maintenance, safety, sales and dashboards connected.

Read More
Featured Use Case Utility field operations platform

Smart Utility Field & Meter Operations

Meter installation, indexing, warehouse, workforce, mobile execution, billing support and HES/MDM integration.

Read More
Featured Use Case Digital learning operations

Digital Learning & Institution Operations

School ERP, LMS, admissions, fees, exams, attendance, communication, training workflows and learning analytics.

Read More
Featured Use Case Banking operations platform

Digital Loan, Risk & Customer Operations

Onboarding, eKYC, loans, risk, customer lifecycle, contact center, documents, fraud and compliance workflows.

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Partner Solutions

Licensing & Alliances

Cloud, AI, ERP, CRM, database, distribution, and enterprise software licensing support through leading technology partners.

Cloud & AI Partners

Cloud · AI · Infra

Licensing, implementation, migration, integration, and support across cloud and AI platforms.

AWS AWS Compute · Storage · Migration · Backup · Security Microsoft Azure Microsoft Azure Cloud infra · Apps · Security · Data · DevOps Google Cloud Google Cloud GCP infra · BigQuery · APIs · AI/ML · Migration IBM Cloud IBM Cloud Hybrid cloud · Infra · Data · Enterprise workloads OpenAI OpenAI GenAI · Chatbots · RAG · Automation · Assistants Meta Meta Ads · Business messaging · Campaigns · Digital reach
Explore Partners

Microsoft Ecosystem

Microsoft Stack

Microsoft cloud, productivity, collaboration, CRM, automation, and AI licensing support.

Microsoft Azure Azure Cloud · Infra · Security · DevOps · Data Microsoft Copilot Copilot AI productivity · Assistants · Knowledge work Microsoft Dynamics MS Dynamics CRM · ERP · Sales · Service · Operations Microsoft 365 Microsoft 365 Teams · SharePoint · Email · Security · Collaboration Power Platform Power Platform Power Apps · Power BI · Automate · Workflows Microsoft Implementation Implementation Setup · Migration · Integration · Support
Explore Microsoft

Business Platforms

ERP · CRM

Enterprise software licensing and delivery support for CRM, ERP, workflow, and business applications.

SAP SAP ERP · Integration · Reports · Enterprise workflows Odoo Odoo ERP · CRM · Inventory · Accounting · Apps SugarCRM SugarCRM CRM · Sales · Service · Customer workflows Microsoft Dynamics MS Dynamics CRM · ERP · Customer service · Operations Business Automation Workflows · Approvals · Reports · Portals Platform Support Implementation · Migration · Customization · Support
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Enterprise & Data

Data Platforms

Enterprise database, analytics, cloud data, integration, and reporting solution support.

Oracle Oracle Database · Cloud · ERP · Licensing · Support Google Cloud BigQuery BigQuery / GCP Data warehouse · Analytics · Cloud data Azure Data Azure Data Azure SQL · Data Factory · BI · Integration IBM Data IBM Data Hybrid data · Enterprise workloads · Cloud support Reporting & BI Dashboards · MIS · Analytics · Decision views Data Integration APIs · Pipelines · Migration · Reporting
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Distribution Partners

Licensing Channels

Authorized distribution support for enterprise software licensing, procurement coordination, renewals, and commercial fulfillment.

Ingram Micro
Ingram Micro Licensing procurement, distributor coordination, order processing, renewal support, and enterprise software fulfillment. Distribution · Licensing · Procurement · Fulfillment
Redington
Redington Commercial support, partner-led sourcing, license coordination, renewal assistance, and technology procurement enablement. Distribution · Commercial Support · Renewals · Licensing
Talk Licensing
Certified Delivery
ISO 27001 Certified ISO 27001 Certified SEI CMMI Level 3 SEI CMMI Level 3

Sampark Delivery Process

Discovery, solution fitment, licensing alignment, implementation planning, deployment, handover, and managed support.

Delivery Process