---
title: Databricks Lakehouse Integration | Rayven
description: Connect Databricks Lakehouse to real-time OT, IoT + operational data. Rayven streams live data into Delta Lake and makes it AI-ready. Australian-built.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Social/Base-Image.webp
---

[![Rayven-logo](https://www.rayven.io/hubfs/Picture1.png) ](https://www.rayven.io/)

- [ Partner with Rayven ](https://www.rayven.io/partners)

 Solutions

[ Platform ](https://www.rayven.io/platform)

[ Industries + Roles ](https://www.rayven.io/industries-and-roles)

[ Services ](https://www.rayven.io/services)

[ Partner ](https://www.rayven.io/partners)

[ Resources ](https://www.rayven.io/blog)

[ Talk to expert ](https://www.rayven.io/free-assessment)

[ Instant Solution Plan → ](https://www.rayven.io/tools/readiness-assessment)

[![CustomAI](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/CustomAI.png)

**Custom AI + Agents**

Train and deploy AI trained on your files, systems + data.

](https://www.rayven.io/solutions/custom-ai-solutions)

[![4-Build-Solution-orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/4-Build-Solution-orange-bev.png)

**Custom Applications**

We build tools, apps + software over the top of your existing stack.

](https://www.rayven.io/solutions/custom-software)

[![2-Unify-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/2-Unify-Solution-Orange-bev.png)

**Integrations**

Integrate and move data across all your systems, assets + files.

](https://www.rayven.io/solutions/data-integration-platform)

[![Data-Platform](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/Data-Platform.png)

**Unified Data Platforms**

Complete platforms, pipelines, hybrid storage + real-time orchestration.

](https://www.rayven.io/solutions/unified-data-platform)

[![3-Act-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/3-Act-Solution-Orange-bev.png)

**Automations**

Design and run real-time automation across systems, data + workflows.

](https://www.rayven.io/solutions/automation-software)

[![5-Context-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/5-Context-Solution-Orange-bev.png)

**IoT Solutions**

IoT platform for building custom IoT solutions that work with any device.

](https://www.rayven.io/iot-platform)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Rayven MCP

](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Data Fabric

](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Agents

](https://www.rayven.io/solutions/custom-ai-solutions/agentic-ai)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Private LLM

](https://www.rayven.io/solutions/custom-ai-solutions/private-llm)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

Field Applications

](https://www.rayven.io/solutions/data-collection-software)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKMhzyD3NTANABWaJgwytTjjaMwj3ZIQ4YFBg57jLk1DHULjcl21JRc6adPQzb8MU3iS1rd8enx%2BAdBm9f7uTQVdiR63LWhkVF57qFM9NoOpvKVgsa%2BT3DxYMAG3FkZUNCibw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[![Rayven-fav-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Rayven-fav-icon.svg)

**Platform Overview**

A unified platform to integrate, automate, and build custom AI + apps.

](https://www.rayven.io/platform)

[![integration-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-layer.svg)

**Integration Layer**

Connects IT, OT, SaaS, IoT, APIs, files + more into one pipeline.

](https://www.rayven.io/platform/integration)

[![data-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-layer.svg)

**Data Layer**

Transforms + contextualises your data into an AI-ready source of truth.

](https://www.rayven.io/platform/data)

[![execution-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-layer.svg)

**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

](https://www.rayven.io/platform/execution)

[![presentation-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-layer.svg)

**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

](https://www.rayven.io/platform/presentation)

[![security-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-layer.svg)

**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

](https://www.rayven.io/platform/security)

[![integration-file-uploads](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-file-uploads.svg)

File Uploads

](https://www.rayven.io/platform/integration/file-uploads)

[![integration-ai-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-ai-connectors.svg)

AI Connectors

](https://www.rayven.io/platform/integration/ai-connectors)

[![integration-it-ot-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-it-ot-connectors.svg)

IT / OT Connectors

](https://www.rayven.io/platform/integration/prebuilt-connectors)

[![integration-custom-integrations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-custom-integrations.svg)

Custom Integrations

](https://www.rayven.io/platform/integration/custom-integrations)

[![integration-api-endpoints](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-api-endpoints.svg)

API Endpoints

](https://www.rayven.io/platform/integration/api-endpoints)

[![integration-iot-devices-protocols](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-iot-devices-protocols.svg)

IoT Devices + Protocols

](https://www.rayven.io/platform/integration/iot-devices-protocols)

[![integration-forms-manual-input](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-forms-manual-input.svg)

Forms + Manual Input

](https://www.rayven.io/platform/integration/forms-manual-input)

[![integration-streaming-data](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-streaming-data.svg)

Streaming Data

](https://www.rayven.io/platform/integration/streaming-data-connectors)

[![data-real-time-data-processing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-real-time-data-processing.svg)

Real-Time Data Processing

](https://www.rayven.io/platform/data/real-time-data-processing)

[![data-unified-data-tables](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-unified-data-tables.svg)

Unified Data Tables

](https://www.rayven.io/platform/data/unified-data-tables)

[![data-data-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-management.svg)

Data Management

](https://www.rayven.io/platform/data/data-management)

[![data-data-transformation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-transformation.svg)

Data Transformation

](https://www.rayven.io/platform/data/data-transformation)

[![data-file-parsing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-file-parsing.svg)

File Parsing

](https://www.rayven.io/platform/data/file-parsing)

[![data-calculation-aggregation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-calculation-aggregation.svg)

Calculation + Aggregation

](https://www.rayven.io/platform/data/calculation-aggregation)

[![data-ai-models-training](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-ai-models-training.svg)

AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

[![data-data-storage](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-storage.svg)

Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![execution-workflows-triggers](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-workflows-triggers.svg)

Workflows + Triggers

](https://www.rayven.io/platform/execution/workflows-triggers)

[![execution-control-automation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-control-automation.svg)

Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

[![execution-predictive-ai-machine-learning](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-predictive-ai-machine-learning.svg)

Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

[![execution-gen-ai-ai-agents](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-gen-ai-ai-agents.svg)

Gen AI + AI Agents

](https://www.rayven.io/platform/execution/gen-ai-agents)

[![execution-approvals-exceptions](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-approvals-exceptions.svg)

Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

[![rayven-mcp-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/rayven-mcp-icon.svg)

Rayven MCP

](https://www.rayven.io/platform/execution/rayven-mcp)

[![presentation-dashboards-visualizations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dashboards-visualizations.svg)

Dashboards + Visualizations

](https://www.rayven.io/platform/presentation/dashboards-visualizations)

[![presentation-widgets-ui-components](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-widgets-ui-components.svg)

Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

[![presentation-notifications-alerts](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-notifications-alerts.svg)

Notifications + Alerts

](https://www.rayven.io/platform/presentation/notifications-alerts)

[![presentation-dynamic-reports](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dynamic-reports.svg)

Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

[![presentation-custom-form-builder](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-custom-form-builder.svg)

Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

[![presentation-screen-flows-hierarchies](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-screen-flows-hierarchies.svg)

Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

[![presentation-html-javascript](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-html-javascript.svg)

HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

[![presentation-qr-code-generator](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-qr-code-generator.svg)

QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

[![presentation-conversational-analytics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-conversational-analytics.svg)

Conversational Analytics

](https://www.rayven.io/platform/presentation/conversational-analytics)

[![security-hosting-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-hosting-management.svg)

Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

[![security-white-labelling](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-white-labelling.svg)

White Labelling

](https://www.rayven.io/platform/security/white-labelling)

[![security-deployment-architecture](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-deployment-architecture.svg)

Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

[![security-users-roles-access](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-users-roles-access.svg)

Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

[![security-usage-metrics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-usage-metrics.svg)

Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

[![security-enterprise-security](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-enterprise-security.svg)

Enterprise Security

](https://www.rayven.io/platform/security/enterprise-security)

[![security-governance-controls](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-governance-controls.svg)

Governance + Controls

](https://www.rayven.io/platform/security/governance-controls)

[![security-audit-trails-logs](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-audit-trails-logs.svg)

Audit Trails + Logs

](https://www.rayven.io/platform/security/audit-trails-logs)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKMhzyD3NTANABWaJgwytTjjaMwj3ZIQ4YFBg57jLk1DHULjcl21JRc6adPQzb8MU3iS1rd8enx%2BAdBm9f7uTQVdiR63LWhkVF57qFM9NoOpvKVgsa%2BT3DxYMAG3FkZUNCibw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

Sectors

[ Accountancy ](https://www.rayven.io/industries-and-roles/accounting-ai-automation-custom-software)

[ Agribusiness ](https://www.rayven.io/industries-and-roles/agribusiness-software)

[ Construction ](https://www.rayven.io/industries-and-roles/construction-software)

[ Education ](https://www.rayven.io/industries-and-roles/custom-education-software-ai)

[ Energy + Utilities ](https://www.rayven.io/industries-and-roles/energy-utilities-software)

[ Engineering ](https://www.rayven.io/industries-and-roles/custom-engineering-software-ai)

[ Environmental Services ](https://www.rayven.io/industries-and-roles/environmental-services-software)

[ Facility + Site Management                  ](https://www.rayven.io/industries-and-roles/facility-management-software)

[ Financial Services ](https://www.rayven.io/industries-and-roles/financial-services-software)

[ Government + Public Sector ](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions)

[ Healthcare ](https://www.rayven.io/industries-and-roles/custom-software-ai-healthcare)

[ Hospitality ](https://www.rayven.io/industries-and-roles/custom-hospitality-software-ai)

 

[ Infrastructure Management ](https://www.rayven.io/industries-and-roles/infrastructure-management-software)

[ Insurance ](https://www.rayven.io/industries-and-roles/custom-insurance-software-ai)

[ Manufacturing ](https://www.rayven.io/industries-and-roles/manufacturing-software)

[ Mining + Quarrying ](https://www.rayven.io/industries-and-roles/mining-software)

[ Oil + Gas ](https://www.rayven.io/industries-and-roles/oil-and-gas-software)

[ Ports + Terminals ](https://www.rayven.io/industries-and-roles/port-management-software)

[ Real Estate + Property Services ](https://www.rayven.io/industries-and-roles/real-estate-software-automation-ai)

[ Retail ](https://www.rayven.io/industries-and-roles/retail-process-automation-ai-software)

[ Smart Communities + Local Government     ](https://www.rayven.io/industries-and-roles/smart-communities-local-government-software)

[ Supply Chain + Logistics ](https://www.rayven.io/industries-and-roles/supply-chain-software)

[ Water + Wastewater ](https://www.rayven.io/industries-and-roles/water-management-software)

[    → All Industries ](https://www.rayven.io/industries-and-roles)

Job Roles

[ Digital Teams ](https://www.rayven.io/industries-and-roles/ai-for-digital-teams)

[ CIOs + IT Teams ](https://www.rayven.io/industries-and-roles/cios)

[ Ops Teams ](https://www.rayven.io/industries-and-roles/ai-for-operations)

[ Data Teams ](https://www.rayven.io/industries-and-roles/for-data-engineering-platform)

[ Senior Management ](https://www.rayven.io/industries-and-roles/senior-management)

[![ACCOUNTANCY SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212189506726.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJXjEOQkYc9Nlro0%2BR%2Fs7R%2FrCJial7dmyEwTpNv9ZLMrsYNp9aPeBlUfgPvG%2FY4GlUtsTENIarvoFZXPQKT2GnsloKwMvNjFwDPZYetoN18nrWGbkVWIBVCQr8ChNHLAo84g4KsOBY%2FQhO9AqI%2FagAiri8H%2BL9%2FHCaODNfuqO%2BaRbwjpCQmpagkNS8yjZF5ut%2Fw3WN3x5MdCwO3Ji2pww%3D%3D&webInteractiveContentId=212189506726&portalId=8302174)

[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL2TXvXOknkvb8PPeSg2kEYZw7FXwtiIdFWmK%2BjCV9mMNhl%2Fne0EywGcYAk8I6yYtwGg5fKFS4oBZpdoKEOni4RcJZgBfrRQUYJKaFjlZYAHYathJgCAFtlAFWQiUirssMEh2dReWIJxoxc4qtOR0XkDZ3YhRu7qO5HQmYFeJRBT%2FHtdSTbplT3H0J74AUR0YDjwFmqTJdHfg%3D%3D&webInteractiveContentId=212411106062&portalId=8302174)

[![CONSTRUCTION](https://no-cache.hubspot.com/cta/default/8302174/interactive-188704717191.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIYtKO6tbX%2BQBB64WAWOeWMkXSiwE7YgSiZ%2Fow8ytn9jdMRA1%2BBz8E%2BvA8NHUuBtXRMzsKntzajpfMJHvTdPpBlJ5%2FKNDYYDejA8nc9sM5OslWOTkGh8bGydl4vyGXv16emsSd9UoUsvkWr1hlTqF%2FQFQnKoYMIbCXokfdGN1Ph5%2FiHw9%2FtqEYVe0Us1lBU%2FLpsfkRUGCuNxw%3D%3D&webInteractiveContentId=188704717191&portalId=8302174)

[![EDUCATION](https://no-cache.hubspot.com/cta/default/8302174/interactive-212194125581.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLtD83QE4e5pqJ5bRwATJ%2BrqKuj2TYx0JOXtoedR2CXw3lytmOGOUkUN4bTbs4S7%2BdT1zlDzK%2BHy1RESecEaCIPkgG0wl6TGhMs9nMWEYZYG9lbqOyiKe5uhAljZ5zQfe1UWhSx6CP%2F3pgFaGdmmyiodXLpcdUHNOeD29knIkJHStFPo4%2BAa%2Bf46e%2FiFIAbv8z%2FLc1czgK3p1WeJvexx6g%3D&webInteractiveContentId=212194125581&portalId=8302174)

[![ENERGY + UTILITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583147.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL1Xi073KxFm5KPiZUSwHDHBRO4IhiBVFHrq5jYbcuULFngE9GPvy9aBnWcPBcxU01JEMhn5%2Bqn4oYC5PKFeZgoAjehaY6OOa6CAVvWSq10manUQ51l%2FviIM0jpZw1MwlBuL%2Blw%2FiqSxu8MLMuscFIdI2T3JqutpWabNDPRQ6fdg09u7fe3P%2BwYJBUw7NcOMb5lO8068DZa959XFWg%3D&webInteractiveContentId=185830583147&portalId=8302174)

[![ENGINEERING](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970116.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJO4ts3e1xDnUCiQLL%2B5btWXTSI3%2BA4UlPuEx00CgNsEO0T7dVxT9y6ulugtw2wn%2B%2Fqer9SZf3iSCIwmz%2FvTwoKUIzZOSae3%2BOTBewfmnHm4qpgDnwcB16kiwmJqYYY%2F3saHeTBS2FvZfMLr%2FemX75irth7lN%2BSN9KNb7ofT1rVVO6l0d6eZAjj%2BFpuYPr%2FO9lzbYPmHKIBD5v2byzwa04kqg%3D%3D&webInteractiveContentId=212252970116&portalId=8302174)

[![ENVIRONMENTAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583197.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLQPmCh%2Fn%2BSwYKzjcNT2AV2ngr14I%2F0JR3s9ke8hZ7tbWztBalL2Rt0URqE2ZCS2xLK3tSyY7p5Dlf5MYv6r2Jh9%2BScKvYEw1OfMTlEjuYRxQ4OepDuMsSGtQ8reK0LjBKtG4TsMY5Eurk%2BMgxt4ObhkAAyK0eMYKGXb%2BSn1EWdFMj0CRQUGKA4rP9Pwwx%2F%2FaUF0gzdvE5mq9mL5svAC6tYoK4%3D&webInteractiveContentId=185830583197&portalId=8302174)

[![FACILITY + SITE MANAGEMENT](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583348.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLkaazbJbRWb7JR4mdcWGin%2FkLFgtZ%2BrhnqAz1w9QIb3fFMopG3J%2BHQB2xLWLojwKJJtzJ5Mr%2BwoaMVeiZcfASU%2FBPxy80wXTK9XZ%2BBQqGwjokqIyXB0W7kp522stIFb4XpJmnynu3522ijbgiD2GgGqp0kWr375djfrtTAJxqpMHU%2BH7bIfwWyUyyKJ0gOzcaA1It6EBt%2Bnfo2Ayy4fPs%3D&webInteractiveContentId=185830583348&portalId=8302174)

[![FINANCIAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212048335709.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJbrc401LSbaKOeKD9Mrgn9mkpynZxXXR48zysTP%2Fga%2F1Xuk0OuNfmagTVjlESoi8xEyStuVt4QaFQAjg1A7B7f85tFyWIzu%2BhG%2Bsxaqlt2ryWgO%2FzYqh%2Badjz9vthxoweePtLZ8RAenJHP7M4zx%2FTex4Y7iXE0Slvk3IzbVMJkrvoSrHPp%2F3KJ45SSj4kwAP1MlmYj4pxm%2BIoCx99EHw%3D%3D&webInteractiveContentId=212048335709&portalId=8302174)

[![GOVERNMENT + PUBLIC SECTOR](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198824049.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIjmvJ%2FtxSe130iHBLrNaHvIpgh6ZITVcGuN%2FD3pPXyIghRjqbmFCkfGWLXoUPPyuzE9bhVxg8%2FcaBP6RCFwErl9Nq7FFjE5%2B2a9tIBFUSdhBNH7W2%2BM8l5Ux%2FpAYn9FJVfuzmZs7%2BGio0F%2FoIQIRJS%2BCGE7GehDLzsEh2nakbwa07vuIi6%2FLsI1g8xkneNWoqbKg36Uq8mM5rVgUyGX1dBt%2BX00SGAqzvZxBP1C%2BfF1w%3D%3D&webInteractiveContentId=212198824049&portalId=8302174)

[![HEALTHCARE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970021.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLK6vKVnTwoYrAO%2FgdAxpmdN4Ri7AjK9mmC7hlSNLiVjuiWmk6SzwThPJuGZWaIXX7i5QLRcM48vDbEIPK5I4%2FiCsj1IhfdrXlcxGE7nFI9MGcO%2BPvg8MUGcpc81Y7VKnPVJRzd8wxR6w%2BU9wE0vM%2FXWigmGE5p6QiD0Knc5ayN28mUPrFVo%2FC61XIC%2BgWYuuhNoaJhTifCbPFjsL1J6nt9V&webInteractiveContentId=212252970021&portalId=8302174)

[![HOSPITALITY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992323.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJzEOTCE5TUb3bcePQbdHCs%2FxOL0wqeNh3E%2FxHgCyYI4SYXbZ2viVDM9XTCEyRPqC7vBaUUGyQVrzYl6OjpWE7S6vOQBfg2O2mnhRwEO20odniOdqlebNpJvb9uPiWwIIFyUHWSy%2FggS50twD70vZm18B1i6a6cwl1r2wWHl6NlphRrCkTbkeqz0DK7WlWNcc5TG3eMeZYWGeeSfJ%2BATASmZA%3D%3D&webInteractiveContentId=212252992323&portalId=8302174)

[![INFRASTRUCTURE](https://no-cache.hubspot.com/cta/default/8302174/interactive-209889313868.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJmv1wOhHNxXloQcfKc1DJCW8URf6Zn2Ah%2BKb6ZxNBAOyJaYoLyLASZesx7Ts6jvJ1LWXgCaXQNWnDTod5y%2FdE93QIrfBHYdj7wmbZuMsTUh3ajmKjNA86J2slLf65Vxae02luBrR6tI%2Bn6Z3VNgLCUnln9Zu7CjDw9Pyoq%2BvCe0%2BqrRMg1QVz5Jl86zy01ECl1oI9TJCWp8UTy4UUIHwLUhpgsuX4%3D&webInteractiveContentId=209889313868&portalId=8302174)

[![INSURANCE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992321.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLf5Jms6YQ7tfrkEGcu%2BEo%2BqJPPo8C3dZboBK71MKqFt4uaOdUjFv5sKqIt8n5VIRbDIzJEMDQVXYeB6RPTvFwrHalT4wOFyiYADHC0%2Frc8YUDUya8nZC4b0MPx3ovDgi9SVcL8l8%2FvpQzE2ep9%2B9VPT9fM0wpn7wdCRUSbTWKkUkmLnDq5UM6HAo6%2BiGDtZS1nfwTu1TtXLHabqSeUC1E%3D&webInteractiveContentId=212252992321&portalId=8302174)

[![MANUFACTURING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583392.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLvCbVV3LNpb8taPThNFG3b8zregbpPq8VjmIYM4KYV8YtBMzSY7rLS0BQoX4GtsUS2HTqU0A3O45OVEqr27fjmy0I9Y3xenCDUr4Lo7tXb5DvILEr269HIesvX0jsVi3kU%2BHXQNq75MtP2acX%2BxFiXZ6VrdLayXG5j1dIXt2X03TXZducsfn55pBy0PON2EM47scHIlFYD89w%3D&webInteractiveContentId=185830583392&portalId=8302174)

[![MINING + QUARRYING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583441.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIBCrapENQZwml3QgjcCTBhrF0WQ5zsIcnoLYqhT%2FDZZD91zO6Hu6gPFOrtjr5JBYTMivvD4lbO0LeuZpLPWcX7Zx7ehQMsb3wBF4yIkHBvYQvg2fCZUB5eesqIFha%2Fgy4UfkTVywi1SIvbZAYJ%2FVi9ZLlrdWm3FZMx6MV4yDhVPlY7n0gFfHe0jqO0JSH2tNDYTg%3D%3D&webInteractiveContentId=185830583441&portalId=8302174)

[![<p>OIL + GAS</p>](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106068.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIi4JaG0VRvHHRCtJgmsSNZpKJM321eglfK6BPKcqmetdP79M5cHuF86Jt%2FFjkm%2BG%2B7G9sbOmZPTE2LxKclyawVNPm2TP71qBZHSifcPyy%2Flz%2BNb7gHvvOjFdj9zsP%2BxCJMz%2Fk5vftqArGv8NjxVOpeFJaSy9TCx1Ca6%2F5rnp3G1iRAA2MR7wHRjfkmu9fnnZHq&webInteractiveContentId=212411106068&portalId=8302174)

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIgnrhw%2FmoDnpU7yHTvshqghb0M0KTZkEBvC8qq8VKiJevjzcHbbf%2B9Tzulri1J0N6PiSBFTa7mZP9TGoHso%2FnzOp9VzzmAGASgzQ9ENnDYBbkHa9A%2FFrExD87zCIXKChfPu4iifUTB3EQz7x5OagS9nyK%2BgVMNSmm0eqp%2BEsScti9B%2FI%2BgCJ1jhVY4iJPsMMT6InVAs1EyRA%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[![REAL ESTATE + PROPERTY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252923295.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIoyUI47s3D%2BmiuZLkuZBLuCN%2BNZ1zezx%2BFpQxTH4e0gtdx3FTu8UP5LzoOFWRrt1MFBMr1ieKN8tMUZhE63HGHCp%2FMUyc4aUd96HxCEyHNcsLHnmw7jhFXH2VyIkS3CwsMPjdoJ2q6Wrud9KLVo%2BapTh%2F6uCq2xCU11hwo5THpGhG0FjmBS8v1m5RNPtCB25bz6zLsQ9CDr%2F1A6%2FQG%2FFAYQH0bVSw%3D&webInteractiveContentId=212252923295&portalId=8302174)

[![RETAIL](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198816260.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIWj2QBFSVFNIENgaWiUVXt1Ma1NX2owZ6MrNWptC%2BXCDkcdUT8b9WWUuOd%2FoCQj%2F48Unac%2BEALa%2FJOzqEa8piJNsmZJ2C1y76puxyIdw7gTEKtt%2BHe2Kn6%2Fsxl2e4nkfqRHEvAwCRFG3NY%2FjFXK9mEWT9tfeldWuomgHzgmNktpLz8AgFCX2brbaa5EDO9LrNqxPaTG3tEJZ0ZGjdafGYA4fI6A8nIB6o%3D&webInteractiveContentId=212198816260&portalId=8302174)

[![SMART COMMUNITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394774.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJeM2LwM7UddHmg6lbFShLWRa%2FOq7E27eYStNHGOFu0ah71L82fyX6rN4fol63gDtHlvi1yTeZJq8zqe%2FtI%2B4ff6%2BCm4RhMSVCDsT1nuybzsKOXpuMBAPREs72TaU%2BRYR%2BJR1cVSFq6kTQkO50GQ%2BZggO0QoUnFfiy6CgIJwSGL0e3Bk%2FSyh4r31P4pZfs5VxPJ06Of1I4BHap1VAMbanUmD52OSQs%3D&webInteractiveContentId=185825394774&portalId=8302174)

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIgnrhw%2FmoDnpU7yHTvshqghb0M0KTZkEBvC8qq8VKiJevjzcHbbf%2B9Tzulri1J0N6PiSBFTa7mZP9TGoHso%2FnzOp9VzzmAGASgzQ9ENnDYBbkHa9A%2FFrExD87zCIXKChfPu4iifUTB3EQz7x5OagS9nyK%2BgVMNSmm0eqp%2BEsScti9B%2FI%2BgCJ1jhVY4iJPsMMT6InVAs1EyRA%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[![WATER + WASTEWATER](https://no-cache.hubspot.com/cta/default/8302174/interactive-210017685433.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLzLNQPr8N58t7bNXvP9CiD84Vn%2BK75cJ5zkP7H0hIqgRJlWLr2y%2B5SC83LU%2F0JQGUmTfABWyburlyP1gQGQsD57c2dzo37zxtKko5FfqT4VjVFUWKDFQOVta4yZbw55Opik9A9tzoZuSma2mTGXzMwRtQoxvzH9XoAtprWNO2GbBNjdD9dqhyTm19wi4EpEX4NmaSIKj8hbR1pR3U%3D&webInteractiveContentId=210017685433&portalId=8302174)

[![Rayven is flexible. Our technology's built for industry + its many use cases.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790018105.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKHvzuDy2SdW3gGTtQsC00OwIPjd4InB2pDaLOeSAScVFXVUFbXQ430uLW%2BaUhs5dgO1bM1OywQFdWzLRdkeCdZZ8GVaSOODcummwzxdiRswHy1YrewConKtWNew1%2BGRe1a54lYNVgb4uBLvPF9hyb1Iay%2FfHLOP94gUUXYcCBjXA%3D%3D&webInteractiveContentId=183790018105&portalId=8302174)

[![Unite Ops data, deliver real-time intelligence + get custom apps with AI capabilities.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618741.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKqCqVMjojWCQLZ2KyZcVjq6rYyUxHLq%2Fl6nUzEnCvAWM9lTY0R57WlT3rc62ypz%2BVc7QIwwQrlO4DyRY1DUwYGDuAghFCmxx8%2FVd5HuX1sMxEr48eNtdGmr8OmiesI0mv8%2B%2FrsCNcPCdxx7%2B8FFmZ2%2BhsExtL%2F7SvFQx7C%2BlIUOjUGyX94VZlq1vNudQ%3D%3D&webInteractiveContentId=185785618741&portalId=8302174)

[![Get custom operational systems + data solutions without the IT headache.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185786401415.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLmZXXDxutbzxtNabzkfJMf2BhqJQe3VQBbvAMrAFxGmKGCFTjcEpPnrQY0AC2BjTQlIDI4vZDC04H0mfORg56niHWETMa1j4A2Rg7yDqxwvnrIVGpjMMtG9cMQBlinN%2BYmTdF%2BgJEj5ZVRZ1NgdbWef1HJOhyscIVVMgg%2B&webInteractiveContentId=185786401415&portalId=8302174)

[![Reduce manual work, spot issues earlier + add real-time intelligence, anywhere.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618782.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKbH%2B4UDMv%2BIxLb211svrV84LWsTZ7GWeTylxvLemoJ28uFVdVeKE5DzcM9fwQms5Xs3vRloBVF9zPmVVaMJCDcMzTJc3vOnHPlM%2BLm6DJ%2BYFMg3nrd5zGJhfJKDmtMR81SiVenQkwuDxsykXdMQstV6dQ%2FPMzIzmIKw5XDPCEE3hbe3VPQotjfUw%3D%3D&webInteractiveContentId=185785618782&portalId=8302174)

[![Ingest, transform + orchestrate real-time data pipelines, dashboards, apps - anything!](https://no-cache.hubspot.com/cta/default/8302174/interactive-194116561808.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL3qx0yeLEqSii4WWBC5UgvAgBdReP%2B3ptz5jTwp9hFwuSryU9GMBGSyG%2FpF%2ByrxkwOoGtaxIRqGcYzxG5JlQHRHlWi6tQa1N1JY6S7vBykAcVEPqCJaLbJtPb8wICSWr8nDTTMWlBqqxBJyjo%2BgevajFoT9WjH9TBaO6kfnlwjbJD43eZW1slmkSpW8ypzRJRtGNSCLQ%3D%3D&webInteractiveContentId=194116561808&portalId=8302174)

[![Improve real-time transparency, decision-making + empower your people to improve.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618812.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJq5Fl7q4v01myI%2F4CNKGyy%2BuAzyQqjNqRRE%2B4Vo22%2F5WBDPqkZPwIZhcyg%2FFV0L34WMrZYlHVb%2BRnvjIPZY6ZrSGEBhzPKe691xRHB4yzxwHBLcTobjkeMP031MHMz03L%2FrnZbjTI3tbuDtyWApjCDKpHP3OX28NjlBa%2B1ZkAZmfrXisWohwwQKg%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

Overview

[ Services Overview           ](https://www.rayven.io/services)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

[ Asset Management ](https://www.rayven.io/services/asset-management-engagement)

[ Custom Software for Industrial Services ](https://www.rayven.io/custom-software-industrial-services-engagement)

[ Execution Gap ](https://www.rayven.io/services/execution-gap)

[ Industrial IIoT ](https://www.rayven.io/services/industrial-iiot)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

[ Partner Home ](https://www.rayven.io/partners)

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[ Partner Directory ](https://www.rayven.io/partners/directory)

We Partner With

[ MSPs ](https://www.rayven.io/partners/msps)

[ IoT Devices + Hardware ](https://www.rayven.io/partners/iot-hardware-vendors)

[ Consultancies ](https://www.rayven.io/partners/specialist-consultancies)

[ Industrial Automation ](https://www.rayven.io/partners/industrial-automation-scada)

[ OEMs ](https://www.rayven.io/partners/industrial-oems)

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[ Integrators ](https://www.rayven.io/partners/systems-integrators)

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Library

[ ALL ](https://www.rayven.io/blog)

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[ Readiness Assessment           ](https://www.rayven.io/tools/readiness-assessment)

[ Webinars ](https://www.rayven.io/blog/tag/webinars)

Our Company

[ About Rayven ](https://www.rayven.io/about)

[ Contact Us ](https://www.rayven.io/contact)

[ Knowledge Base ](https://insights.rayven.io/knowledge)

[ Media Coverage ](https://www.rayven.io/blog/tag/media-coverage)

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**

[ Partner with Rayven ](https://www.rayven.io/partners)

 Solutions

**

[![CustomAI](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/CustomAI.png)

**Custom AI + Agents**

Train and deploy AI trained on your files, systems + data.

](https://www.rayven.io/solutions/custom-ai-solutions)

**

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Rayven MCP

](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Data Fabric

](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Agents

](https://www.rayven.io/solutions/custom-ai-solutions/agentic-ai)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Private LLM

](https://www.rayven.io/solutions/custom-ai-solutions/private-llm)

[![4-Build-Solution-orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/4-Build-Solution-orange-bev.png)

**Custom Applications**

We build tools, apps + software over the top of your existing stack.

](https://www.rayven.io/solutions/custom-software)

**

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

Field Applications

](https://www.rayven.io/solutions/data-collection-software)

[![2-Unify-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/2-Unify-Solution-Orange-bev.png)

**Integrations**

Integrate and move data across all your systems, assets + files.

](https://www.rayven.io/solutions/data-integration-platform)

**

[![Data-Platform](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/Data-Platform.png)

**Unified Data Platforms**

Complete platforms, pipelines, hybrid storage + real-time orchestration.

](https://www.rayven.io/solutions/unified-data-platform)

**

[![3-Act-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/3-Act-Solution-Orange-bev.png)

**Automations**

Design and run real-time automation across systems, data + workflows.

](https://www.rayven.io/solutions/automation-software)

**

[![5-Context-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/5-Context-Solution-Orange-bev.png)

**IoT Solutions**

IoT platform for building custom IoT solutions that work with any device.

](https://www.rayven.io/iot-platform)

**

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKMhzyD3NTANABWaJgwytTjjaMwj3ZIQ4YFBg57jLk1DHULjcl21JRc6adPQzb8MU3iS1rd8enx%2BAdBm9f7uTQVdiR63LWhkVF57qFM9NoOpvKVgsa%2BT3DxYMAG3FkZUNCibw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[ Platform ](https://www.rayven.io/platform)

**

[![Rayven-fav-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Rayven-fav-icon.svg)

**Platform Overview**

A unified platform to integrate, automate, and build custom AI + apps.

](https://www.rayven.io/platform)

**

[![integration-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-layer.svg)

**Integration Layer**

Connects IT, OT, SaaS, IoT, APIs, files + more into one pipeline.

](https://www.rayven.io/platform/integration)

**

[![integration-file-uploads](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-file-uploads.svg)

File Uploads

](https://www.rayven.io/platform/integration/file-uploads)

[![integration-ai-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-ai-connectors.svg)

AI Connectors

](https://www.rayven.io/platform/integration/ai-connectors)

[![integration-it-ot-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-it-ot-connectors.svg)

IT / OT Connectors

](https://www.rayven.io/platform/integration/prebuilt-connectors)

[![integration-custom-integrations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-custom-integrations.svg)

Custom Integrations

](https://www.rayven.io/platform/integration/custom-integrations)

[![integration-api-endpoints](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-api-endpoints.svg)

API Endpoints

](https://www.rayven.io/platform/integration/api-endpoints)

[![integration-iot-devices-protocols](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-iot-devices-protocols.svg)

IoT Devices + Protocols

](https://www.rayven.io/platform/integration/iot-devices-protocols)

[![integration-forms-manual-input](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-forms-manual-input.svg)

Forms + Manual Input

](https://www.rayven.io/platform/integration/forms-manual-input)

[![integration-streaming-data](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-streaming-data.svg)

Streaming Data

](https://www.rayven.io/platform/integration/streaming-data-connectors)

[![data-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-layer.svg)

**Data Layer**

Transforms + contextualises your data into an AI-ready source of truth.

](https://www.rayven.io/platform/data)

**

[![data-real-time-data-processing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-real-time-data-processing.svg)

Real-Time Data Processing

](https://www.rayven.io/platform/data/real-time-data-processing)

[![data-unified-data-tables](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-unified-data-tables.svg)

Unified Data Tables

](https://www.rayven.io/platform/data/unified-data-tables)

[![data-data-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-management.svg)

Data Management

](https://www.rayven.io/platform/data/data-management)

[![data-data-transformation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-transformation.svg)

Data Transformation

](https://www.rayven.io/platform/data/data-transformation)

[![data-file-parsing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-file-parsing.svg)

File Parsing

](https://www.rayven.io/platform/data/file-parsing)

[![data-calculation-aggregation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-calculation-aggregation.svg)

Calculation + Aggregation

](https://www.rayven.io/platform/data/calculation-aggregation)

[![data-ai-models-training](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-ai-models-training.svg)

AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

[![data-data-storage](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-storage.svg)

Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![execution-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-layer.svg)

**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

](https://www.rayven.io/platform/execution)

**

[![execution-workflows-triggers](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-workflows-triggers.svg)

Workflows + Triggers

](https://www.rayven.io/platform/execution/workflows-triggers)

[![execution-control-automation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-control-automation.svg)

Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

[![execution-predictive-ai-machine-learning](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-predictive-ai-machine-learning.svg)

Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

[![execution-gen-ai-ai-agents](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-gen-ai-ai-agents.svg)

Gen AI + AI Agents

](https://www.rayven.io/platform/execution/gen-ai-agents)

[![execution-approvals-exceptions](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-approvals-exceptions.svg)

Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

[![rayven-mcp-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/rayven-mcp-icon.svg)

Rayven MCP

](https://www.rayven.io/platform/execution/rayven-mcp)

[![presentation-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-layer.svg)

**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

](https://www.rayven.io/platform/presentation)

**

[![presentation-dashboards-visualizations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dashboards-visualizations.svg)

Dashboards + Visualizations

](https://www.rayven.io/platform/presentation/dashboards-visualizations)

[![presentation-widgets-ui-components](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-widgets-ui-components.svg)

Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

[![presentation-notifications-alerts](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-notifications-alerts.svg)

Notifications + Alerts

](https://www.rayven.io/platform/presentation/notifications-alerts)

[![presentation-dynamic-reports](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dynamic-reports.svg)

Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

[![presentation-custom-form-builder](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-custom-form-builder.svg)

Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

[![presentation-screen-flows-hierarchies](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-screen-flows-hierarchies.svg)

Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

[![presentation-html-javascript](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-html-javascript.svg)

HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

[![presentation-qr-code-generator](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-qr-code-generator.svg)

QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

[![presentation-conversational-analytics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-conversational-analytics.svg)

Conversational Analytics

](https://www.rayven.io/platform/presentation/conversational-analytics)

[![security-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-layer.svg)

**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

](https://www.rayven.io/platform/security)

**

[![security-hosting-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-hosting-management.svg)

Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

[![security-white-labelling](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-white-labelling.svg)

White Labelling

](https://www.rayven.io/platform/security/white-labelling)

[![security-deployment-architecture](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-deployment-architecture.svg)

Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

[![security-users-roles-access](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-users-roles-access.svg)

Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

[![security-usage-metrics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-usage-metrics.svg)

Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

[![security-enterprise-security](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-enterprise-security.svg)

Enterprise Security

](https://www.rayven.io/platform/security/enterprise-security)

[![security-governance-controls](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-governance-controls.svg)

Governance + Controls

](https://www.rayven.io/platform/security/governance-controls)

[![security-audit-trails-logs](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-audit-trails-logs.svg)

Audit Trails + Logs

](https://www.rayven.io/platform/security/audit-trails-logs)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKMhzyD3NTANABWaJgwytTjjaMwj3ZIQ4YFBg57jLk1DHULjcl21JRc6adPQzb8MU3iS1rd8enx%2BAdBm9f7uTQVdiR63LWhkVF57qFM9NoOpvKVgsa%2BT3DxYMAG3FkZUNCibw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[ Industries + Roles ](https://www.rayven.io/industries-and-roles)

**

### Sectors

[ Accountancy ](https://www.rayven.io/industries-and-roles/accounting-ai-automation-custom-software)

**

[![ACCOUNTANCY&nbsp;SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212189506726.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJXjEOQkYc9Nlro0%2BR%2Fs7R%2FrCJial7dmyEwTpNv9ZLMrsYNp9aPeBlUfgPvG%2FY4GlUtsTENIarvoFZXPQKT2GnsloKwMvNjFwDPZYetoN18nrWGbkVWIBVCQr8ChNHLAo84g4KsOBY%2FQhO9AqI%2FagAiri8H%2BL9%2FHCaODNfuqO%2BaRbwjpCQmpagkNS8yjZF5ut%2Fw3WN3x5MdCwO3Ji2pww%3D%3D&webInteractiveContentId=212189506726&portalId=8302174)

[ Agribusiness ](https://www.rayven.io/industries-and-roles/agribusiness-software)

**

[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL2TXvXOknkvb8PPeSg2kEYZw7FXwtiIdFWmK%2BjCV9mMNhl%2Fne0EywGcYAk8I6yYtwGg5fKFS4oBZpdoKEOni4RcJZgBfrRQUYJKaFjlZYAHYathJgCAFtlAFWQiUirssMEh2dReWIJxoxc4qtOR0XkDZ3YhRu7qO5HQmYFeJRBT%2FHtdSTbplT3H0J74AUR0YDjwFmqTJdHfg%3D%3D&webInteractiveContentId=212411106062&portalId=8302174)

[ Construction ](https://www.rayven.io/industries-and-roles/construction-software)

**

[![CONSTRUCTION](https://no-cache.hubspot.com/cta/default/8302174/interactive-188704717191.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIYtKO6tbX%2BQBB64WAWOeWMkXSiwE7YgSiZ%2Fow8ytn9jdMRA1%2BBz8E%2BvA8NHUuBtXRMzsKntzajpfMJHvTdPpBlJ5%2FKNDYYDejA8nc9sM5OslWOTkGh8bGydl4vyGXv16emsSd9UoUsvkWr1hlTqF%2FQFQnKoYMIbCXokfdGN1Ph5%2FiHw9%2FtqEYVe0Us1lBU%2FLpsfkRUGCuNxw%3D%3D&webInteractiveContentId=188704717191&portalId=8302174)

[ Education ](https://www.rayven.io/industries-and-roles/custom-education-software-ai)

**

[![EDUCATION](https://no-cache.hubspot.com/cta/default/8302174/interactive-212194125581.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLtD83QE4e5pqJ5bRwATJ%2BrqKuj2TYx0JOXtoedR2CXw3lytmOGOUkUN4bTbs4S7%2BdT1zlDzK%2BHy1RESecEaCIPkgG0wl6TGhMs9nMWEYZYG9lbqOyiKe5uhAljZ5zQfe1UWhSx6CP%2F3pgFaGdmmyiodXLpcdUHNOeD29knIkJHStFPo4%2BAa%2Bf46e%2FiFIAbv8z%2FLc1czgK3p1WeJvexx6g%3D&webInteractiveContentId=212194125581&portalId=8302174)

[ Energy + Utilities ](https://www.rayven.io/industries-and-roles/energy-utilities-software)

**

[![ENERGY + UTILITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583147.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL1Xi073KxFm5KPiZUSwHDHBRO4IhiBVFHrq5jYbcuULFngE9GPvy9aBnWcPBcxU01JEMhn5%2Bqn4oYC5PKFeZgoAjehaY6OOa6CAVvWSq10manUQ51l%2FviIM0jpZw1MwlBuL%2Blw%2FiqSxu8MLMuscFIdI2T3JqutpWabNDPRQ6fdg09u7fe3P%2BwYJBUw7NcOMb5lO8068DZa959XFWg%3D&webInteractiveContentId=185830583147&portalId=8302174)

[ Engineering ](https://www.rayven.io/industries-and-roles/custom-engineering-software-ai)

**

[![ENGINEERING](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970116.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJO4ts3e1xDnUCiQLL%2B5btWXTSI3%2BA4UlPuEx00CgNsEO0T7dVxT9y6ulugtw2wn%2B%2Fqer9SZf3iSCIwmz%2FvTwoKUIzZOSae3%2BOTBewfmnHm4qpgDnwcB16kiwmJqYYY%2F3saHeTBS2FvZfMLr%2FemX75irth7lN%2BSN9KNb7ofT1rVVO6l0d6eZAjj%2BFpuYPr%2FO9lzbYPmHKIBD5v2byzwa04kqg%3D%3D&webInteractiveContentId=212252970116&portalId=8302174)

[ Environmental Services ](https://www.rayven.io/industries-and-roles/environmental-services-software)

**

[![ENVIRONMENTAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583197.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLQPmCh%2Fn%2BSwYKzjcNT2AV2ngr14I%2F0JR3s9ke8hZ7tbWztBalL2Rt0URqE2ZCS2xLK3tSyY7p5Dlf5MYv6r2Jh9%2BScKvYEw1OfMTlEjuYRxQ4OepDuMsSGtQ8reK0LjBKtG4TsMY5Eurk%2BMgxt4ObhkAAyK0eMYKGXb%2BSn1EWdFMj0CRQUGKA4rP9Pwwx%2F%2FaUF0gzdvE5mq9mL5svAC6tYoK4%3D&webInteractiveContentId=185830583197&portalId=8302174)

[ Facility + Site Management                  ](https://www.rayven.io/industries-and-roles/facility-management-software)

**

[![FACILITY + SITE&nbsp;MANAGEMENT](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583348.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLkaazbJbRWb7JR4mdcWGin%2FkLFgtZ%2BrhnqAz1w9QIb3fFMopG3J%2BHQB2xLWLojwKJJtzJ5Mr%2BwoaMVeiZcfASU%2FBPxy80wXTK9XZ%2BBQqGwjokqIyXB0W7kp522stIFb4XpJmnynu3522ijbgiD2GgGqp0kWr375djfrtTAJxqpMHU%2BH7bIfwWyUyyKJ0gOzcaA1It6EBt%2Bnfo2Ayy4fPs%3D&webInteractiveContentId=185830583348&portalId=8302174)

[ Financial Services ](https://www.rayven.io/industries-and-roles/financial-services-software)

**

[![FINANCIAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212048335709.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJbrc401LSbaKOeKD9Mrgn9mkpynZxXXR48zysTP%2Fga%2F1Xuk0OuNfmagTVjlESoi8xEyStuVt4QaFQAjg1A7B7f85tFyWIzu%2BhG%2Bsxaqlt2ryWgO%2FzYqh%2Badjz9vthxoweePtLZ8RAenJHP7M4zx%2FTex4Y7iXE0Slvk3IzbVMJkrvoSrHPp%2F3KJ45SSj4kwAP1MlmYj4pxm%2BIoCx99EHw%3D%3D&webInteractiveContentId=212048335709&portalId=8302174)

[ Government + Public Sector ](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions)

**

[![GOVERNMENT + PUBLIC SECTOR](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198824049.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIjmvJ%2FtxSe130iHBLrNaHvIpgh6ZITVcGuN%2FD3pPXyIghRjqbmFCkfGWLXoUPPyuzE9bhVxg8%2FcaBP6RCFwErl9Nq7FFjE5%2B2a9tIBFUSdhBNH7W2%2BM8l5Ux%2FpAYn9FJVfuzmZs7%2BGio0F%2FoIQIRJS%2BCGE7GehDLzsEh2nakbwa07vuIi6%2FLsI1g8xkneNWoqbKg36Uq8mM5rVgUyGX1dBt%2BX00SGAqzvZxBP1C%2BfF1w%3D%3D&webInteractiveContentId=212198824049&portalId=8302174)

[ Healthcare ](https://www.rayven.io/industries-and-roles/custom-software-ai-healthcare)

**

[![HEALTHCARE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970021.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLK6vKVnTwoYrAO%2FgdAxpmdN4Ri7AjK9mmC7hlSNLiVjuiWmk6SzwThPJuGZWaIXX7i5QLRcM48vDbEIPK5I4%2FiCsj1IhfdrXlcxGE7nFI9MGcO%2BPvg8MUGcpc81Y7VKnPVJRzd8wxR6w%2BU9wE0vM%2FXWigmGE5p6QiD0Knc5ayN28mUPrFVo%2FC61XIC%2BgWYuuhNoaJhTifCbPFjsL1J6nt9V&webInteractiveContentId=212252970021&portalId=8302174)

[ Hospitality ](https://www.rayven.io/industries-and-roles/custom-hospitality-software-ai)

**

[![HOSPITALITY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992323.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJzEOTCE5TUb3bcePQbdHCs%2FxOL0wqeNh3E%2FxHgCyYI4SYXbZ2viVDM9XTCEyRPqC7vBaUUGyQVrzYl6OjpWE7S6vOQBfg2O2mnhRwEO20odniOdqlebNpJvb9uPiWwIIFyUHWSy%2FggS50twD70vZm18B1i6a6cwl1r2wWHl6NlphRrCkTbkeqz0DK7WlWNcc5TG3eMeZYWGeeSfJ%2BATASmZA%3D%3D&webInteractiveContentId=212252992323&portalId=8302174)

[ Infrastructure Management ](https://www.rayven.io/industries-and-roles/infrastructure-management-software)

**

[![INFRASTRUCTURE](https://no-cache.hubspot.com/cta/default/8302174/interactive-209889313868.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJmv1wOhHNxXloQcfKc1DJCW8URf6Zn2Ah%2BKb6ZxNBAOyJaYoLyLASZesx7Ts6jvJ1LWXgCaXQNWnDTod5y%2FdE93QIrfBHYdj7wmbZuMsTUh3ajmKjNA86J2slLf65Vxae02luBrR6tI%2Bn6Z3VNgLCUnln9Zu7CjDw9Pyoq%2BvCe0%2BqrRMg1QVz5Jl86zy01ECl1oI9TJCWp8UTy4UUIHwLUhpgsuX4%3D&webInteractiveContentId=209889313868&portalId=8302174)

[ Insurance ](https://www.rayven.io/industries-and-roles/custom-insurance-software-ai)

**

[![INSURANCE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992321.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLf5Jms6YQ7tfrkEGcu%2BEo%2BqJPPo8C3dZboBK71MKqFt4uaOdUjFv5sKqIt8n5VIRbDIzJEMDQVXYeB6RPTvFwrHalT4wOFyiYADHC0%2Frc8YUDUya8nZC4b0MPx3ovDgi9SVcL8l8%2FvpQzE2ep9%2B9VPT9fM0wpn7wdCRUSbTWKkUkmLnDq5UM6HAo6%2BiGDtZS1nfwTu1TtXLHabqSeUC1E%3D&webInteractiveContentId=212252992321&portalId=8302174)

[ Manufacturing ](https://www.rayven.io/industries-and-roles/manufacturing-software)

**

[![MANUFACTURING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583392.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLvCbVV3LNpb8taPThNFG3b8zregbpPq8VjmIYM4KYV8YtBMzSY7rLS0BQoX4GtsUS2HTqU0A3O45OVEqr27fjmy0I9Y3xenCDUr4Lo7tXb5DvILEr269HIesvX0jsVi3kU%2BHXQNq75MtP2acX%2BxFiXZ6VrdLayXG5j1dIXt2X03TXZducsfn55pBy0PON2EM47scHIlFYD89w%3D&webInteractiveContentId=185830583392&portalId=8302174)

[ Mining + Quarrying ](https://www.rayven.io/industries-and-roles/mining-software)

**

[![MINING + QUARRYING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583441.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIBCrapENQZwml3QgjcCTBhrF0WQ5zsIcnoLYqhT%2FDZZD91zO6Hu6gPFOrtjr5JBYTMivvD4lbO0LeuZpLPWcX7Zx7ehQMsb3wBF4yIkHBvYQvg2fCZUB5eesqIFha%2Fgy4UfkTVywi1SIvbZAYJ%2FVi9ZLlrdWm3FZMx6MV4yDhVPlY7n0gFfHe0jqO0JSH2tNDYTg%3D%3D&webInteractiveContentId=185830583441&portalId=8302174)

[ Oil + Gas ](https://www.rayven.io/industries-and-roles/oil-and-gas-software)

**

[![<p>OIL + GAS</p>](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106068.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIi4JaG0VRvHHRCtJgmsSNZpKJM321eglfK6BPKcqmetdP79M5cHuF86Jt%2FFjkm%2BG%2B7G9sbOmZPTE2LxKclyawVNPm2TP71qBZHSifcPyy%2Flz%2BNb7gHvvOjFdj9zsP%2BxCJMz%2Fk5vftqArGv8NjxVOpeFJaSy9TCx1Ca6%2F5rnp3G1iRAA2MR7wHRjfkmu9fnnZHq&webInteractiveContentId=212411106068&portalId=8302174)

[ Ports + Terminals ](https://www.rayven.io/industries-and-roles/port-management-software)

**

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIgnrhw%2FmoDnpU7yHTvshqghb0M0KTZkEBvC8qq8VKiJevjzcHbbf%2B9Tzulri1J0N6PiSBFTa7mZP9TGoHso%2FnzOp9VzzmAGASgzQ9ENnDYBbkHa9A%2FFrExD87zCIXKChfPu4iifUTB3EQz7x5OagS9nyK%2BgVMNSmm0eqp%2BEsScti9B%2FI%2BgCJ1jhVY4iJPsMMT6InVAs1EyRA%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[ Real Estate + Property Services ](https://www.rayven.io/industries-and-roles/real-estate-software-automation-ai)

**

[![REAL ESTATE + PROPERTY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252923295.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIoyUI47s3D%2BmiuZLkuZBLuCN%2BNZ1zezx%2BFpQxTH4e0gtdx3FTu8UP5LzoOFWRrt1MFBMr1ieKN8tMUZhE63HGHCp%2FMUyc4aUd96HxCEyHNcsLHnmw7jhFXH2VyIkS3CwsMPjdoJ2q6Wrud9KLVo%2BapTh%2F6uCq2xCU11hwo5THpGhG0FjmBS8v1m5RNPtCB25bz6zLsQ9CDr%2F1A6%2FQG%2FFAYQH0bVSw%3D&webInteractiveContentId=212252923295&portalId=8302174)

[ Retail ](https://www.rayven.io/industries-and-roles/retail-process-automation-ai-software)

**

[![RETAIL](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198816260.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIWj2QBFSVFNIENgaWiUVXt1Ma1NX2owZ6MrNWptC%2BXCDkcdUT8b9WWUuOd%2FoCQj%2F48Unac%2BEALa%2FJOzqEa8piJNsmZJ2C1y76puxyIdw7gTEKtt%2BHe2Kn6%2Fsxl2e4nkfqRHEvAwCRFG3NY%2FjFXK9mEWT9tfeldWuomgHzgmNktpLz8AgFCX2brbaa5EDO9LrNqxPaTG3tEJZ0ZGjdafGYA4fI6A8nIB6o%3D&webInteractiveContentId=212198816260&portalId=8302174)

[ Smart Communities + Local Government     ](https://www.rayven.io/industries-and-roles/smart-communities-local-government-software)

**

[![SMART COMMUNITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394774.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJeM2LwM7UddHmg6lbFShLWRa%2FOq7E27eYStNHGOFu0ah71L82fyX6rN4fol63gDtHlvi1yTeZJq8zqe%2FtI%2B4ff6%2BCm4RhMSVCDsT1nuybzsKOXpuMBAPREs72TaU%2BRYR%2BJR1cVSFq6kTQkO50GQ%2BZggO0QoUnFfiy6CgIJwSGL0e3Bk%2FSyh4r31P4pZfs5VxPJ06Of1I4BHap1VAMbanUmD52OSQs%3D&webInteractiveContentId=185825394774&portalId=8302174)

[ Supply Chain + Logistics ](https://www.rayven.io/industries-and-roles/supply-chain-software)

**

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIgnrhw%2FmoDnpU7yHTvshqghb0M0KTZkEBvC8qq8VKiJevjzcHbbf%2B9Tzulri1J0N6PiSBFTa7mZP9TGoHso%2FnzOp9VzzmAGASgzQ9ENnDYBbkHa9A%2FFrExD87zCIXKChfPu4iifUTB3EQz7x5OagS9nyK%2BgVMNSmm0eqp%2BEsScti9B%2FI%2BgCJ1jhVY4iJPsMMT6InVAs1EyRA%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[ Water + Wastewater ](https://www.rayven.io/industries-and-roles/water-management-software)

**

[![WATER + WASTEWATER](https://no-cache.hubspot.com/cta/default/8302174/interactive-210017685433.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLzLNQPr8N58t7bNXvP9CiD84Vn%2BK75cJ5zkP7H0hIqgRJlWLr2y%2B5SC83LU%2F0JQGUmTfABWyburlyP1gQGQsD57c2dzo37zxtKko5FfqT4VjVFUWKDFQOVta4yZbw55Opik9A9tzoZuSma2mTGXzMwRtQoxvzH9XoAtprWNO2GbBNjdD9dqhyTm19wi4EpEX4NmaSIKj8hbR1pR3U%3D&webInteractiveContentId=210017685433&portalId=8302174)

[    → All Industries ](https://www.rayven.io/industries-and-roles)

**

[![Rayven is flexible. Our technology's built for industry + its many use cases.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790018105.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKHvzuDy2SdW3gGTtQsC00OwIPjd4InB2pDaLOeSAScVFXVUFbXQ430uLW%2BaUhs5dgO1bM1OywQFdWzLRdkeCdZZ8GVaSOODcummwzxdiRswHy1YrewConKtWNew1%2BGRe1a54lYNVgb4uBLvPF9hyb1Iay%2FfHLOP94gUUXYcCBjXA%3D%3D&webInteractiveContentId=183790018105&portalId=8302174)

### Job Roles

[ Digital Teams ](https://www.rayven.io/industries-and-roles/ai-for-digital-teams)

**

[![Unite Ops data, deliver real-time intelligence + get custom apps with AI capabilities.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618741.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKqCqVMjojWCQLZ2KyZcVjq6rYyUxHLq%2Fl6nUzEnCvAWM9lTY0R57WlT3rc62ypz%2BVc7QIwwQrlO4DyRY1DUwYGDuAghFCmxx8%2FVd5HuX1sMxEr48eNtdGmr8OmiesI0mv8%2B%2FrsCNcPCdxx7%2B8FFmZ2%2BhsExtL%2F7SvFQx7C%2BlIUOjUGyX94VZlq1vNudQ%3D%3D&webInteractiveContentId=185785618741&portalId=8302174)

[ CIOs + IT Teams ](https://www.rayven.io/industries-and-roles/cios)

**

[![Get custom operational systems + data solutions without the IT headache.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185786401415.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLmZXXDxutbzxtNabzkfJMf2BhqJQe3VQBbvAMrAFxGmKGCFTjcEpPnrQY0AC2BjTQlIDI4vZDC04H0mfORg56niHWETMa1j4A2Rg7yDqxwvnrIVGpjMMtG9cMQBlinN%2BYmTdF%2BgJEj5ZVRZ1NgdbWef1HJOhyscIVVMgg%2B&webInteractiveContentId=185786401415&portalId=8302174)

[ Ops Teams ](https://www.rayven.io/industries-and-roles/ai-for-operations)

**

[![Reduce manual work, spot issues earlier + add real-time intelligence, anywhere.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618782.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKbH%2B4UDMv%2BIxLb211svrV84LWsTZ7GWeTylxvLemoJ28uFVdVeKE5DzcM9fwQms5Xs3vRloBVF9zPmVVaMJCDcMzTJc3vOnHPlM%2BLm6DJ%2BYFMg3nrd5zGJhfJKDmtMR81SiVenQkwuDxsykXdMQstV6dQ%2FPMzIzmIKw5XDPCEE3hbe3VPQotjfUw%3D%3D&webInteractiveContentId=185785618782&portalId=8302174)

[ Data Teams ](https://www.rayven.io/industries-and-roles/for-data-engineering-platform)

**

[![Ingest, transform + orchestrate real-time data pipelines, dashboards, apps - anything!](https://no-cache.hubspot.com/cta/default/8302174/interactive-194116561808.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL3qx0yeLEqSii4WWBC5UgvAgBdReP%2B3ptz5jTwp9hFwuSryU9GMBGSyG%2FpF%2ByrxkwOoGtaxIRqGcYzxG5JlQHRHlWi6tQa1N1JY6S7vBykAcVEPqCJaLbJtPb8wICSWr8nDTTMWlBqqxBJyjo%2BgevajFoT9WjH9TBaO6kfnlwjbJD43eZW1slmkSpW8ypzRJRtGNSCLQ%3D%3D&webInteractiveContentId=194116561808&portalId=8302174)

[ Senior Management ](https://www.rayven.io/industries-and-roles/senior-management)

**

[![Improve real-time transparency, decision-making + empower your people to improve.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618812.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJq5Fl7q4v01myI%2F4CNKGyy%2BuAzyQqjNqRRE%2B4Vo22%2F5WBDPqkZPwIZhcyg%2FFV0L34WMrZYlHVb%2BRnvjIPZY6ZrSGEBhzPKe691xRHB4yzxwHBLcTobjkeMP031MHMz03L%2FrnZbjTI3tbuDtyWApjCDKpHP3OX28NjlBa%2B1ZkAZmfrXisWohwwQKg%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

[ Services ](https://www.rayven.io/services)

**

### Overview

[ Services Overview           ](https://www.rayven.io/services)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

### Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

**

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[ Asset Management ](https://www.rayven.io/services/asset-management-engagement)

**

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[ Custom Software for Industrial Services ](https://www.rayven.io/custom-software-industrial-services-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

[ Execution Gap ](https://www.rayven.io/services/execution-gap)

**

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[ Industrial IIoT ](https://www.rayven.io/services/industrial-iiot)

**

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[ Partner ](https://www.rayven.io/partners)

**

### Overview

[ Partner Home ](https://www.rayven.io/partners)

**

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[ Become a Partner ](https://www.rayven.io/partners/become-a-partner)

**

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[ White Label Applications      ](https://www.rayven.io/partners/white-label-solutions)

**

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[ Partner Directory ](https://www.rayven.io/partners/directory)

**

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### We Partner With

[ MSPs ](https://www.rayven.io/partners/msps)

**

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[ IoT Devices + Hardware ](https://www.rayven.io/partners/iot-hardware-vendors)

**

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[ Consultancies ](https://www.rayven.io/partners/specialist-consultancies)

**

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[ Industrial Automation ](https://www.rayven.io/partners/industrial-automation-scada)

**

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[ OEMs ](https://www.rayven.io/partners/industrial-oems)

**

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[ Environmental / ESG ](https://www.rayven.io/partners/environmental-esg-monitoring)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

[ Integrators ](https://www.rayven.io/partners/systems-integrators)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

[ Connectivity + Telcos ](https://www.rayven.io/partners/connectivity-providers)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

[ Inspection / NDT ](https://www.rayven.io/partners/inspection-asset-integrity)

**

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[ Resources ](https://www.rayven.io/blog)

**

### Library

[ ALL ](https://www.rayven.io/blog)

**

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[ Articles + Blogs ](https://www.rayven.io/blog/tag/blogs)

**

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[ Brochures + eBooks ](https://www.rayven.io/blog/tag/brochures-ebooks)

**

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[ Case Studies ](https://www.rayven.io/case-study)

**

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[ Readiness Assessment           ](https://www.rayven.io/tools/readiness-assessment)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLI1V2iXPMrOc5zcfvST%2BfgW%2B6c89NgdIrci7VMlQT0IfeolXxLYQQ4IJPz0tntAGeHa4qeOQ%2BdkFUnFhiqClzkJk5GyLksLDxiHWk01u7kios8kDOelSQ1e22HnX4MetwTServqQN6SNeuSXvXAaw%2Bgvh2AE0YUJ2mGeMBAneI&webInteractiveContentId=185823046841&portalId=8302174)

[ Webinars ](https://www.rayven.io/blog/tag/webinars)

**

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### Our Company

[ About Rayven ](https://www.rayven.io/about)

**

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIx%2F7E4WvgrztHD%2FTLL3%2BJgUL6RIQG3xYbSsm4m9DCg4TbsZhTksGhnZOPQneCQ7z4vbOQdsBs4Esi8vt5ldXBGxgWO5DH2QQSbzxqwVBQ2DE5s85iFoe9hubZPDhCNTntg0GCJa1hC6N6nFzDsPab3n%2BhuVursu1UqLh063Vcprg%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

[ Contact Us ](https://www.rayven.io/contact)

**

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[ Knowledge Base ](https://insights.rayven.io/knowledge)

**

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[ Media Coverage ](https://www.rayven.io/blog/tag/media-coverage)

**

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJtxlA457bmF2hWHZ7qp%2F2QXw24cRM3B69VjBQYaUa7TfAr8%2B1itmCGzxlTfBwwx3%2BLejL5BnbbusUb5sp7gRFF4jW%2B26f0VfKjVJp60iGUhaJoIinNjYKV6oOoHbks6Qiy%2BKkMoalM1V%2BDVKjSJLp1CCQZXhLSllPvVz1klMekoHmXbwzOHmKP3Mt0WjTbfQ%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

[ Talk to expert ](https://www.rayven.io/free-assessment)

[ Instant Solution Plan → ](https://www.rayven.io/tools/readiness-assessment)

DATABRICKS INTEGRATION · BUILT FOR EVERYTHING ELSE

# Databricks integration that reaches the systems other tools can't.

Connect Databricks Lakehouse to your OT, IoT, apps + operational systems in real-time. Stream live machine and sensor data into Delta Lake, and make lakehouse data and AI actionable back in the operation.

[Get my Databricks integration plan →](https://www.rayven.io/free-assessment) [Talk to us](https://www.rayven.io/contact)

★★★★★**5/5** · 140+ reviews **Australian-built** **99.9%** platform uptime

![Rayven](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Ravyen%20Transparent%201390x426.png) + ![Databricks Lakehouse](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Filter/Databricks-filter.png)

Live demo · Claude querying Databricks + ops via Rayven MCP

RS

What's the status of the OT, IoT + historians → Databricks Delta Lake flow today?

C

**All flowing.** Real-time machine data lands in Delta is live. No blockers flagged.

OT, IoT + historiansDatabricks Delta Lake

Trusted by 240+ teams across Australia + globally

- ![ABCDust](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/ABC-Dust2-60-grey.png?width=221&height=60&name=ABC-Dust2-60-grey.png)
- ![Anglo American](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/anglo-american-60-grey.png?width=272&height=60&name=anglo-american-60-grey.png)
- ![AngloGold Ashanti](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/AngloGold-Ashanti-2-60-grey.webp?width=207&height=60&name=AngloGold-Ashanti-2-60-grey.webp)
- ![AquaAnalytics](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/aquaanalytics-60-grey.png?width=207&height=60&name=aquaanalytics-60-grey.png)
- ![Blue Mountains City Council](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Blue-Mountains-CC-60-grey.png?width=88&height=60&name=Blue-Mountains-CC-60-grey.png)
- ![Collective Intelligence](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Collective%20Intelligence-grey-60.png?width=1000&height=490&name=Collective%20Intelligence-grey-60.png)
- ![CSIRO](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/CSIRO_grey-60.png?width=2048&height=2048&name=CSIRO_grey-60.png)
- ![Ericom](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/ericom-60-grey.png?width=240&height=60&name=ericom-60-grey.png)
- ![EYEMine](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/EyeMine-60-grey.png?width=318&height=60&name=EyeMine-60-grey.png)
- ![Fulton Hogan](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Fulton-Hogan-60-grey.png?width=217&height=60&name=Fulton-Hogan-60-grey.png)
- ![Glencore](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Glencore-60-grey.png?width=343&height=60&name=Glencore-60-grey.png)
- ![NSW Government](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/nsw-government-two-colour-grey-60.png?width=1194&height=1268&name=nsw-government-two-colour-grey-60.png)
- ![NSW Ports](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/NSW-Ports-60-grey.png?width=169&height=60&name=NSW-Ports-60-grey.png)
- ![Precision Livestock Farming](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/PLF-60-grey.png?width=151&height=60&name=PLF-60-grey.png)
- ![RamJack](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/RamJack_Final_logo_grey-60.png?width=427&height=111&name=RamJack_Final_logo_grey-60.png)
- ![Riverina Fresh](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Riverina-Fresh-60-grey.png?width=72&height=60&name=Riverina-Fresh-60-grey.png)
- ![Telstra](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Telstra-60-grey.png?width=218&height=60&name=Telstra-60-grey.png)
- ![Ventia](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Ventia-Logo-grey-60.png?width=209&height=60&name=Ventia-Logo-grey-60.png)
- ![Viva Energy](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Viva-60-grey.png?width=120&height=60&name=Viva-60-grey.png)
- ![Vodafone](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Vodafone-60-grey.png?width=84&height=60&name=Vodafone-60-grey.png)
- ![Wattwatchers](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Watt-Watchers-60-grey.png?width=109&height=60&name=Watt-Watchers-60-grey.png)

- ![ABCDust](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/ABC-Dust2-60-grey.png?width=221&height=60&name=ABC-Dust2-60-grey.png)
- ![Anglo American](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/anglo-american-60-grey.png?width=272&height=60&name=anglo-american-60-grey.png)
- ![AngloGold Ashanti](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/AngloGold-Ashanti-2-60-grey.webp?width=207&height=60&name=AngloGold-Ashanti-2-60-grey.webp)
- ![AquaAnalytics](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/aquaanalytics-60-grey.png?width=207&height=60&name=aquaanalytics-60-grey.png)
- ![Blue Mountains City Council](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Blue-Mountains-CC-60-grey.png?width=88&height=60&name=Blue-Mountains-CC-60-grey.png)
- ![Collective Intelligence](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Collective%20Intelligence-grey-60.png?width=1000&height=490&name=Collective%20Intelligence-grey-60.png)
- ![CSIRO](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/CSIRO_grey-60.png?width=2048&height=2048&name=CSIRO_grey-60.png)
- ![Ericom](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/ericom-60-grey.png?width=240&height=60&name=ericom-60-grey.png)
- ![EYEMine](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/EyeMine-60-grey.png?width=318&height=60&name=EyeMine-60-grey.png)
- ![Fulton Hogan](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Fulton-Hogan-60-grey.png?width=217&height=60&name=Fulton-Hogan-60-grey.png)
- ![Glencore](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Glencore-60-grey.png?width=343&height=60&name=Glencore-60-grey.png)
- ![NSW Government](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/nsw-government-two-colour-grey-60.png?width=1194&height=1268&name=nsw-government-two-colour-grey-60.png)
- ![NSW Ports](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/NSW-Ports-60-grey.png?width=169&height=60&name=NSW-Ports-60-grey.png)
- ![Precision Livestock Farming](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/PLF-60-grey.png?width=151&height=60&name=PLF-60-grey.png)
- ![RamJack](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/RamJack_Final_logo_grey-60.png?width=427&height=111&name=RamJack_Final_logo_grey-60.png)
- ![Riverina Fresh](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Riverina-Fresh-60-grey.png?width=72&height=60&name=Riverina-Fresh-60-grey.png)
- ![Telstra](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Telstra-60-grey.png?width=218&height=60&name=Telstra-60-grey.png)
- ![Ventia](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Ventia-Logo-grey-60.png?width=209&height=60&name=Ventia-Logo-grey-60.png)
- ![Viva Energy](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Viva-60-grey.png?width=120&height=60&name=Viva-60-grey.png)
- ![Vodafone](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Vodafone-60-grey.png?width=84&height=60&name=Vodafone-60-grey.png)
- ![Wattwatchers](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Watt-Watchers-60-grey.png?width=109&height=60&name=Watt-Watchers-60-grey.png)

THE REALITY

## Databricks is brilliant at what it does. Useless at everything else your data + AI needs to touch.

Data engineers hand-build a Spark job for every operational source, real-time machine data lands hours late, and the models trained in the lakehouse never reach the line where the decision is actually made.

The integration tool you've already tried probably can't fix it.

 What Zapier + iPaaS reach

### App-to-app. Useful, until it isn't.

Connectors for Databricks, Slack + a thousand other cloud apps. Cheap + fast for the easy half of integration. Where they hit a wall:

- OT + IoT sources - SCADA, historians, MQTT brokers and machine controllers - whose real-time data rarely lands in Delta without a custom Spark job
- ERP, MES and line-of-business apps that hold the operational context lakehouse models need
- Streaming feeds and edge events that arrive faster than batch ingestion can absorb
- Operational systems and agents that should act on Unity Catalog features and predictions, not just read a dashboard

 What Rayven reaches

### OT, IoT, apps, streaming + AI. One platform.

The integration platform built for what other tools can't (or won't) reach - plus an AI data fabric, MCP server + app builder layered on top.

- Databricks + every OT, IoT and streaming data source
- OT/IoT, databases, streaming, files, ERP + custom-built connectors.
- Files, legacy SQL, FTP + custom-built connectors
- Real-time bidirectional sync, tier-aware + rate-limit-safe
- AI Data Fabric, MCP, automation + custom apps included

WHAT YOU CAN BUILD

## Databricks + Rayven: AI, automation + tools that reach every system you run.

5 examples of what Rayven customers run on Databricks + integrated systems. Built in weeks, not months.

OT, IoT + historians → Databricks Delta Lake

#### Real-time machine data lands in Delta

Rayven streams SCADA, historian and MQTT data into Delta Lake tables continuously via OPC-UA, MQTT and CDC. Sensor and machine data arrives in real-time, catalogued in Unity Catalog, not as an overnight batch.

U

Top 5 accounts trending toward churn?

AI

**5 flagged.** Usage drop + support backlog + late renewal. Owners notified.

DatabricksOT, IoT + historiansProduct DB

ERP + MES → Databricks Lakehouse

#### Operational context joins the lakehouse

Orders, work orders and asset master data from [ERP](https://www.rayven.io/solutions/data-integration-platform/erp-integrations) and MES flow into Unity Catalog so models and analysts see machine data with its full business context, not in isolation.

U

Which won deals are stuck pre-invoice?

AI

**3 stuck.** 2 drafts in accounting, 1 awaiting PO. Auto-finalise?

DatabricksERP + MESXero

Databricks Lakehouse → Operations + AI agents

#### Predictions act in the operation

Model outputs and features from MLflow and Unity Catalog push back to alerts, work orders and [AI agents](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp) via Rayven MCP - so lakehouse intelligence drives a live decision on the floor.

U

Status check - is everything in sync?

AI

**All current.** Last sync 38 seconds ago, no backlog.

DatabricksOperations + AI agents

Databricks Lakehouse → Data warehouse + BI

#### Curated data flows downstream

Gold-layer Delta tables sync to your [data warehouse](https://www.rayven.io/solutions/data-integration-platform/data-warehouse-integration) and BI tools with lineage preserved, so the lakehouse and the warehouse stay consistent rather than drifting apart.

U

Schedule fulfilment for this week's closed deals.

AI

**7 work orders created.** 4 picked, 2 awaiting stock, 1 escalated.

DatabricksData warehouse + BIWMS

Edge sites → Databricks Lakehouse

#### Edge telemetry streams to the cloud lakehouse

Remote sites, vehicles and plants buffer and stream telemetry into Delta over intermittent links, so no operational event is lost before it reaches the lakehouse and the models that depend on it.

U

Snapshot of activity in the last 24 hrs?

AI

**47 events processed.** 0 errors, 2 retries, all current.

DatabricksEdge sites

BEYOND INTEGRATION

## Integration is the start with Rayven. Here's what comes with it.

Rayven isn't just a Databricks connector. It's the operational software platform underneath - so once Databricks is connected, four more capabilities come online by default.

01

 

#### AI-ready data layer (AI Data Fabric)

Databricks data joined with ERP, IoT + legacy - contextualised, unified and structured so AI models, agents and tools can use it without ETL prep work.  
[Learn more →](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)

02

 

#### Live AI access (Rayven MCP)

Claude, ChatGPT + Gemini get live, governed access to Databricks and every other connected system. Your AI stops guessing - cites real Databricks records + numbers.  
[Learn more →](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

03

 

#### Automation + AI agents

Workflows + AI agents act on Databricks data without human intervention - escalate at-risk accounts, trigger operational work, auto-update forecasts, draft customer comms.  
[Learn more →](https://www.rayven.io/solutions/automation-software)

04

 

#### Custom apps + portals

Unified customer portals, ops dashboards, mobile field apps, partner portals - built on top of integrated Databricks data. No separate BI tool, no separate dev stack.  
[Learn more →](https://www.rayven.io/solutions/custom-software)

**All on top of your existing stack.** No rip + replace. Databricks stays Databricks. Rayven works on what you've already built. Specifically tuned for **real-time OT streaming into Delta Lake with Unity Catalog lineage preserved**.

The Rayven

AI Data Fabric

MULTIMODAL DATA IN

THE RAYVEN PLATFORM

AI CAPABILITIES OUT

SCADA + OT

Databases

Streaming Feeds

IoT + Sensors

Documents + PDFs

Video + Images

Audio + Voice

Manual + Forms

APIs + Webhooks

[AI-POWERED CORE ](https://www.rayven.io/platform)

[

01INTEGRATIONAI

AI for connection

](https://www.rayven.io/platform/integration) [

02DATAAI

AI for context

](https://www.rayven.io/platform/data) [

03EXECUTIONAI

AI for action

](https://www.rayven.io/platform/execution) [

04PRESENTATIONAI

AI for interaction

](https://www.rayven.io/platform/presentation) [

05SECURITYAI

AI for guardrails

](https://www.rayven.io/platform/security)

AI Agents

AI

Predictive AI + ML

AI

Conversational AI

AI

Real-time Training

AI

AI-led Execution

AI

Multimodal AI

AI

Anomaly Detection

AI

Forecasting

AI

Vision + Edge

AI

Gen AI Summaries

AI

THE PLATFORM BEHIND IT

## Rayven is a five-layer platform ALL your integrations + much more can run on.

Integration is one layer of Rayven. Data, execution, presentation + governance are the other four - all delivered as one platform on one commercial.

Integration Layer ▾

[IT/OT Connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) [API Endpoints](https://www.rayven.io/platform/integration/api-endpoints) [Streaming Data](https://www.rayven.io/platform/integration/streaming-data-connectors) [IoT Devices + Protocols](https://www.rayven.io/platform/integration/iot-devices-protocols) [Forms + Manual Input](https://www.rayven.io/platform/integration/forms-manual-input) [Custom Integrations](https://www.rayven.io/platform/integration/custom-integrations) [AI Connectors](https://www.rayven.io/platform/integration/ai-connectors) [File Uploads](https://www.rayven.io/platform/integration/file-uploads)

Data Layer ▾

[Real-Time Data Processing](https://www.rayven.io/platform/data/real-time-data-processing) [Calculation + Aggregation](https://www.rayven.io/platform/data/calculation-aggregation) [Unified Data Tables](https://www.rayven.io/platform/data/unified-data-tables) [File Parsing](https://www.rayven.io/platform/data/file-parsing) [AI Models + Training](https://www.rayven.io/platform/data/ai-models-training) [Data Storage](https://www.rayven.io/platform/data/sql-cassandra-storage) [Data Management](https://www.rayven.io/platform/data/data-management) [Data Transformation](https://www.rayven.io/platform/data/data-transformation)

Execution Layer ▾

[Gen AI + AI Agents](https://www.rayven.io/platform/execution/gen-ai-agents) [Control + Automation](https://www.rayven.io/platform/execution/control-automation) [Workflows + Triggers](https://www.rayven.io/platform/execution/workflows-triggers) [Approvals + Exceptions](https://www.rayven.io/platform/execution/approvals-exceptions) [Predictive AI / ML](https://www.rayven.io/platform/execution/predictive-ai-machine-learning) [Rayven MCP](https://www.rayven.io/platform/execution/rayven-mcp)

Presentation / UI Layer ▾

[Custom Form Builder](https://www.rayven.io/platform/presentation/custom-form-builder) [QR Code Generator](https://www.rayven.io/platform/presentation/qr-code-generator) [Screen Flows + Hierarchies](https://www.rayven.io/platform/presentation/screen-flows-hierarchies) [Dynamic Reports](https://www.rayven.io/platform/presentation/dynamic-reports) [Dashboards + Visualizations](https://www.rayven.io/platform/presentation/dashboards-visualizations) [HTML + JavaScript](https://www.rayven.io/platform/presentation/html-javascript) [Conversational Analytics](https://www.rayven.io/platform/presentation/conversational-analytics) [Widgets + UI Components](https://www.rayven.io/platform/presentation/widgets-ui-components) [Notifications + Alerts](https://www.rayven.io/platform/presentation/notifications-alerts)

Security, Governance + Hosting ▾

[Hosting + Management](https://www.rayven.io/platform/security/hosting-management) [Audit Trails + Logs](https://www.rayven.io/platform/security/audit-trails-logs) [Deployment + Architecture](https://www.rayven.io/platform/security/deployment-architecture) [Usage + Metrics](https://www.rayven.io/platform/security/usage-metrics) [Enterprise Security](https://www.rayven.io/platform/security/enterprise-security) [Users, Roles + Access](https://www.rayven.io/platform/security/users-roles-access) [White Labelling](https://www.rayven.io/platform/security/white-labelling) [Governance + Controls](https://www.rayven.io/platform/security/governance-controls)

Click any layer to explore what's included.

---

<https://www.rayven.io/solutions/data-integration-platform/data-lake-integration/databricks-lakehouse-integration#>

DATABRICKS INTEGRATION · WHICH PATH

## Pick the right tool for your stack.

Databricks integration looks different at every scale. Honest comparison of the four common paths - Rayven only wins on some of them.

Capability

Rayven

Zapier · Workato

MuleSoft · Boomi

Build it yourself

Databricks to other cloud apps

Yes

Best in class

Yes

DIY effort

Databricks to legacy DB / files / FTP

Yes

Partial

Yes

DIY effort

Real-time, tier-aware + rate-limit-safe

Yes

Throttled / paid

Yes

Hard to get right

Real-time OT streaming into Delta Lake + Unity Catalog lineage

Built in

No streaming ingest

Custom build

Months of Spark work

AI-ready data layer + MCP for AI

Built in

No

No

No

Custom apps + portals on connected data

Built in

Not included

Separate product

Build it

Australian-built · sovereign deploy

Available

US-hosted

Configurable

You decide

Cost vs enterprise iPaaS

Significantly lower

Cheap at low volume

Premium pricing

Internal cost

Time to live

2-12 weeks

Days · per Zap

3-9 months

6-18 months

WHY RAYVEN · NOT JUST ANY CONNECTOR

## The integration is the easy bit. The platform + team behind it is the difference.

99.9% platform uptime

#### Platform + team. One commercial.

Not five vendors stitched together. Rayven is the platform AND the **Australia-based expert team** that scopes, builds + supports it. One commercial. No licence stacking, no finger-pointing.

DELTA + UNITY CATALOG NATIVE

#### Built for the Delta Lake + Unity Catalog model.

Rayven streams OT, IoT and app data into Delta Lake via REST and JDBC endpoints, with Unity Catalog governance and lineage preserved. **Structured Streaming and Auto Loader ingestion** land real-time machine data continuously, and MLflow features sync back to operations and AI agents.

5/5 · 140+ REVIEWS

#### We stay after go-live.

No handoff. No disappearing. Rayven is a **long-term partner** when your Databricks evolves, your stack changes, or you push further. 24/7 support. Same team, same platform, same commercial.

DEPLOY HOW YOU WANT

#### Hosted your way, where you need.

Deploy as **cloud, private cloud + on-premise** - in Australia, the US, the UK, or anywhere else your Databricks data needs to live. Your residency, your rules, your local compliance environment.

FAQS

## The questions Databricks admins, RevOps + IT ask first.

If you're evaluating Rayven for Databricks integration, these are the things worth knowing before booking a call.

##### The 30-minute call covers

- Your Databricks + connected stack today
- What's reachable + which systems to bring in first
- Live walkthrough of Rayven against your scenario
- Time, scope + delivery estimate
- Honest read on whether Rayven's the right fit

#### What is Databricks Lakehouse integration?

Databricks Lakehouse integration connects Databricks to the real-time operational systems that feed and consume it - OT, IoT, [ERP](https://www.rayven.io/solutions/data-integration-platform/erp-integrations) and streaming sources - so live data lands in Delta Lake and lakehouse insights act back in operations. Rayven delivers this as an [AI data fabric](https://www.rayven.io/solutions/data-integration-platform), not a single-purpose connector, and is not a lakehouse itself.

#### Does Rayven replace Databricks?

No. Rayven does not replace Databricks and is not a data lake or lakehouse. Rayven is the real-time [AI data fabric](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric) that sits alongside Databricks - streaming operational data into Delta Lake, and activating lakehouse data and AI across live operations. Databricks stays your lakehouse; Rayven feeds and activates it.

#### How does Rayven connect Databricks to OT + IoT data?

Rayven ingests OT and IoT through OPC-UA, MQTT, Modbus and CDC, then writes it into Delta Lake via Databricks REST and JDBC endpoints. See the [integration layer](https://www.rayven.io/platform#integration) for the full connector set, including [databases](https://www.rayven.io/solutions/data-integration-platform/databases-integration), files and streaming sources.

#### How long does Databricks integration take with Rayven?

Most Databricks integrations go live in 2-12 weeks. A single OT-to-Delta stream runs in 2-3 weeks; a full fabric that lands operational data and activates lakehouse AI runs 6-12 weeks. Choose [DIY, done-for-you or hybrid delivery](https://www.rayven.io/solutions/data-integration-platform/data-lake-integration#delivery).

#### How is this different from the Databricks SQL data warehouse page?

This page covers the Databricks Lakehouse - Delta Lake, Unity Catalog and ML on raw and streaming data. For the structured SQL warehouse angle, see [Databricks SQL](https://www.rayven.io/solutions/data-integration-platform/data-warehouse-integration/databricks-sql-integration) on our [Data Warehouse](https://www.rayven.io/solutions/data-integration-platform/data-warehouse-integration) hub. Rayven feeds and activates both the same way.

#### What are the technical specifics of Databricks Lakehouse integration with Rayven?

Rayven connects to Databricks through its REST API and JDBC/ODBC endpoints, authenticating with OAuth or personal access tokens against Unity Catalog. Real-time operational data - OT, IoT, historian and app events - is ingested via OPC-UA, MQTT, Modbus and CDC, then written into Delta Lake tables using Structured Streaming and Auto Loader patterns, so machine data lands continuously rather than as a nightly batch. Table schemas, partitions and Delta constraints are respected, and Unity Catalog governance, lineage and field-level access controls are preserved end-to-end. Interactive JDBC endpoints are rate-managed through batching and back-pressure so ingestion never throttles queries. Gold-layer tables sync downstream to your [data warehouse](https://www.rayven.io/solutions/data-integration-platform/data-warehouse-integration) and BI, while MLflow features and predictions push back into operations and [AI agents](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp) via Rayven MCP. Validated against Databricks on AWS, Azure and GCP with Unity Catalog enabled. Rayven complements Databricks; it is not a lakehouse and does not replace it.

GET STARTED

## Databricks + AI integration. In weeks, not months.

Book a 30-minute call. Walk away with a tailored plan - what's reachable, what to bring in first, time + scope.

[Get my Databricks integration plan →](https://www.rayven.io/free-assessment) [Talk to us](https://www.rayven.io/contact)

<https://www.rayven.io>

- Solutions 
    - [Custom Applications](https://www.rayven.io/solutions/custom-software)
    - [Custom AI + Agents](https://www.rayven.io/solutions/custom-ai-solutions)
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<https://www.rayven.io/solutions/data-integration-platform/data-lake-integration/databricks-lakehouse-integration#body> 

![](https://px.ads.linkedin.com/collect/?pid=2581828&fmt=gif)

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      "text" : "Databricks Lakehouse integration connects Databricks to the real-time operational systems that feed and consume it - OT, IoT, [ERP](/solutions/data-integration-platform/erp-integrations) and streaming sources - so live data lands in Delta Lake and lakehouse insights act back in operations. Rayven delivers this as an [AI data fabric](/solutions/data-integration-platform), not a single-purpose connector, and is not a lakehouse itself."
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      "text" : "No. Rayven does not replace Databricks and is not a data lake or lakehouse. Rayven is the real-time [AI data fabric](/solutions/custom-ai-solutions/ai-data-fabric) that sits alongside Databricks - streaming operational data into Delta Lake, and activating lakehouse data and AI across live operations. Databricks stays your lakehouse; Rayven feeds and activates it."
    },
    "name" : "Does Rayven replace Databricks?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Rayven ingests OT and IoT through OPC-UA, MQTT, Modbus and CDC, then writes it into Delta Lake via Databricks REST and JDBC endpoints. See the [integration layer](/platform#integration) for the full connector set, including [databases](/solutions/data-integration-platform/databases-integration), files and streaming sources."
    },
    "name" : "How does Rayven connect Databricks to OT + IoT data?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
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      "text" : "Most Databricks integrations go live in 2-12 weeks. A single OT-to-Delta stream runs in 2-3 weeks; a full fabric that lands operational data and activates lakehouse AI runs 6-12 weeks. Choose [DIY, done-for-you or hybrid delivery](/solutions/data-integration-platform/data-lake-integration#delivery)."
    },
    "name" : "How long does Databricks integration take with Rayven?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "This page covers the Databricks Lakehouse - Delta Lake, Unity Catalog and ML on raw and streaming data. For the structured SQL warehouse angle, see [Databricks SQL](/solutions/data-integration-platform/data-warehouse-integration/databricks-sql-integration) on our [Data Warehouse](/solutions/data-integration-platform/data-warehouse-integration) hub. Rayven feeds and activates both the same way."
    },
    "name" : "How is this different from the Databricks SQL data warehouse page?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Rayven connects to Databricks through its REST API and JDBC/ODBC endpoints, authenticating with OAuth or personal access tokens against Unity Catalog. Real-time operational data - OT, IoT, historian and app events - is ingested via OPC-UA, MQTT, Modbus and CDC, then written into Delta Lake tables using Structured Streaming and Auto Loader patterns, so machine data lands continuously rather than as a nightly batch. Table schemas, partitions and Delta constraints are respected, and Unity Catalog governance, lineage and field-level access controls are preserved end-to-end. Interactive JDBC endpoints are rate-managed through batching and back-pressure so ingestion never throttles queries. Gold-layer tables sync downstream to your [data warehouse](/solutions/data-integration-platform/data-warehouse-integration) and BI, while MLflow features and predictions push back into operations and [AI agents](/solutions/custom-ai-solutions/rayven-mcp) via Rayven MCP. Validated against Databricks on AWS, Azure and GCP with Unity Catalog enabled. Rayven complements Databricks; it is not a lakehouse and does not replace it."
    },
    "name" : "What are the technical specifics of Databricks Lakehouse integration with Rayven?"
  } ]
}
```

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