---
title: SingleStore Integration | Ops + AI | Rayven
description: "Connect SingleStore to every operational system, app + AI agent in real-time. Rayven: 1,228+ connectors, 2-12 weeks to live."
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=AVxigLLdCGchcjdrFV1wclOEJyWXzYkrdi%2FddQEHC43bej0srTMAeDMRXC8JERjOoe7HXChVl%2FcuncyeAksNlffFgUa2bjpDNt28JtJHnqSudAvqF7IM%2BDouqyjpFgsD0fAhk%2FpscQ%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=AVxigLLdCGchcjdrFV1wclOEJyWXzYkrdi%2FddQEHC43bej0srTMAeDMRXC8JERjOoe7HXChVl%2FcuncyeAksNlffFgUa2bjpDNt28JtJHnqSudAvqF7IM%2BDouqyjpFgsD0fAhk%2FpscQ%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=AVxigLJ1K6henk4bcxxS7kXVE2Ved19LB7GfuwMIhgLqS5EpaVeqp8kw2uMPePQQYqLp%2FNBS805EX7FioTN6E1%2BP5DCGYfVD1jj3MeOhlFsgek8pBVxaPhxJx8wo3TPQ3zRqxivrt3ZCFYt%2F456sQ8OpCRKWzvtFpsMIsHx6x1QsN9y65v90n6kl570NF1tzGhi5Zib8qFV8x0HrO6hQHpOMxA%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=AVxigLL9mc35t58PYB9km8vakWHIClPiCkL0KhrMJaboZ5mwzYO9MJSCzcy3RWLjbbkwpZkozDDRzyxZXN0Q0zjvwwg%2BJpm2D07YqeehFEVvWyr64JEGEYrWkeYG5%2FZwGO%2FTXdIITfo6LuKic6qFI%2Fljul%2BslLliQ87ilSJRU0wNxrec4WcsyEptmHuZ9mmsPHUsY9CY4ajilbXkrQ%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=AVxigLJUYsh%2Ba4BdqF3FG1p0Vsl7kvArcXwFUd3GpD9h5qzJNpa8rWzX9pdf%2FS7lSzItrf6RpeWTwWpRa8O%2FdlEJXpU8iEqLcKy4ZalAJGk5PKZfb9ANx1HoZbmw3WEOzm1Mamfi988%2BsE7dctprw7Z3nTar8RpsYpFEuSrQxH6KLgufCXZ0a2TgCnTRLaBA%2F7LHp2uykxs3OisRiA%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=AVxigLJwLuB%2BZzlbUIOIFd5WlWXpUABoVYOl6xSTD8EDiA6DzYTRfNK9V0MabHouc3w5TCGUYI6ndcGpUeJAi8MBXcG437TQ1YC9HJT6qKMEXdeUJ4PY9O0TYHRPTDoGi7OJai329a3pra2LkGXUY1dynhvCiL5zc65UAEHsJHUgr85DiJgDE71LsUcG6ZfwCsMAUAu4QcCHW7xP%2FXPeovq1xk8%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=AVxigLLQ1nRaGpMgyvuft0oEf7VD2aVCJf8R0h2c9mLgihH2cB4XOl0vW8BBhjI6%2BZbAkSh32FKIL1vo32UxIe5MF4d4a0zRPb1oEOLoPFqBJOSlc%2Ffr2fH02Il9OWDQF6BidHKg8SSIjc%2Fjh6ijfWgVCrYvmfkTdIgyDVYsyMhq1YrOJyE96vjiJwl2poahnfA1KUhdYlS%2FOjLhTGOPLrY%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=AVxigLJ9Dui3GYfU7At4N%2Fhrq9Ehsf7JG%2BATv3IgQ346KT3f0Kachrqx9VbpJXVPTZ9xAjyA0em7JFRx0gD2L9V59aVwK0AxQRiCY6bEEiOED4letTm4wLQZ6g8q1J2Ap3hjSD4MXJfG7ANfKLYKScAVpBqwqNgUvBfVp3FLbthGGb7K97tlRZ4eOtnr5ZJzhmsom%2FEJMjCu4D0wGesbNmFCvTM0FQ%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=AVxigLITh2p8NxEEmvB55TBfPM8divUj50fUfwmURt99B7WWscKjEjI20%2FiCL5RIEGzgk1pL5V7gaCdosAVNSIgx1UExmXBS5aYLIh3S6KRut9rW4lo3DuorC7PGc0Qa0qDyyUh5SxvueiJsfIHxEi1FJv2xl7vsCn9Q7t5oyG7FvzWOrSYSt2P%2FFoNbxH6pgV38sSlt64W1ktacC%2FHUC8ZmhadD2jA%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=AVxigLKx1WtAxfXdLMeB6ivspyI7aWF5B9PyhRha92fUh9X0BFvqrf7PQP6PG4BJ1fiDSrPFkcTnDlf5Ws%2BC4YsWKnaDrDKPSXKF1wVagc9MwdMHT6JadBZH9hIOgYnkiU%2BM%2FN2IAfl4Iyg2EbPFnDcXAlssSZRKYqlOXcxtt0Va%2Fsm1Je%2BRB0K32lNdYz1MdgphenztAgnWqnfDNnOoUQ2qyI4%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=AVxigLJghhP%2Boqon7bCeUTaaDV12PVQPS%2Fy0AT5hRbd7p8%2F2SOXty4JLM1mHUKx%2F9kIrcYGm0FwRGUZGtHKfAEXLFXln%2BZwu8nlucb%2B0N4W9pSMJg2fNQMX4PM0cFpALOpkee8v8sUhE%2B%2FHfcVlJMXCd9kn3qVU1JAOruAk5yeatwFLrEZuneW50sMbb0DLmQXf4zh%2Ft%2FpJZB3IjRRqHVTfdrg%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=AVxigLLHgJ5vV%2BgRlxY3N7C1ymfCN1aRFKc%2B4NPoiw8Rg71zLdEYyJJYkmBmriG8vtu1FX1d1pSKAiVWJCu3Z8lferbVFd2n%2B5iKYpRi2Yr3zzE4hqHnOQ650oDgZDB2oHK9%2BtZprm0QBPhsJaMUel8na6PLXPhm5d5WxCzjVbWdmFyjizEL2Mg%2FfE1oF9ay1Jh7r0FWV9c%2Bkj%2FRhjNBi3OBW1raz2JDfyMbYYuYTWHAFQ3KvA%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=AVxigLIBPWnIAp4fuVXHePuC6OKAjsFKEoxlohDlgYLj5XwZOwy1DPCDmGagALDW0ZG8C7ZXuASLrx4xa%2F5kXfnWWoAwWz0k1cckFSRUWKokxNiabTDqBY3af%2FXDMa8K0qkB0L5fMbg5Lc5TzKpU7svXOKWtrADP8ulepS04Deu%2BWU8yHNllcXgQD5ecSKxMwKYjqnxyNL%2BGNTuP8WM6YJopU0KI&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=AVxigLK%2BgtGj7L97YzQqFII3RlVjg8ZlzAOc9EtdQd%2FLnH65kv7egMwCpa%2FQ0ffIHdkWK1K7OLzzUvPgiqwpcG4XJWcdHy0nzTrH4Y7ObCv6%2F6ebQyYBtf17nQKglF7GEM0ospBmcfuNHUYY5OL2pyEnAsI%2BJAzUYwJ8LRLGBbbFBgDXKuJm0zRREz1lKA1c3H7M6Gsr7aed0%2Btb%2FjR%2FdOsms9fnmg%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=AVxigLL27hN6aHBOUBz%2Fk0VBth70E4xjwWdfbBvL6FfCBezm6%2Bu2W%2BAaUsmG2nKuhJeBUTGT26oCJNKwALnNKT8ZqR4yyC9EX9vk%2Fokj9Si0Z6q%2Fh%2F1ywLsDMk8z2HY%2Bcd59Gycv6XJmfR9Cpw5j7qMIXg%2BBnLzplmK9iXn1%2FMiEBVsvDv6xsz7WioZ8C11r6ZJ%2BM138a%2Fg%2BYT6wKZuTU9M5Sme9SLsT1u0%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=AVxigLLvygyXthF23oYqrIgilt%2F1FH6S9ia1fyP1Nqx27%2Bux5WwkJp293ChA7HFvB8Q%2B7CXKWh%2BrJeeQ6v7lTRwBFZzuhjjQyaBOnML6BtnhyPCquR9bKQzT8dhdaEs2AYRZ2A0wqgTVMon4V3ZAe6SBvHCytt805wRBWYCM%2Bu21CJxxMN0TKLJe0BJ4G%2BgvCqO1xbAuCKrwNKI9lidvEVOmPz4%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=AVxigLL%2FK0qS7ba3nJMxkxMDD%2BrEfBO3yWJI7whFNmogvz7rKwGE0H80aau4KcImsjnhL%2B%2BjPCFaDyc%2FST1zZHrw%2BSAZnKgYIlQTFHFQAkklPv3wMdJrrntnb7YTojAD9wh%2BmKbu9gMr4Dtiz3iHqfUClOSFFpNnY66cuUxl6AcdDI1sAXF81LJ7HKoDJ183BBLwekEltfq9RocuKNQ%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=AVxigLIjtdAm%2BY19xTbygpHdy6XPH%2BzDNUnwWOXyAYbBxBblPVjWwG6Nfomh5eaTb0IpL%2Bx50OwduLOn13%2FjZoDzOh06Y1vDaK5bGyuHy%2BDyD%2FO%2BTtyk29yJ0oHyjZ1fbXXABNqQAjQnaMQ597%2BbsXLaaagNAYJxRzjP31h0yV%2FYOHdTfhyJKytJdkY6AeoqMq1WlqAPAw%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=AVxigLLRhN30nJWKcCPwp8EHcazDP%2BbBlhtg81EiVbT6ulLcIkhkCQ2O4oWNUNuTzBf48eZ4qEa1NKr2y55zG2ZhjqhKpzDXhWr2KVZ6PUcnFcMZ20Y9ew3n0ocqs%2B3s0Tv2WIuEd16ZzLCSDx0c0KjTbIv3gCGyUIQ6hcx7jdImRL8TDFIByIJhTVseQlK%2FkJOTbDSP&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=AVxigLI4GCfMIPGj3sxGrxZrN8ws3vqB81%2FEt7FbPfvj62nYMIpe76IJ9o2F8ns5LU%2BuKyeT%2FlK81nPDlYHFnzDg%2B71PdL0ZDK8N8DFIot346OevxB6Jod1pyALAitzpcZ%2FjSBjUH2driJy5aDzkrxAxaz14DMyLzLWuoK2IGSRIrAlS1fFaUDXENFCV5LT0yY0u4wQZiLYCpcvTRA%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=AVxigLLiLEZmgBpYXRjTGLCeM0U1a7rTqvo%2FKI5Dd%2Fbvh80oz9LxzbDZSYYOq75Oc21sc4FamUyJSWhgRa1t2GN1T0n2KBgPnPut1UvcLe70%2FGsB%2F0SRBjFX5SfLWC3o3n97DMPF4rjg2h%2FGFguXZPDEviZdv8F8mwZDojrhWnsY%2BatMloryIOHMxZ9lbUbCrKLsj%2BVKiFZcRcSqQXxyduY4bAyEWgOi7CU%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=AVxigLJJrvpg8VuQelJSccMOJCqRX0O%2BsON7MR%2BBRT70CDeR9HR7Lc%2BOyjN%2FCiY%2Fc2U%2BkXeTuqoNJAtc7R2Tnx55Szvz8EXi2uPQK0ygRM9bMwnOoWIz42EynACJNHGyUsIBr9wcvBo1biGzRde%2BKuwtt5Fg5%2Bsb3izejl6DJqC1up02ALQmBmYVzwkVODSI03hYPyJDXRbSljA9Nw4QtP95smvwwM%2FtUaUCBt8%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=AVxigLJqiyHKVlPGBBNhv2lJaB0FPL3kWKcUAZUx%2BpSPRN0ySGjZ8ySTDn00WrDW0022%2FbWnFQaypzKoLsuQaNJzrsm1xAf%2FGk1L0B3FSbnEAg01xf7Iqr8Ekv7vK5n5p2U%2F32f%2FyewYlbWGjEdmle3yUkVo4AByCpMk958%2BKDqq6ZlE8OjuWah07vQK4Bs1Yz7TCtCg5YAh%2BdlavJylTELgDHqbaTpybOk%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=AVxigLI4GCfMIPGj3sxGrxZrN8ws3vqB81%2FEt7FbPfvj62nYMIpe76IJ9o2F8ns5LU%2BuKyeT%2FlK81nPDlYHFnzDg%2B71PdL0ZDK8N8DFIot346OevxB6Jod1pyALAitzpcZ%2FjSBjUH2driJy5aDzkrxAxaz14DMyLzLWuoK2IGSRIrAlS1fFaUDXENFCV5LT0yY0u4wQZiLYCpcvTRA%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=AVxigLJqNiY1GAf3GZKLRWyZf%2Br5ahvW5mt3D801Lvacxrnp2dbR3239j4dy7UTMh%2FSnIgSE%2BQwDY1xpwzsRBlV9pcPxu6X199nnteHcvqG%2B17BV%2BHDSvSqHCNtLohZwm7%2FSDFSKDlStbi412GoRXADASakzfXSm%2F%2BnEvO71WOScxtDDo3gd0NoCA30egm2Gt0hULcDqTbx5cU313UvAzQE%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=AVxigLITl0M%2BsdNyPvm22YhxqM4ev0Aw2RY5v8HFa%2FjwMR%2F63pifVArSxnSdVlOMHJic643m0PmsKAsALmFbFr7ogqRxuLtgtcn8V2i5cxlAWT9SxYNofO35itoteOPhBZ%2BBFhCsslfyDr%2ByUCJthUPnKDffr1yF0ZQ3uUD95gOzcYflxw%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=AVxigLKpnOzHvA1TcF8xdR5GtnomSG8o%2F9Y8ylybPFq6%2BPShvc8ZHSkTDPoJDfZ2Yb1NJw%2BYrwNK7vpEhXt8U00N5KmadjHCY7%2Bsv3nRgzh1Q7DmH4lPg%2FEn2h4kpcqWWIl8AAyPhb3zl2vw0iYGorKxsGDRMUHs%2F8n9WI%2FY4QBDkXUuJU8Vu3buWjgX0%2FhUEg%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=AVxigLJXoybVwLBBP2ISScui7qgU07QEqvIHB%2FSQJO1xXgj2CNIA482icL1kzdlN3JQnRvqAS6%2B7bLiSIljLuKZtwX80wGMIgHt9MpVy4Eqxk0fC7jmZK%2BdTSRRxl5TSsrWn5%2FjNLcMKhVMUI8VNFmAdBnyXRBbdSLauhL5wd7uc&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=AVxigLJIu9PQof72u8cKwE0GW4DssR0fxAZZL13mQkljdStaOQ8hSkrmQF0uRU3kffIgVSYc3G1Xs8XjNl691V3hpRhlFfTgxdmB8yELrhOsbbwL9l97%2BqD850dejLIPD9Jf4nMNxBHSyJ3s6OJfKBnjp8ZAkzuaQgJobtSj6AE3weU0E7nfaMIfqQHb9Q%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=AVxigLK3twDRcEpcD5HHRI%2BFzSERk3xFPqw3eFzSQUPhupJ8jkwvLhCa0UgXw0m7XO2IV6M%2F5q3N27tm35MJoC1Q4liJSTT%2FsbfO1oNc2gU9UTn2xU4QJ3tqC5btNtvKGws1IcojU5x8STV1GiUB1PySonWqgsHMl88KxIrkRq6zUwQ7h%2BEIEhWwxEEYXP89qS9IFIyHJKWqbw%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=AVxigLKnaRT0t24537LQduDtqvMOx1o%2Bb1iemMhJciRPxFa9D6ct3hHa5aTFgKmXF3sCb%2FDeBkkj9rkZi%2Bybl80Fv2jjupnarRwApoIfo43zPjSqS4Cb7nOhHZt9CaCXxnlb3BHdppMiEsu8%2FJQDuYP8AWOCP0oAdQak5TwImk4ekLMpysKAVVnNPIaUtA%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)

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Overview

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

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

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

[ 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)

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

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

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

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

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Library

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

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

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

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

[ 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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[![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=AVxigLKtLt9nlANYuYm0r4fKTtw6YC1zwhlyjYAKDInqSW48%2BG2F8d139HqYQpeL9eCR4dCk5dRp8jITGuIehgBq1ClGsKtyl%2FF8CTqCKqJ9YMnorO6KbYSrU%2BcbOnwMKPZrz3fe5bFRSxi4O%2BKlCYPrcI4Mg%2FJr0sdP6JmwZGZM%2FNzJkw%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

[![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=AVxigLJ%2BUO3ZhC0FAcuMCXhs9M6pCxED6bUFveKzdiBVv8pL8oElJV6xQmsxer%2FEJFK6u5M6hLOTBQiTgRP8NyxjlxSAKDBLmnXY6SgrUbZxN%2BY%2FH8HAH7w3iU7zTwFqnfPa2bYfq%2F8cEhbGNAycaZqpj07P%2BuovhQ5DSB7NaTqYgIQRXva14Gt%2BiWiTaVMz6aUtww%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

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

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

**

[ 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=AVxigLLdCGchcjdrFV1wclOEJyWXzYkrdi%2FddQEHC43bej0srTMAeDMRXC8JERjOoe7HXChVl%2FcuncyeAksNlffFgUa2bjpDNt28JtJHnqSudAvqF7IM%2BDouqyjpFgsD0fAhk%2FpscQ%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=AVxigLLdCGchcjdrFV1wclOEJyWXzYkrdi%2FddQEHC43bej0srTMAeDMRXC8JERjOoe7HXChVl%2FcuncyeAksNlffFgUa2bjpDNt28JtJHnqSudAvqF7IM%2BDouqyjpFgsD0fAhk%2FpscQ%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=AVxigLJ1K6henk4bcxxS7kXVE2Ved19LB7GfuwMIhgLqS5EpaVeqp8kw2uMPePQQYqLp%2FNBS805EX7FioTN6E1%2BP5DCGYfVD1jj3MeOhlFsgek8pBVxaPhxJx8wo3TPQ3zRqxivrt3ZCFYt%2F456sQ8OpCRKWzvtFpsMIsHx6x1QsN9y65v90n6kl570NF1tzGhi5Zib8qFV8x0HrO6hQHpOMxA%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=AVxigLL9mc35t58PYB9km8vakWHIClPiCkL0KhrMJaboZ5mwzYO9MJSCzcy3RWLjbbkwpZkozDDRzyxZXN0Q0zjvwwg%2BJpm2D07YqeehFEVvWyr64JEGEYrWkeYG5%2FZwGO%2FTXdIITfo6LuKic6qFI%2Fljul%2BslLliQ87ilSJRU0wNxrec4WcsyEptmHuZ9mmsPHUsY9CY4ajilbXkrQ%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=AVxigLJUYsh%2Ba4BdqF3FG1p0Vsl7kvArcXwFUd3GpD9h5qzJNpa8rWzX9pdf%2FS7lSzItrf6RpeWTwWpRa8O%2FdlEJXpU8iEqLcKy4ZalAJGk5PKZfb9ANx1HoZbmw3WEOzm1Mamfi988%2BsE7dctprw7Z3nTar8RpsYpFEuSrQxH6KLgufCXZ0a2TgCnTRLaBA%2F7LHp2uykxs3OisRiA%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=AVxigLJwLuB%2BZzlbUIOIFd5WlWXpUABoVYOl6xSTD8EDiA6DzYTRfNK9V0MabHouc3w5TCGUYI6ndcGpUeJAi8MBXcG437TQ1YC9HJT6qKMEXdeUJ4PY9O0TYHRPTDoGi7OJai329a3pra2LkGXUY1dynhvCiL5zc65UAEHsJHUgr85DiJgDE71LsUcG6ZfwCsMAUAu4QcCHW7xP%2FXPeovq1xk8%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=AVxigLLQ1nRaGpMgyvuft0oEf7VD2aVCJf8R0h2c9mLgihH2cB4XOl0vW8BBhjI6%2BZbAkSh32FKIL1vo32UxIe5MF4d4a0zRPb1oEOLoPFqBJOSlc%2Ffr2fH02Il9OWDQF6BidHKg8SSIjc%2Fjh6ijfWgVCrYvmfkTdIgyDVYsyMhq1YrOJyE96vjiJwl2poahnfA1KUhdYlS%2FOjLhTGOPLrY%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=AVxigLJ9Dui3GYfU7At4N%2Fhrq9Ehsf7JG%2BATv3IgQ346KT3f0Kachrqx9VbpJXVPTZ9xAjyA0em7JFRx0gD2L9V59aVwK0AxQRiCY6bEEiOED4letTm4wLQZ6g8q1J2Ap3hjSD4MXJfG7ANfKLYKScAVpBqwqNgUvBfVp3FLbthGGb7K97tlRZ4eOtnr5ZJzhmsom%2FEJMjCu4D0wGesbNmFCvTM0FQ%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=AVxigLITh2p8NxEEmvB55TBfPM8divUj50fUfwmURt99B7WWscKjEjI20%2FiCL5RIEGzgk1pL5V7gaCdosAVNSIgx1UExmXBS5aYLIh3S6KRut9rW4lo3DuorC7PGc0Qa0qDyyUh5SxvueiJsfIHxEi1FJv2xl7vsCn9Q7t5oyG7FvzWOrSYSt2P%2FFoNbxH6pgV38sSlt64W1ktacC%2FHUC8ZmhadD2jA%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=AVxigLKx1WtAxfXdLMeB6ivspyI7aWF5B9PyhRha92fUh9X0BFvqrf7PQP6PG4BJ1fiDSrPFkcTnDlf5Ws%2BC4YsWKnaDrDKPSXKF1wVagc9MwdMHT6JadBZH9hIOgYnkiU%2BM%2FN2IAfl4Iyg2EbPFnDcXAlssSZRKYqlOXcxtt0Va%2Fsm1Je%2BRB0K32lNdYz1MdgphenztAgnWqnfDNnOoUQ2qyI4%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=AVxigLJghhP%2Boqon7bCeUTaaDV12PVQPS%2Fy0AT5hRbd7p8%2F2SOXty4JLM1mHUKx%2F9kIrcYGm0FwRGUZGtHKfAEXLFXln%2BZwu8nlucb%2B0N4W9pSMJg2fNQMX4PM0cFpALOpkee8v8sUhE%2B%2FHfcVlJMXCd9kn3qVU1JAOruAk5yeatwFLrEZuneW50sMbb0DLmQXf4zh%2Ft%2FpJZB3IjRRqHVTfdrg%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=AVxigLLHgJ5vV%2BgRlxY3N7C1ymfCN1aRFKc%2B4NPoiw8Rg71zLdEYyJJYkmBmriG8vtu1FX1d1pSKAiVWJCu3Z8lferbVFd2n%2B5iKYpRi2Yr3zzE4hqHnOQ650oDgZDB2oHK9%2BtZprm0QBPhsJaMUel8na6PLXPhm5d5WxCzjVbWdmFyjizEL2Mg%2FfE1oF9ay1Jh7r0FWV9c%2Bkj%2FRhjNBi3OBW1raz2JDfyMbYYuYTWHAFQ3KvA%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=AVxigLIBPWnIAp4fuVXHePuC6OKAjsFKEoxlohDlgYLj5XwZOwy1DPCDmGagALDW0ZG8C7ZXuASLrx4xa%2F5kXfnWWoAwWz0k1cckFSRUWKokxNiabTDqBY3af%2FXDMa8K0qkB0L5fMbg5Lc5TzKpU7svXOKWtrADP8ulepS04Deu%2BWU8yHNllcXgQD5ecSKxMwKYjqnxyNL%2BGNTuP8WM6YJopU0KI&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=AVxigLK%2BgtGj7L97YzQqFII3RlVjg8ZlzAOc9EtdQd%2FLnH65kv7egMwCpa%2FQ0ffIHdkWK1K7OLzzUvPgiqwpcG4XJWcdHy0nzTrH4Y7ObCv6%2F6ebQyYBtf17nQKglF7GEM0ospBmcfuNHUYY5OL2pyEnAsI%2BJAzUYwJ8LRLGBbbFBgDXKuJm0zRREz1lKA1c3H7M6Gsr7aed0%2Btb%2FjR%2FdOsms9fnmg%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=AVxigLL27hN6aHBOUBz%2Fk0VBth70E4xjwWdfbBvL6FfCBezm6%2Bu2W%2BAaUsmG2nKuhJeBUTGT26oCJNKwALnNKT8ZqR4yyC9EX9vk%2Fokj9Si0Z6q%2Fh%2F1ywLsDMk8z2HY%2Bcd59Gycv6XJmfR9Cpw5j7qMIXg%2BBnLzplmK9iXn1%2FMiEBVsvDv6xsz7WioZ8C11r6ZJ%2BM138a%2Fg%2BYT6wKZuTU9M5Sme9SLsT1u0%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=AVxigLLvygyXthF23oYqrIgilt%2F1FH6S9ia1fyP1Nqx27%2Bux5WwkJp293ChA7HFvB8Q%2B7CXKWh%2BrJeeQ6v7lTRwBFZzuhjjQyaBOnML6BtnhyPCquR9bKQzT8dhdaEs2AYRZ2A0wqgTVMon4V3ZAe6SBvHCytt805wRBWYCM%2Bu21CJxxMN0TKLJe0BJ4G%2BgvCqO1xbAuCKrwNKI9lidvEVOmPz4%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=AVxigLL%2FK0qS7ba3nJMxkxMDD%2BrEfBO3yWJI7whFNmogvz7rKwGE0H80aau4KcImsjnhL%2B%2BjPCFaDyc%2FST1zZHrw%2BSAZnKgYIlQTFHFQAkklPv3wMdJrrntnb7YTojAD9wh%2BmKbu9gMr4Dtiz3iHqfUClOSFFpNnY66cuUxl6AcdDI1sAXF81LJ7HKoDJ183BBLwekEltfq9RocuKNQ%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=AVxigLIjtdAm%2BY19xTbygpHdy6XPH%2BzDNUnwWOXyAYbBxBblPVjWwG6Nfomh5eaTb0IpL%2Bx50OwduLOn13%2FjZoDzOh06Y1vDaK5bGyuHy%2BDyD%2FO%2BTtyk29yJ0oHyjZ1fbXXABNqQAjQnaMQ597%2BbsXLaaagNAYJxRzjP31h0yV%2FYOHdTfhyJKytJdkY6AeoqMq1WlqAPAw%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=AVxigLLRhN30nJWKcCPwp8EHcazDP%2BbBlhtg81EiVbT6ulLcIkhkCQ2O4oWNUNuTzBf48eZ4qEa1NKr2y55zG2ZhjqhKpzDXhWr2KVZ6PUcnFcMZ20Y9ew3n0ocqs%2B3s0Tv2WIuEd16ZzLCSDx0c0KjTbIv3gCGyUIQ6hcx7jdImRL8TDFIByIJhTVseQlK%2FkJOTbDSP&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=AVxigLI4GCfMIPGj3sxGrxZrN8ws3vqB81%2FEt7FbPfvj62nYMIpe76IJ9o2F8ns5LU%2BuKyeT%2FlK81nPDlYHFnzDg%2B71PdL0ZDK8N8DFIot346OevxB6Jod1pyALAitzpcZ%2FjSBjUH2driJy5aDzkrxAxaz14DMyLzLWuoK2IGSRIrAlS1fFaUDXENFCV5LT0yY0u4wQZiLYCpcvTRA%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=AVxigLLiLEZmgBpYXRjTGLCeM0U1a7rTqvo%2FKI5Dd%2Fbvh80oz9LxzbDZSYYOq75Oc21sc4FamUyJSWhgRa1t2GN1T0n2KBgPnPut1UvcLe70%2FGsB%2F0SRBjFX5SfLWC3o3n97DMPF4rjg2h%2FGFguXZPDEviZdv8F8mwZDojrhWnsY%2BatMloryIOHMxZ9lbUbCrKLsj%2BVKiFZcRcSqQXxyduY4bAyEWgOi7CU%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=AVxigLJJrvpg8VuQelJSccMOJCqRX0O%2BsON7MR%2BBRT70CDeR9HR7Lc%2BOyjN%2FCiY%2Fc2U%2BkXeTuqoNJAtc7R2Tnx55Szvz8EXi2uPQK0ygRM9bMwnOoWIz42EynACJNHGyUsIBr9wcvBo1biGzRde%2BKuwtt5Fg5%2Bsb3izejl6DJqC1up02ALQmBmYVzwkVODSI03hYPyJDXRbSljA9Nw4QtP95smvwwM%2FtUaUCBt8%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=AVxigLJqiyHKVlPGBBNhv2lJaB0FPL3kWKcUAZUx%2BpSPRN0ySGjZ8ySTDn00WrDW0022%2FbWnFQaypzKoLsuQaNJzrsm1xAf%2FGk1L0B3FSbnEAg01xf7Iqr8Ekv7vK5n5p2U%2F32f%2FyewYlbWGjEdmle3yUkVo4AByCpMk958%2BKDqq6ZlE8OjuWah07vQK4Bs1Yz7TCtCg5YAh%2BdlavJylTELgDHqbaTpybOk%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=AVxigLI4GCfMIPGj3sxGrxZrN8ws3vqB81%2FEt7FbPfvj62nYMIpe76IJ9o2F8ns5LU%2BuKyeT%2FlK81nPDlYHFnzDg%2B71PdL0ZDK8N8DFIot346OevxB6Jod1pyALAitzpcZ%2FjSBjUH2driJy5aDzkrxAxaz14DMyLzLWuoK2IGSRIrAlS1fFaUDXENFCV5LT0yY0u4wQZiLYCpcvTRA%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=AVxigLJqNiY1GAf3GZKLRWyZf%2Br5ahvW5mt3D801Lvacxrnp2dbR3239j4dy7UTMh%2FSnIgSE%2BQwDY1xpwzsRBlV9pcPxu6X199nnteHcvqG%2B17BV%2BHDSvSqHCNtLohZwm7%2FSDFSKDlStbi412GoRXADASakzfXSm%2F%2BnEvO71WOScxtDDo3gd0NoCA30egm2Gt0hULcDqTbx5cU313UvAzQE%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=AVxigLITl0M%2BsdNyPvm22YhxqM4ev0Aw2RY5v8HFa%2FjwMR%2F63pifVArSxnSdVlOMHJic643m0PmsKAsALmFbFr7ogqRxuLtgtcn8V2i5cxlAWT9SxYNofO35itoteOPhBZ%2BBFhCsslfyDr%2ByUCJthUPnKDffr1yF0ZQ3uUD95gOzcYflxw%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=AVxigLKpnOzHvA1TcF8xdR5GtnomSG8o%2F9Y8ylybPFq6%2BPShvc8ZHSkTDPoJDfZ2Yb1NJw%2BYrwNK7vpEhXt8U00N5KmadjHCY7%2Bsv3nRgzh1Q7DmH4lPg%2FEn2h4kpcqWWIl8AAyPhb3zl2vw0iYGorKxsGDRMUHs%2F8n9WI%2FY4QBDkXUuJU8Vu3buWjgX0%2FhUEg%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=AVxigLJXoybVwLBBP2ISScui7qgU07QEqvIHB%2FSQJO1xXgj2CNIA482icL1kzdlN3JQnRvqAS6%2B7bLiSIljLuKZtwX80wGMIgHt9MpVy4Eqxk0fC7jmZK%2BdTSRRxl5TSsrWn5%2FjNLcMKhVMUI8VNFmAdBnyXRBbdSLauhL5wd7uc&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=AVxigLJIu9PQof72u8cKwE0GW4DssR0fxAZZL13mQkljdStaOQ8hSkrmQF0uRU3kffIgVSYc3G1Xs8XjNl691V3hpRhlFfTgxdmB8yELrhOsbbwL9l97%2BqD850dejLIPD9Jf4nMNxBHSyJ3s6OJfKBnjp8ZAkzuaQgJobtSj6AE3weU0E7nfaMIfqQHb9Q%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=AVxigLK3twDRcEpcD5HHRI%2BFzSERk3xFPqw3eFzSQUPhupJ8jkwvLhCa0UgXw0m7XO2IV6M%2F5q3N27tm35MJoC1Q4liJSTT%2FsbfO1oNc2gU9UTn2xU4QJ3tqC5btNtvKGws1IcojU5x8STV1GiUB1PySonWqgsHMl88KxIrkRq6zUwQ7h%2BEIEhWwxEEYXP89qS9IFIyHJKWqbw%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=AVxigLKnaRT0t24537LQduDtqvMOx1o%2Bb1iemMhJciRPxFa9D6ct3hHa5aTFgKmXF3sCb%2FDeBkkj9rkZi%2Bybl80Fv2jjupnarRwApoIfo43zPjSqS4Cb7nOhHZt9CaCXxnlb3BHdppMiEsu8%2FJQDuYP8AWOCP0oAdQak5TwImk4ekLMpysKAVVnNPIaUtA%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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

[ Asset Management ](https://www.rayven.io/services/asset-management-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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

[ 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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

[ 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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Overview

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

### We Partner With

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

[ 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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

[ 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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLIQXkJbQjXFhjwp%2BlT%2BRYupif6DSUYSKs%2BJ2zm8txOcY3wT040xJ8XqesNNRG%2Fhlx4s7gvGbJCKKUwEuNqRkhlBvXVQ7dW5iEQG4e5EBPC%2BOoagHYaYw7Bz9l3DyvZ%2FVwXaKOD6HwxwTIMoRhjnCmZD0cKnfcn%2B9s20R0vmF3%2FL&webInteractiveContentId=185823046841&portalId=8302174)

### 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=AVxigLKtLt9nlANYuYm0r4fKTtw6YC1zwhlyjYAKDInqSW48%2BG2F8d139HqYQpeL9eCR4dCk5dRp8jITGuIehgBq1ClGsKtyl%2FF8CTqCKqJ9YMnorO6KbYSrU%2BcbOnwMKPZrz3fe5bFRSxi4O%2BKlCYPrcI4Mg%2FJr0sdP6JmwZGZM%2FNzJkw%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

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SINGLESTORE INTEGRATION · BUILT FOR EVERYTHING ELSE

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

Connect SingleStore to every system + workflow it doesn't natively reach. Make your warehouse the operational core for live data, AI agents + apps.

240+

deployments live

1,228+

[fast-track connectors](https://www.rayven.io/solutions/data-integration-platform)

3 wks

average deploy

66%

faster than DIY

[Get my SingleStore 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) + ![SingleStore](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20%2B%20Files/SingleStore%20WebP.webp)

Live demo · Claude querying SingleStore + ops via Rayven MCP

RS

What's the status of the Operational systems → SingleStore flow today?

C

**All flowing.** Real-time CDC via SingleStore Pipelines is live. No blockers flagged.

Operational systemsSingleStore

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

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

SingleStore's HTAP model means you can finally run transactions + analytics on the same engine, but ops apps and AI still treat it like a warehouse - polling, caching, batch reads. Pipelines land data fast; downstream systems lag. Vector search runs in its own API surface. Multi-workspace estates share Universal Storage but cross-workspace query routing needs orchestration outside SingleStore's native scope.

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

 What Zapier + iPaaS reach

### SaaS-to-SaaS. Useful, until it isn't.

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

- Operational + analytical workloads landing in SingleStore but downstream apps and AI still treating it like a batch warehouse
- Real-time CDC from external OLTP into SingleStore via Pipelines (Kafka, S3, Kinesis sources)
- AI agents + vector-search queries running live through MCP rather than separate API gateways
- Customer-facing apps backed by SingleStore HTAP with workspace-aware caching + per-tenant isolation
- Multi-region SingleStore Cloud workspaces reading the same data with cross-workspace routing

 What Rayven reaches

### Ops, apps, agents, BI + 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.

- SingleStore + every CRM, ERP and operational system
- Streaming, CDC, files, APIs + 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

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

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

Operational systems → SingleStore

#### Real-time CDC via SingleStore Pipelines

Change-data events from [Salesforce](https://www.rayven.io/solutions/data-integration-platform/crm-integration/salesforce-sales-cloud-integration), [HubSpot CRM](https://www.rayven.io/solutions/data-integration-platform/crm-integration/hubspot-crm-integration) + custom OLTP stream into SingleStore via Pipelines (Kafka, S3, Kinesis). Sub-second arrival into HTAP tables, no CDC service needed.

U

Anything that needs my attention right now?

AI

**3 items.** 1 deal stuck, 1 account flagged, 1 task overdue.

SingleStoreOperational systems

SingleStore → CRM, ERP + ops apps

#### Reverse ETL from HTAP in real-time

Segments, propensity scores + materialised query outputs push back to [HubSpot CRM](https://www.rayven.io/solutions/data-integration-platform/crm-integration/hubspot-crm-integration), [NetSuite ERP](https://www.rayven.io/solutions/data-integration-platform/erp-integrations/netsuite-erp-integration) and custom ops apps - HTAP means insights from in-flight transactions, not yesterday's batch.

U

Which won deals are stuck pre-invoice?

AI

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

SingleStoreCRM, ERP + ops appsXero

SingleStore → Claude + AI agents

#### Claude queries SingleStore live via Rayven MCP

Claude + your AI agents query live SingleStore workspaces through [Rayven MCP](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp). Vector-index similarity search + row-level access policies travel through the connection.

U

Status check - is everything in sync?

AI

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

SingleStoreClaude + AI agents

SingleStore → Custom apps + portals

#### Customer-facing apps on SingleStore HTAP

Portals + embedded analytics on top of SingleStore via [Rayven's app layer](https://www.rayven.io/platform). Workspace-aware caching, per-tenant isolation + RBAC all handled - HTAP means sub-second app reads alongside analytical queries.

U

Show me everything for Acme Corp.

AI

**14 views unified.** $310k ARR, 2 open tickets, 1 device flagged, NPS 68.

SingleStoreCustom apps + portals5 systems

SingleStore vector search → AI semantic search

#### Vector search through Rayven MCP

SingleStore vector indexes + similarity search expose through Rayven MCP to AI agents and custom apps as a first-class query type. No separate vector-DB stack to maintain.

U

Snapshot of activity in the last 24 hrs?

AI

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

SingleStoreAI semantic search

SingleStore multi-region → Federated fabric

#### Multi-workspace + multi-region routing

Multi-region SingleStore Cloud workspaces sharing Universal Storage federate through Rayven's [AI Data Fabric](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric). Cross-workspace query routing without rebuilding ETL pipelines.

U

Cross-region pipeline view for Q3?

AI

**$8.4M total.** APAC up 22%, EU flat, NA up 14%.

SingleStoreFederated fabricMulti-DC

BEYOND INTEGRATION

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

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

01

 

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

SingleStore 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 SingleStore and every other connected system. Your AI stops guessing - cites real SingleStore records + numbers.  
[Learn more →](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

03

 

#### Automation + AI agents

Workflows + AI agents act on SingleStore 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 SingleStore 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. SingleStore stays SingleStore. Rayven works on what you've already built. Specifically tuned for **SingleStore workspace-aware routing, HTAP and vector-index query exposure**.

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-warehouse-integration/singlestore-integration#>

SINGLESTORE INTEGRATION · WHICH PATH

## Pick the right tool for your stack.

SingleStore 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

SingleStore to other SaaS

Yes

Best in class

Yes

DIY effort

SingleStore to OT / SCADA / IoT

Yes

No

Custom build

Months of work

SingleStore 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

SingleStore HTAP, workspace routing and vectors

Built in

No HTAP awareness

Custom build

Hard to get right

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.

240+ DEPLOYMENTS

#### 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.

HTAP + UNIVERSAL STORAGE NATIVE

#### Built for SingleStore's HTAP + workspace model.

Rayven uses SingleStore Pipelines for sub-second CDC sync, the MySQL wire protocol + REST API for query, with **workspace-aware routing**. Vector-index similarity search exposes as a query type via Rayven MCP; standard SQL auth + OAuth schema travel through every endpoint.

5/5 · 140+ REVIEWS

#### We stay after go-live.

No handoff. No disappearing. Rayven is a **long-term partner** when your SingleStore 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 SingleStore data needs to live. Your residency, your rules, your local compliance environment.

FAQS

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

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

##### The 30-minute call covers

- Your SingleStore + 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 SingleStore integration?

SingleStore integration is the practice of connecting SingleStore to the rest of your business stack - [CRM](https://www.rayven.io/solutions/data-integration-platform/crm-integration), [ERP](https://www.rayven.io/solutions/data-integration-platform/erp-integrations), customer-facing apps + AI agents - so HTAP data is usable everywhere it matters. Rayven delivers SingleStore integration as part of an [AI data fabric](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric), not a separate connector stack.

#### How does Rayven connect SingleStore to other systems?

Rayven uses SingleStore's MySQL wire protocol, REST API, JDBC/ODBC, Pipelines for streaming ingest + the SingleStoreDB Data API. Standard SQL auth, OAuth, SAML + RBAC handled per workspace. Vector indexes integrate as first-class query types. See [the Rayven Platform](https://www.rayven.io/platform).

#### What systems can Rayven connect SingleStore to?

Rayven connects SingleStore to 1,228+ systems including [Salesforce](https://www.rayven.io/solutions/data-integration-platform/crm-integration/salesforce-sales-cloud-integration), [HubSpot CRM](https://www.rayven.io/solutions/data-integration-platform/crm-integration/hubspot-crm-integration), [NetSuite ERP](https://www.rayven.io/solutions/data-integration-platform/erp-integrations/netsuite-erp-integration), [Xero](https://www.rayven.io/solutions/data-integration-platform/accounting-software-integration/xero-accounting-integration), Kafka, Kinesis, S3, GCS + custom OLTP databases - plus AI agents via [Rayven MCP](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp).

#### How does Rayven leverage SingleStore HTAP for operational AI?

Because SingleStore handles transactions + analytics on the same row, AI agents reasoning through Rayven MCP see the freshest possible state - no nightly snapshot, no cache miss. Vector search runs against the same engine via [the data layer](https://www.rayven.io/platform#data).

#### Does SingleStore have a native API? Why does Rayven add value on top?

Yes - SingleStore ships REST API, MySQL wire protocol, JDBC/ODBC + Pipelines. Rayven adds value because production sync needs more than a connector: workspace-aware routing, vector-index exposure as a query type, MCP-grade AI access, the apps and portal layers on top. Read more in [how Rayven works](https://www.rayven.io/platform).

#### What are the most common SingleStore integration use cases?

Top use cases are Pipelines CDC, reverse ETL from HTAP, [Claude querying SingleStore via MCP](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp), vector search + customer-facing HTAP apps. See the [automations above](https://www.rayven.io/solutions/data-integration-platform/data-warehouse-integration/singlestore-integration#automations) for specifics.

#### What are the technical specifics of SingleStore integration with Rayven?

Rayven uses SingleStore's REST API, MySQL wire protocol, JDBC/ODBC drivers + SingleStore Pipelines for real-time bidirectional sync, authenticated via standard SQL auth, OAuth, SAML and RBAC with per-workspace credential rotation. Pipelines drive sub-second CDC from Kafka, Kinesis, S3 + custom OLTP into HTAP tables (rowstore and columnstore in one family); Universal Storage tiering handled transparently. Workspace-aware query routing means operational reads route to dedicated workspaces while analytical workloads use separate compute. Vector indexes + similarity-search queries expose as first-class query types through [Rayven MCP](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp) - no separate vector-DB stack to maintain. Row-level access policies, per-tenant isolation + workspace RBAC travel through every flow into [CRM](https://www.rayven.io/solutions/data-integration-platform/crm-integration), [ERP](https://www.rayven.io/solutions/data-integration-platform/erp-integrations), AI agents and custom apps. Multi-region SingleStoreDB Cloud workspaces sharing Universal Storage federate via Rayven's customer-master layer. Claude + your AI agents query SingleStore live with HTAP freshness. Validated against SingleStoreDB Cloud, Self-Hosted deployments and [the Rayven Platform](https://www.rayven.io/platform).

GET STARTED

## SingleStore + 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 SingleStore 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)
    - [IoT Solutions](https://www.rayven.io/iot-platform)
    - [Unified Data Platforms](https://www.rayven.io/solutions/unified-data-platform)
    - [Data Collection Tools](https://www.rayven.io/solutions/data-collection-software)
    - [Automations](https://www.rayven.io/solutions/automation-software)
    - [Integrations](https://www.rayven.io/solutions/data-integration-platform)

- [Platform](https://www.rayven.io/platform) 
    - [Platform Home](https://www.rayven.io/platform)
    - [Integration Layer](https://www.rayven.io/platform/integration)
    - [Data Layer](https://www.rayven.io/platform/data)
    - [Execution Layer](https://www.rayven.io/platform/execution)
    - [Presentation / UI Layer](https://www.rayven.io/platform/presentation)
    - [Security, Governance + Hosting](https://www.rayven.io/platform/security)

- [Use Cases](https://www.rayven.io/industries-and-roles)

- [Partner with Rayven](https://www.rayven.io/partners) 
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- [About Us](https://www.rayven.io/about) 
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    - [Contact Us](https://www.rayven.io/contact)
    - [Management Login](https://workspace.rayven.io/login.aspx)
    - [info@rayven.io](mailto:info@rayven.io)

 

<https://www.rayven.io/solutions/data-integration-platform/data-warehouse-integration/singlestore-integration#body> 

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

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