Systems | Development | Analytics | API | Testing

Pull conversations, contact profiles, and customer events out of Crisp and into your warehouse, CRM, or AI pipeline, fully transformed, on schedule, with no engineering required. Crisp is a customer messaging platform built around a shared inbox: live chat, email, and social channels routed into one place so support, sales, and success teams can respond from a single view.

Your data integration team just asked: "Should we use MCP or REST APIs?" The answer is yes to both. With the ETL market reaching $10.24 billion in 2026 and projected to grow to $21.25 billion by 2031, understanding when to leverage each technology determines whether your AI agents can autonomously adapt to changing data needs or require manual code updates for every new integration.

Your organization invested heavily in a data warehouse, yet business users still wait days for answers to simple questions. The disconnect between where data lives and who needs it remains one of the persistent challenges in enterprise analytics. With 95% of AI pilots failing due to poor data foundations and accessibility issues, companies need a standardized way to connect AI agents to their existing data infrastructure.

Pull accounts, contacts, opportunities, and custom module data from SugarCRM into your warehouse, BI tools, or downstream pipelines, fully transformed, on schedule, with no manual exports required. SugarCRM is a CRM platform built for mid-market and enterprise sales, marketing, and service teams.

Pull transaction records, subscription lifecycle events, invoice data, and customer metadata into your warehouse, CRM, or AI pipeline, fully transformed, on schedule, with no engineering required. Stripe is the payments infrastructure behind millions of businesses. It processes charges, manages subscriptions, handles invoicing, issues refunds, and tracks disputes, all through a single API. Finance teams, revenue operations, product teams, and growth engineers rely on it daily.

Customer data ingestion is the process of collecting customer records from CRM, ERP, product, support, and file-based sources, validating them, and routing them into the systems that power onboarding, reporting, and activation. For B2B platforms, a good approach is a tenant-safe pipeline that can land history, sync ongoing changes, and deliver trusted records quickly.

Pull session feedback, survey responses, and behavioral signals into your warehouse, CRM, or AI pipeline, fully transformed, on schedule, with no engineering required. Mouseflow is one of the most-loved tools for understanding how people actually use your website. Session replays, heatmaps, feedback surveys, and funnel analysis give product, marketing, and CX teams a window into real user behavior, the kind of insight that doesn't show up in event analytics or quantitative dashboards.

“Garbage in, garbage out.” We are not the ones who said this, George Fuechsel did. But when we are talking about AI today, it is hard not to repeat it. We spend a lot of time discussing what AI can do, the outputs, the predictions, the impact it can create. Much less attention goes to what is actually going into these systems.

We're excited to announce a new cloud-native capability that deepens Integrate.io's integration with the Microsoft 365 ecosystem. SharePoint is now available as a write destination in the package designer. This release enables data teams to push transformed, pipeline-processed data directly into SharePoint Online libraries and lists through a fully cloud-native, API-first connection.

We're excited to share our latest feature enhancement that improves reliability and control for outbound data delivery across the platform. This release introduces configurable request throttling on the REST API destination, giving data teams a native way to respect target API rate limits directly within their pipeline configuration.