WritingDatabricks (DBRX)Databricks (DBRX)published Sep 11, 2026seen 1d

Unify your marketing data with Lakeflow Connect

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Summary

Marketing is one of the most fragmented data stacks in the enterprise, traditionally requiring a custom API integration for every CRM, ad, and analytics source.

Lakeflow Connect provides native, fully managed connectors for Salesforce, Salesforce Marketing Cloud, HubSpot, Dynamics 365, Google Ads, Meta Ads, TikTok Ads, Reddit Ads, LinkedIn Ads, Google Analytics, Google Search Console, Marketo, SendGrid, Amplitude, Zendesk Support, and Pendo that land governed data directly in Unity Catalog, with no infrastructure to manage.

With the Ad-Genie solution accelerator, you can go from raw ad data to a governed customer 360 and a natural-language Genie agent in just 3 steps.

This is the first post in a new series exploring how Lakeflow Connect brings fully managed data ingestion to every line of business. Each post focuses on a specific domain, showing you how to unify scattered data sources with native connectors and activate that foundation for downstream workloads — from reporting dashboards to conversational analytics with Databricks Genie . We are kicking things off with the most notoriously fragmented stack of all: Customer 360. One platform, any source Lakeflow Connect provides a comprehensive suite of fully managed native connectors across SaaS applications, databases, and file sources that ingest your data directly into the Databricks Platform . Each connector can be set up via a point-and-click UI or a simple API. From there, your data is incrementally ingested as governed, managed tables in Unity Catalog , with no infrastructure for you to provision, manage, or scale. Prioritized by customer demand, Lakeflow Connect’s ingestion connectors span every line of business, including Productivity, Operations, Finance, and — perhaps the most fragmented of them all — Customer 360. Craft a complete customer 360 with Lakeflow Connect The modern marketing stack is a sprawl of ad platforms, analytics tools, and CRMs, each capturing only a slice of the customer. Painting a full picture has historically required a patchwork of custom ingestion pipelines and brittle scripts that data teams must both build and maintain. This drains engineering resources and slows down marketing analysts, who need answers fast: which campaigns actually drive retention? Which customers are about to churn? Lakeflow Connect resolves this by providing built-in connectors to ingest seamlessly from every stage of the customer journey: ACQUISITION: How do customers find you? Google Analytics , Meta Ads , TikTok Ads , Reddit Ads , LinkedIn Ads , Google Ads , and Google Search Console ENGAGEMENT: How do you engage with your customers? Salesforce Marketing Cloud , SendGrid , and Marketo RELATIONSHIP: Who are your customers? Salesforce , HubSpot , and Dynamics 365 EXPERIENCE: How do customers experience your product? Zendesk Support , Amplitude , and Pendo

With this breadth of martech connectors, Lakeflow Connect becomes the critical ingestion engine that powers a complete customer 360, without the integration bottlenecks that traditionally slow teams down. For example, EcoVadis, a globally trusted provider of business sustainability ratings and supply chain intelligence, uses Lakeflow Connect to ingest its marketing and CRM data quickly and reliably. At EcoVadis, Lakeflow Connect's HubSpot and Salesforce connectors gave us fast, reliable ingestion of our marketing and CRM data with none of the usual overhead and no custom integration pipelines. Because it supports Declarative Automation Bundles, it fits right into our existing CI/CD processes and saves us a lot of time during implementation." —Milena Milewczyk, Lead Senior Data Engineer, EcoVadis Another Databricks customer, iManage, a leading cloud-based knowledge work platform for legal and professional services, is also using Lakeflow Connect to reduce data engineering overhead and accelerate their ingestion pipelines. We spent months building a custom Salesforce connector on Synapse five years ago. With Lakeflow Connect, I had it set up in Databricks in an afternoon with zero issues. We have 500 to 700 custom objects, with new requests coming in constantly. What used to be a whole process is now just clicking a box.” —Martin Zugschwert, Data Engineering Manager, iManage Cross-channel ad reports out of the box Ad reports sit at the heart of marketing analytics, and our ad connectors provide them out of the box. The Lakeflow Connect Google Ads, Meta Ads, TikTok Ads, Reddit Ads, and LinkedIn Ads connectors deliver report tables with spend, impressions, clicks, and conversions, already aggregated and ready to analyze. Each report lands as its own governed Delta table and refreshes incrementally. The ad connectors support two types of reports: Pre-built reports: These cover the most common analytics needs with no configuration needed. For example, the TikTok Ads connector offers a ready-made campaign_report_daily report for daily campaign performance, or a campaign_age_gender_report report to split those metrics by audience. Custom reports: These let analysts tailor the exact level, dimensions, breakdowns, and metrics of a report, for more specialized needs. For example, the Meta Ads connector allows an analyst to set the attribution window and timeframe so the data matches how they measure performance.

Today, the Meta Ads, Google Ads, and TikTok Ads connectors also support a managed authentication flow that streamlines setup to just an OAuth sign-in. From there, every report lands as a consistent, governed Unity Catalog table, ready for downstream analysis. To keep things cleanly organized, you can route each ad account's tables to its own destination schema — this is already possible via API, with UI support rolling out soon. The Krazy Coupon Lady, a leading shopping intelligence company that helps millions of consumers find the best deals, relies on Lakeflow Connect’s Meta Ads and Salesforce connectors to streamline its marketing data pipelines. At The Krazy Coupon Lady, our edge is turning deals into measurable reach for the brands we partner with, and that depends on well-governed data.Lakeflow Connect's managed connectors land our Meta Ads performance data and Salesforce records straight into Databricks as Delta tables, and we're expanding to additional sources on our roadmap. Because these pipelines are fully managed and refresh...

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Notability

notability 5.0/10

Databricks product feature post, moderate relevance.