Managed SaaS connectors

Databricks Lakeflow Connect provides fully-managed connectors for ingesting data from enterprise SaaS applications. Each connector handles source-specific authentication, incremental reads, schema evolution, and automated retries.

Supported connectors

• • 1Password Event Logs
  • Ingest audit events, item usages, and sign-in attempts from 1Password.
• • Aha!
  • Ingest ideas, products, tasks, and related product-management records from Aha!.
• • Akamai WAF
  • Ingest web application firewall (WAF) security events from Akamai.
• • Amplitude
  • Ingest product analytics event data along with event, cohort, and annotation metadata from Amplitude.
• • Anaplan
  • Ingest audit trail events and user account records from Anaplan.
• • Anthropic
  • Ingest Compliance API audit, directory, and Claude chat/message data from Anthropic.
• • Anysphere Audit Logs
  • Ingest team audit-log events from the Anysphere (Cursor) Admin API.
• • Anysphere Organization
  • Ingest organization members, groups, and group members from the Anysphere (Cursor) Organization Admin API.
• • Atlassian Audit Logs
  • Ingest organization audit log events from Atlassian.
• • Celigo
  • Ingest audit log events, such as resource create, update, and delete operations, from Celigo (integrator.io).
• • Confluence
  • Ingest pages, spaces, and comments from Atlassian Confluence.
• • CrowdStrike Falcon Event Stream
  • Ingest Falcon Event Stream events from CrowdStrike Falcon.
• • Microsoft Dynamics 365
  • Ingest CRM and ERP data from Microsoft Dynamics 365 using Azure Synapse Link.
• • GitHub
  • Ingest repository data such as commits, issues, and pull requests from GitHub.
• • Glean
  • Ingest usage insights and shortcuts data from Glean.
• • Gmail
  • Ingest messages, labels, drafts, and filters from a Gmail mailbox.
• • Google Ads
  • Ingest campaign performance and advertising metrics from Google Ads.
• • Google Analytics
  • Ingest website traffic and user behavior data from Google Analytics 4.
• • Google Search Console
  • Ingest search performance data, site metadata, and sitemap information from Google Search Console.
• • Google Workspace
  • Ingest activity events from Google Workspace application audit logs.
• • HubSpot
  • Ingest CRM, marketing, and sales activity data from HubSpot.
• • Jira
  • Ingest project management and issue tracking data from Atlassian Jira.
• • LinkedIn Ads
  • Ingest advertising campaign data and performance reports from LinkedIn Ads.
• • Marketo
  • Ingest lead, activity, static list, and custom object data from Adobe Marketo Engage.
• • Meta Ads
  • Ingest advertising campaign data from Meta (Facebook and Instagram Ads).
• • Microsoft 365 Unified Audit Logs
  • Ingest unified audit events from Microsoft Entra ID, Exchange, SharePoint, and other Microsoft 365 workloads.
• • Monday.com
  • Ingest work management data such as boards, users, teams, and activity logs from Monday.com.
• • Netskope Logs
  • Ingest event and alert logs from Netskope.
• • NetSuite
  • Ingest ERP and financial data from Oracle NetSuite.
• • Notion
  • Ingest pages, data sources, databases, blocks, comments, and users from Notion.
• • Okta System Logs
  • Ingest audit and security events from the Okta System Log.
• • OpenAI
  • Ingest organization administration data such as users, projects, usage, costs, and audit logs from OpenAI.
• • Outlook
  • Ingest email messages from Microsoft Outlook.
• • PagerDuty
  • Ingest incident, on-call, service, and audit data from PagerDuty.
• • Pendo
  • Ingest product analytics data from Pendo.
• • Reddit Ads
  • Ingest advertising campaign data and performance metrics from Reddit Ads.
• • Salesforce
  • Ingest CRM records and customer data from Salesforce using incremental reads.
• • Salesforce Marketing Cloud
  • Ingest marketing data such as journeys, campaigns, emails, and subscribers from Salesforce Marketing Cloud.
• • SendGrid
  • Ingest subuser directory data and IP access-management activity from SendGrid.
• • ServiceNow
  • Ingest IT service management records and tickets from ServiceNow.
• • SharePoint
  • Ingest files and list data from Microsoft SharePoint sites.
• • Shopify
  • Ingest e-commerce data such as products, orders, customers, inventory, fulfillments, and discounts from Shopify.
• • Smartsheet
  • Ingest sheet data from Smartsheet.
• • Square
  • Ingest point-of-sale data such as payments, orders, customers, catalog items, and inventory from Square.
• • Strac
  • Ingest data-security audit events from Strac.
• • TikTok Ads
  • Ingest advertising performance data from TikTok Ads.
• • Veeva Vault
  • Ingest standard objects, custom objects, system tables, and audit trail tables from Veeva Vault.
• • Verkada
  • Ingest organization audit logs and access users from Verkada.
• • Wiz Audit Logs
  • Ingest audit log entries, issues, and vulnerability findings from Wiz.
• • Workday Activity Logging
  • Ingest user activity log events from Workday.
• • Workday HCM
  • Ingest HR, payroll, and workforce data from Workday Human Capital Management.
• • Workday Reports
  • Ingest custom Workday reports into Delta tables.
• • Workiva
  • Ingest audit activity, users, and roles from Workiva.
• • Zendesk Support
  • Ingest support tickets, users, and organization data from Zendesk.
• • Zip
  • Ingest procurement data such as requests, purchase orders, invoices, and vendors from Zip.
• • Zoho Books
  • Ingest accounting data such as invoices, bills, contacts, and bank transactions from Zoho Books.

note

To share data with SAP Business Data Cloud (BDC), use the SAP BDC connector for Databricks, which uses OpenSharing and not Lakeflow Connect. See Share data between SAP Business Data Cloud (BDC) and Databricks.

Connector components

A SaaS connector has the following components:

Component	Description
Connection	A Unity Catalog securable object that stores authentication details for the application.
Ingestion pipeline	A pipeline that copies the data from the application into the destination tables. The ingestion pipeline runs on serverless compute.
Destination tables	The tables where the ingestion pipeline writes the data. These are streaming tables, which are Delta tables with extra support for incremental data processing.

Component	Description
Connection	A Unity Catalog securable object that stores authentication details for the application.
Ingestion pipeline	A pipeline that copies the data from the application into the destination tables. The ingestion pipeline runs on serverless compute.
Destination tables	The tables where the ingestion pipeline writes the data. These are streaming tables, which are Delta tables with extra support for incremental data processing.