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

Connector	Description
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.
Asana	Ingest work management data such as workspaces, projects, tasks, portfolios, and goals from Asana.
Atlassian Audit Logs	Ingest organization audit log events from Atlassian.
Azure DevOps	Ingest project, repository, work item, build, release, and identity data from Azure DevOps.
Box Audit Logs	Ingest enterprise audit events from Box.
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.
Cribl	Ingest configuration, worker status, organization metadata, and Leader audit and access logs from Cribl.Cloud.
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.
GitLab	Ingest repository, project, group, CI/CD, and security data from GitLab.
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 Analytics Aggregated	Ingest aggregated user, session, acquisition, engagement, and custom report 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.
Microsoft Entra ID	Ingest directory objects, role assignments, identity configuration, and audit and sign-in logs from Microsoft Entra ID.
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.
Oracle Eloqua	Ingest contacts, accounts, campaigns, emails, forms, and other marketing data from Oracle Eloqua.
Outlook	Ingest email messages from Microsoft Outlook.
PagerDuty	Ingest incident, on-call, service, and audit data from PagerDuty.
PayPal	Ingest payments data such as transactions, disputes, invoices, and balances from PayPal.
Pendo	Ingest product analytics data from Pendo.
Productboard	Ingest product hierarchy, roadmap, objectives, and customer feedback notes from Productboard.
QuickBooks	Ingest accounting data such as accounts, customers, invoices, bills, and payments from QuickBooks.
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.
SurveyMonkey	Ingest surveys, collectors, survey responses, and contacts from SurveyMonkey.
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.
Vimeo	Ingest team, team member, team role, and audit log data from Vimeo.
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.
Zoho CRM	Ingest CRM data such as leads, contacts, accounts, deals, and custom modules from Zoho CRM.

Note

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