Do I need a separate data warehouse for my Microsoft Graph data?

No. Definite includes a built-in lakehouse, so you don't need to pay for a separate warehouse like Snowflake, BigQuery, or Redshift. Your Microsoft Graph data syncs into open Parquet storage and is queried by a DuckDB-powered engine for high-performance analytics. Definite handles encrypted, persistent storage behind the scenes with enterprise-grade security, automatic syncing, and backups. You get lightning-fast queries, built-in business intelligence tools, and SOC 2 compliant security, all without the overhead or complexity of running a separate warehouse.

Can I analyze my Microsoft Graph data with other data sources?

Yes. Definite lets you connect and analyze data across all your tools: app databases, CRMs, marketing automation, analytics, and customer support platforms. Our built-in Sync Engine supports 500+ data sources, with options for daily, hourly, or near real-time syncs. You can select metrics and dimensions from your Microsoft Graph data alongside other sources to explore insights, build dashboards, and share results (no SQL needed, unless you want to). Or simply ask Fi, our AI analyst, to find answers, uncover patterns, and instantly create charts and reports for you.

Can Definite connect Microsoft Graph data to tools like Python, SQL, Google Sheets, or Slack?

Yes. Definite integrates seamlessly with the tools you already use. You can run Python scripts for advanced analysis, query your data directly with SQL, or sync results to Google Sheets and Slack for easy sharing. Data can be exported in CSV, Excel, or JSON, accessed via the Metrics API, or embedded directly into your product or internal dashboards. Definite makes it simple to connect, automate, and share insights wherever your team works.

How does Definite's AI actually work?

Definite includes Fi, our AI data analyst that understands your business data and speaks your language. Fi can explore your connected sources, write SQL, and build charts or dashboards in minutes, turning plain-English questions into real analysis. Under the hood, Fi uses Definite's semantic models and query engine to interpret context, generate accurate queries, and explain results clearly. The result: faster insights, fewer bottlenecks, and analytics that finally deliver ROI.

Can I use Definite for free?

Yes. Definite offers a free plan for qualifying startups that includes core analytics, dashboards, and AI insights: everything you need to get started. You can upgrade anytime for more data sources, faster syncs, and advanced automations.

Definite runs as a private deployment in your own cloud (AWS, GCP, Azure, or anywhere with Kubernetes); you keep control of data, compute, and networking. Request a demo →

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§ Connector

Microsoft Graph

Analyze your Microsoft Graph data with AI today.

Build dashboards, automate reports, and ask questions in plain English — all from your Microsoft Graph data, no complex infrastructure to maintain.

See Microsoft Graph in Definite →Try it free

Have multiple Microsoft Graph accounts? Analytics across multiple Microsoft Graph accounts →

Want it to watch your Microsoft Graph data and act on its own? Meet the Microsoft Graph agent →

§ Live with

§ What you get

Everything Microsoft Graph exposes, modeled and queryable.

Extracts Microsoft 365 directory and licensing data from Microsoft Graph, including users, groups, group memberships, and tenant license subscriptions. Enables analysis of identity and access (who belongs to which groups), user directories, and license allocation/consumption across the tenant.

Standard on every Definite connector

Sync cadence

Hourly or faster

CDC

Native where supported

Auth

OAuth / API key

Row-level security

Yes

Tables & streams

4 objects

◆User

Represents Azure AD/Microsoft 365 user directory profiles and attributes; enables analysis of headcount, departmental breakdowns, license coverage, and access via group memberships.

customeroperations

◆Group

Represents Microsoft 365 and security groups that govern access and collaboration; supports analysis of group inventory, membership sizes, and access patterns across the tenant.

customersupport

◆Group Membership

Captures the relationship linking users to groups; used to analyze who has access to what, segregation of duties, and least-privilege compliance.

customeroperations

◆License Subscription

Represents tenant license SKUs with available and consumed counts; enables reporting on license utilization, allocation efficiency, and cost optimization.

revenue_financeengagement

Authentication

Authenticates via Azure Active Directory using OAuth 2.0 client credentials (tenant, client ID, and client secret from an app registration).

Requirements

Requires a Microsoft Graph account to connect.

§ How it works