Connect Databricks and
Dynamics 365 with AI

Sync machine learning predictions, customer intelligence, and analytical insights between your lakehouse and ERP automatically. Stop exporting CSV files, writing custom API scripts, or running manual data pipelines to keep your operational systems aligned with your analytics layer.

No code required
Live in minutes
SOC 2 Type II

What you can automate today

Redbird gives your team ready-to-run workflows — just connect your accounts and go.

Push ML-scored customer churn predictions to Dynamics 365 sales records

Run churn models in Databricks on customer behavior data, then automatically update Dynamics 365 account and contact records with propensity scores and recommended actions. Sales teams see real-time risk indicators without leaving their CRM interface.

Sync Dynamics 365 sales orders to Databricks for demand forecasting models

Stream new and updated sales orders from Dynamics 365 into Delta tables as they're created. Feed real-time operational data into forecasting models and inventory optimization workflows without batch ETL delays.

Enrich Dynamics 365 customer records with behavioral segmentation from Databricks

Apply Databricks feature store outputs and clustering results to Dynamics 365 contacts and accounts automatically. Marketing and sales teams see customer segments, lifetime value predictions, and next-best-action recommendations directly in their workspace.

Trigger ML pipeline retraining when Dynamics 365 fiscal periods close

Automatically kick off Databricks model retraining jobs when Dynamics 365 closes monthly or quarterly financials. Ensure forecasting and planning models incorporate the latest confirmed operational results without manual intervention.

Alert finance teams when Databricks anomaly detection flags unusual ERP patterns

Run anomaly detection models on Dynamics 365 financial transaction data in Databricks, then automatically create tasks or alerts in Dynamics 365 when outliers are detected. Fraud detection and compliance teams get notified within their operational workflow.

Archive Dynamics 365 historical operational data to Delta Lake on schedule

Automatically move aging transactional records from Dynamics 365 into cost-efficient Delta Lake storage in Databricks for long-term analytics and compliance. Keep ERP performance high while maintaining complete historical context for modeling and reporting.

Live in four steps

No engineers, no pipelines to maintain. Redbird handles the connectivity — you focus on the outcome.

01

Connect your accounts

Authorize Databricks and Dynamics 365 with OAuth or API credentials. Redbird never stores your data — it just passes through.

02

Describe what you want

Tell Redbird what to do in plain language — no SQL, no code, no configuration files required.

03

Review and activate

Redbird shows you exactly what it will do before running anything. Approve the workflow, set a schedule, and switch it on.

04

Let it run — and iterate

Workflows run on your schedule or on triggers. Every run is logged. Adjust with natural language at any time.

Built for data-driven teams

Redbird understands both Databricks lakehouse schemas and Dynamics 365 entity structures, so your data science outputs flow seamlessly into operational systems without custom integration code.

AI that speaks both lakehouse and ERP

Redbird maps Databricks Delta tables, ML model outputs, and feature store entities to Dynamics 365 accounts, contacts, sales orders, and custom fields automatically. Our intelligence layer understands when to append ML scores to customer records, when to trigger workflows based on prediction thresholds, and how to handle schema evolution across both platforms. No need to write Dataframe-to-API transformation logic or maintain brittle field mapping configurations.

Delta table to entity mapping
ML prediction enrichment
Feature store sync
Schema drift handling
10×

faster than building custom Databricks-to-Dynamics API integrations

No Spark connector configuration, REST API authentication flows, or incremental sync logic required

Auto-generated reports

Redbird can pull from Databricks and Dynamics 365 simultaneously, merge the results, and format a polished report — sent on a schedule or on demand.

Trigger-based alerts

Set conditions in natural language. Get notified in Slack or email the moment a threshold is crossed in either Databricks or Dynamics 365.

Enterprise-grade security

SOC 2 Type II certified. Data flows encrypted in transit and at rest. Fine-grained permission controls with full audit logs.

Bidirectional sync

Push data from Databricks into Dynamics 365, or from Dynamics 365 back into Databricks. Resolve conflicts with configurable merge rules.

Full audit trail

Every workflow run is logged — what ran, what changed, and why. Replay or revert any individual step at any time.

Triggers & actions for every team

Start automations from any event in Databricks or Dynamics 365 and orchestrate complex data workflows across your analytics and operational stack.

Databricks
Triggers & Actions
Trigger

Delta table updated

Trigger when records are inserted, updated, or deleted in a specified Delta table or database.

Trigger

ML model training completes

React when a Databricks ML training job finishes, with access to model metrics and artifacts.

Trigger

Scheduled notebook execution

Trigger workflows based on Databricks notebook or job runs completing on schedule.

Action

Write predictions to Delta table

Insert or update model scores, segments, or enrichment data into a specified Delta table.

Action

Trigger ML pipeline job

Start a Databricks job or notebook execution with dynamic parameters based on ERP events.

Action

Query feature store values

Retrieve feature store values for specific entities to enrich operational records in real time.

Dynamics 365
Triggers & Actions
Trigger

New or updated account

Trigger when customer accounts are created or modified in Dynamics 365.

Trigger

Sales order created

React immediately when new sales orders are placed in Dynamics 365 Operations.

Trigger

Financial period closed

Trigger workflows when accounting periods are closed and financials are finalized.

Action

Update account with ML scores

Enrich Dynamics 365 account records with predictions, propensity scores, or segment assignments.

Action

Create task or alert

Generate tasks or notifications for sales or service teams based on analytical insights.

Action

Update custom fields

Write calculated metrics, risk scores, or recommendations to custom Dynamics 365 fields.

Databricks
+
Dynamics 365

Ready to connect your stack?

Sync Databricks and Dynamics 365 in minutes. Redbird handles the complexity of connecting lakehouse analytics to enterprise ERP, so your teams can focus on insights, not integration maintenance.

Get started → Book a demo