Connect dbt and Dynamics 365 with AI

Redbird AI syncs your data transformation layer with your ERP system automatically. Stop manually extracting Dynamics 365 data for warehouse modeling, rebuilding metrics when business definitions change, or chasing down schema updates across your analytics stack.

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.

Sync Dynamics 365 financial data changes to trigger dbt model rebuilds

When chart of accounts, cost centers, or financial dimensions update in Dynamics 365, automatically trigger targeted dbt model refreshes. Keep your finance transformation layer synchronized with ERP schema changes without manual orchestration.

Push dbt-validated customer metrics back to Dynamics 365 sales records

After dbt models calculate customer health scores, lifetime value, or churn risk, write those metrics directly into Dynamics 365 account and opportunity fields. Give sales and service teams warehouse-quality analytics inside their CRM workflow.

Auto-generate dbt source YAML from Dynamics 365 entity metadata

When new entities or fields are added to Dynamics 365, automatically generate corresponding dbt source definitions with column descriptions and data types. Eliminate manual YAML authoring and keep documentation in sync with ERP changes.

Alert operations teams when dbt supply chain metrics breach thresholds

Monitor dbt models tracking inventory turnover, supplier performance, or fulfillment SLAs. When metrics cross defined thresholds, create tasks in Dynamics 365 for supply chain managers with full context and recommended actions.

Sync Dynamics 365 product catalog changes to refresh dbt dimension tables

When product hierarchies, pricing structures, or SKU attributes change in Dynamics 365, automatically trigger incremental refreshes of dbt product dimension models. Keep analytics aligned with current catalog structure without daily full refreshes.

Archive dbt test failure details to Dynamics 365 data quality cases

When dbt data quality tests fail on finance or operations models, automatically log issues as Dynamics 365 cases with test details, affected records, and assigned to data stewards. Create audit trail for data governance and resolution tracking.

Live in four steps

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

01

Connect your accounts

Authorize dbt 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 AI understands both dbt's transformation layer semantics and Dynamics 365's complex entity relationships, so you can orchestrate analytics workflows that stay synchronized with your ERP operations.

AI that understands ERP schemas and transformation logic

Redbird maps Dynamics 365 entities like GeneralJournalAccountEntry, SalesOrderLine, and InventoryTransaction to your dbt models without custom parsing. It reads dbt model lineage graphs, understands incremental materialization strategies, and knows which models depend on which Dynamics 365 data domains. When you connect both systems, Redbird interprets Power Query schemas, dbt manifest files, and ERP dimensional structures to route the right data through the right transformations automatically.

Parse Dynamics 365 entity metadata
Read dbt manifest.json lineage
Map ERP dimensions to warehouse models
Detect schema drift across systems
10×

faster than building dbt orchestration hooks and Dynamics 365 API extractors separately

No custom Python scripts, no Azure Functions for change detection, no manual YAML updates when ERP schemas evolve

Auto-generated reports

Redbird can pull from dbt 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 dbt 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 dbt into Dynamics 365, or from Dynamics 365 back into dbt. 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 dbt model runs or Dynamics 365 business events and take action in either system instantly.

dbt
Triggers & Actions
Trigger

dbt model run completes

Trigger when any dbt model finishes running, whether successful or failed.

Trigger

dbt test fails

Trigger when data quality tests on specific models or sources fail validation.

Trigger

dbt source freshness check warns

Trigger when source data freshness falls outside acceptable thresholds.

Action

Trigger dbt model run

Execute specific dbt models or tags programmatically from external events.

Action

Update dbt model metadata

Modify model descriptions, tags, or configuration in dbt project files.

Action

Create dbt source definition

Generate new source YAML entries with schema and column documentation.

Dynamics 365
Triggers & Actions
Trigger

Dynamics 365 entity record created

Trigger when new records are added to any entity like accounts, sales orders, or inventory journals.

Trigger

Financial dimension value changes

Trigger when chart of accounts, cost centers, or financial dimension structures are modified.

Trigger

Product catalog updated

Trigger when product hierarchies, pricing, or SKU attributes change in the master catalog.

Action

Update account or opportunity field

Write calculated metrics or scores back to CRM records for sales and service teams.

Action

Create task or case

Generate new work items for operations, service, or data quality teams with full context.

Action

Post to activity timeline

Add analytics insights or data quality alerts to entity activity feeds for audit trails.

dbt
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Dynamics 365

Ready to connect your stack?

Sync dbt and Dynamics 365 in minutes. Let Redbird AI handle the schema mapping, orchestration logic, and data synchronization so your analytics engineering and ERP teams can stay aligned without manual integration work.

Get started → Book a demo