Real-time
Two-way sync
Changes in DuckDB or Microsoft Dynamics 365 instantly reflect in both systems. No stale data, no manual imports.
Database ⇄ Business productivity
DuckDB to Microsoft Dynamics 365 integration — real-time, two-way sync
Keep DuckDB and Microsoft Dynamics 365 in sync without custom scripts. Cut weeks of integration work, eliminate silent data drift, and give your team a single, reliable source of truth.
- SOC 2 and 6 other compliance frameworks
- POC with real engineers in minutes
Adopted by fast-scaling companies moving mission-critical data in real time
Case study
Migrated from Mulesoft
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Migrated from Celigo
Migrated from Heroku Connect
Migrated from Matillion
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Migrated from Fivetran
Case study
Migrated from Celigo
Why teams connect DuckDB and Microsoft Dynamics 365
Mirror Microsoft Dynamics 365's data into DuckDB so your own code can read and write it like any other table, with changes flowing both ways in seconds.
Engineers integrate with tools like Microsoft Dynamics 365 through APIs, which means auth, pagination, rate limits, webhooks, and retry logic, all maintained forever and all different for every tool. Meanwhile the data would be trivial to use if it simply lived in DuckDB.
Stacksync mirrors Accounts, Contacts, Leads, Opportunities from Microsoft Dynamics 365 into Tables, Views, External files (Parquet/CSV/JSON), Attached databases in DuckDB and keeps both sides in sync in real time. Your services query the database directly, and inserts or updates your code makes flow back into Microsoft Dynamics 365, so the tool and the database never disagree.
Common use cases
- Enrich leads from external data sources and write scores back onto Dynamics records.
- Two-way sync of accounts and contacts with a Postgres or SQL database so engineers query SQL while sales works in Dynamics.
- Push aggregates computed in DuckDB out to a CRM or business tools so analysis results reach operational systems.
- Use DuckDB as a transform step: read synced Parquet exports, aggregate with SQL, and write results back to an operational database.
Read Microsoft Dynamics 365 with a query
Records from Microsoft Dynamics 365 are ordinary rows in DuckDB; join them, index them, and use them in application logic without touching the vendor API.
Automate Microsoft Dynamics 365 from your codebase
Write to the synced tables in DuckDB and Stacksync propagates the change into Microsoft Dynamics 365, replacing custom integration code.
React to changes as they happen
Updates in Microsoft Dynamics 365 arrive as row changes in DuckDB, so triggers, jobs, and services can respond in near real time.
What you can sync between DuckDB and Microsoft Dynamics 365
Representative objects on each side — any object or custom field can map to any target. Schemas are auto-detected; types are converted between the two systems.
| DuckDB objects | Microsoft Dynamics 365 objects | |
|---|---|---|
| Tables Columnar tables created via SQL; the destination for materialized sync data. | Cases (Incidents) Support records shared with ticketing tools and product databases. | |
| Views SQL views used to shape or filter data for downstream consumers. | Quotes, Orders & Invoices Transaction documents reconciled with the ERP or billing source of truth. | |
| External files (Parquet/CSV/JSON) Files DuckDB queries in place without loading, common as a sync interchange format. | Products Catalog records aligned with ERP item masters. | |
| Attached databases Additional database files or external systems attached into one session for cross-source queries. | Activities Emails, calls, and tasks captured for engagement analytics. | |
| Database files Single-file .duckdb databases that jobs read and write directly on disk or object storage. | Custom Tables Dataverse tables that carry business-specific entities through the same API surface. | |
| Schemas Namespaces within a database used to organize tables in sync outputs. | Accounts Company records synced bi-directionally with ERPs, databases, and billing systems. |
What ships with DuckDB ⇄ Microsoft Dynamics 365
Connect DuckDB and Microsoft Dynamics 365 for flexible, real-time data sync.
Real-time sync, workflow automation, event queues, EDI, and monitoring, for every DuckDB–Microsoft Dynamics 365 connection.
No-code + pro-code
Workflow automation
Trigger automated workflows whenever DuckDB or Microsoft Dynamics 365 data changes, update records, fire webhooks, or kick off sequences without brittle API scripts.
At scale
Event queues
Handle millions of events per minute without losing a single DuckDB or Microsoft Dynamics 365 record.
Observability
Monitoring
Track your DuckDB ⇄ Microsoft Dynamics 365 sync health, view errors, and replay failed events in one click.
Trading partners
EDI
Transform legacy EDI complexity into simple database interactions between DuckDB and Microsoft Dynamics 365.
How the DuckDB and Microsoft Dynamics 365 connectors work
DuckDB
- Integration surface
- In-process SQL engine via client libraries (Python, Node.js, JDBC, CLI); no server or network API by default
- Authentication
- None built in; access control is file-system level (MotherDuck adds token auth for its hosted service)
- Change detection
- Polling or full re-reads; no change feed or transaction log API
- Capabilities
- read · write
- Rate limits
- No API rate limits; throughput is bounded by local compute and I/O
Microsoft Dynamics 365
- Integration surface
- REST API (Dataverse Web API, OData v4); Finance & Operations apps expose a separate OData data-entity surface
- Authentication
- Microsoft OAuth sign-in: user provides the D365 environment URL, signs in with Microsoft credentials, and accepts the Stacksync app (permissions to read CRM data and interact with OData entities)
- Change detection
- Change data capture (CDC) via the Dynamics 365 Change Tracking feature; standard entities have change tracking enabled by default, custom entities require enabling "Track Changes" in Power Apps/Dataverse table properties
- Capabilities
- read · write · CDC · webhooks
How it works
How to connect DuckDB to Microsoft Dynamics 365 — three steps, no code
Configure and sync within minutes, no code. Whether you sync 50k or 100M+ records, Stacksync handles the queues, infra, and plumbing. Integrations are non-invasive and need zero setup on your systems.
- 01
Connect your apps
Authenticate DuckDB and Microsoft Dynamics 365 with each platform's native method — OAuth, API keys, or service accounts — plus secure options like SSH tunneling, IP whitelisting, and VPC peering.
DuckDB
connected
Microsoft Dynamics 365
connected
OAuth 2.0SSH tunnelSSL certificateVPC peering - 02
Choose tables
Pick the DuckDB and Microsoft Dynamics 365 objects to sync — Stacksync auto-detects both schemas, including custom fields where the platform exposes them. Sync to existing tables, or let Stacksync create new ones with ideal data types.
objects · DuckDB ⇄ Microsoft Dynamics 365Customers 12,480Sales Orders 8,213Invoices 5,902Items 1,344 - 03
Map fields
Fields map automatically even when names and types differ. Stacksync handles transformation and type casting for you, zero configuration required.
DuckDB Microsoft Dynamics 365Company company_name textEmail email textAmount amount numericCreated created_at timestamp
FAQ
DuckDB and Microsoft Dynamics 365 integration FAQ
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Yes. Stacksync provides a managed, real-time two-way integration between DuckDB and Microsoft Dynamics 365: authenticate both systems, choose the objects to sync (such as DuckDB's Tables and Views), map fields visually, and changes propagate both ways in milliseconds — no code required.
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On the Microsoft Dynamics 365 side: Accounts, Contacts, Leads, Opportunities, plus custom fields where Microsoft Dynamics 365 exposes them. On the DuckDB side: Tables, Views, External files (Parquet/CSV/JSON), Attached databases. Stacksync auto-detects both schemas and converts types between the two systems.
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Yes. Each object mapping can be bidirectional or restricted to a single direction (both systems accept writes). Read-only mirrors, one-way pushes, and full two-way sync can be mixed in the same integration.
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Common patterns for DuckDB and Microsoft Dynamics 365: Read Microsoft Dynamics 365 with a query; Automate Microsoft Dynamics 365 from your codebase; React to changes as they happen. Records from Microsoft Dynamics 365 are ordinary rows in DuckDB; join them, index them, and use them in application logic without touching the vendor API.
-
DuckDB: In-process SQL engine via client libraries (Python, Node.js, JDBC, CLI); no server or network API by default. Authentication: None built in; access control is file-system level (MotherDuck adds token auth for its hosted service). Microsoft Dynamics 365: REST API (Dataverse Web API, OData v4); Finance & Operations apps expose a separate OData data-entity surface. Authentication: Microsoft OAuth sign-in: user provides the D365 environment URL, signs in with Microsoft credentials, and accepts the Stacksync app (permissions to read CRM data and interact with OData entities). Stacksync manages authentication, retries, and rate limits on both sides.
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Microsoft Dynamics 365: Change tracking returns only rows changed since a delta token, giving integrations an incremental read path without full re-pulls. DuckDB: It queries Parquet, CSV, and JSON files directly without importing them, which makes file-based exchange a natural sync pattern. Stacksync's field mapping accounts for these differences between DuckDB and Microsoft Dynamics 365 without custom code.
SECURITY
Security teams love Stacksync
As a data company, we understand the importance of keeping your data secure. Stacksync is built with security best practices to keep your data safe at every layer, and is DPF-certified for US, EU, UK and CH data transfers.
SOC 2 type II
ISO 27001
HIPAA BAA
GDPR
CCPA
CSA STAR
DPF US-EU-UK-CH
→ SECURITY WITH BENEFITS
SSO & SCIM
Let your users access Stacksync from your centralized user management systems. Works with Okta, Azure, Google SSO and more.
Alerts
Immediately get alerted about record syncing issues over email, Slack, PagerDuty and WhatsApp. Resolve issues from a centralized dashboard with retry and revert options.
Secure connection options
Securely connects to your systems with:
Related integrations
Every pair below is a real-time, two-way sync. Search all 386 integrations available for DuckDB and Microsoft Dynamics 365.
Popular · 8 of 386
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DuckDB ⇄ Microsoft Teams -
DuckDB ⇄ NextGen Healthcare -
DuckDB ⇄ Orderful -
DuckDB ⇄ Resend -
Microsoft Dynamics 365 ⇄ Dynamo DB -
Microsoft Dynamics 365 ⇄ IBM Db2 -
Microsoft Dynamics 365 ⇄ Firebase -
Microsoft Dynamics 365 ⇄ SingleStore
No integrations match .
