Real-time
Two-way sync
Changes in DuckDB or Microsoft Dynamics 365 Sales instantly reflect in both systems. No stale data, no manual imports.
Database ⇄ CRM
DuckDB to Microsoft Dynamics 365 Sales integration — real-time, two-way sync
Keep DuckDB and Microsoft Dynamics 365 Sales 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 Sales
Treat Microsoft Dynamics 365 Sales like part of your database: its records live in DuckDB as real tables, and writes in either place sync to the other in seconds.
Product and engineering teams constantly need CRM data, and the CRM API is a poor way to get it: rate limits, pagination, custom objects, and integration code that breaks when an admin renames a field. What they actually want is the data in DuckDB, where it can be queried and joined like everything else.
Stacksync mirrors Quotes, Orders, Invoices, Activities from Microsoft Dynamics 365 Sales into Schemas, Tables, Views, External files (Parquet/CSV/JSON) in DuckDB with real-time, bi-directional sync. Read CRM records with plain queries; write updates from your application and they appear in Microsoft Dynamics 365 Sales with validation intact. Go-to-market teams keep working in the CRM, engineers keep working in the database, and neither has to think about the other.
Common use cases
- Write product usage and warehouse-computed scores onto Dataverse tables so sellers see them in the model-driven app.
- Run a two-way dual-run between Dynamics and another CRM during a migration.
- 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.
Internal tools without API code
Back-office apps read and write the synced tables; Stacksync handles the Microsoft Dynamics 365 Sales API, limits, and retries.
Trigger workflows from CRM changes
Field and stage updates in Microsoft Dynamics 365 Sales arrive as row changes in DuckDB, ready to drive jobs and notifications.
Query the CRM like a database
Accounts, contacts, and custom objects from Microsoft Dynamics 365 Sales become tables in DuckDB you can join with application data directly.
What you can sync between DuckDB and Microsoft Dynamics 365 Sales
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 Sales objects | |
|---|---|---|
| Views SQL views used to shape or filter data for downstream consumers. | Activities Emails, calls, appointments, and tasks; read out for activity analytics. | |
| External files (Parquet/CSV/JSON) Files DuckDB queries in place without loading, common as a sync interchange format. | Custom Tables Tenant-defined Dataverse tables; exposed through the same Web API as standard tables. | |
| Attached databases Additional database files or external systems attached into one session for cross-source queries. | Accounts Company records in Dataverse; the usual anchor for two-way sync with databases and ERPs. | |
| Database files Single-file .duckdb databases that jobs read and write directly on disk or object storage. | Contacts Person records linked to accounts; synced with marketing and support systems. | |
| Schemas Namespaces within a database used to organize tables in sync outputs. | Leads Prospect records; written in from enrichment or web forms, read out on qualification. | |
| Tables Columnar tables created via SQL; the destination for materialized sync data. | Opportunities Deal records with stages and estimated revenue; synced for pipeline reporting and close-triggered workflows. |
What ships with DuckDB ⇄ Microsoft Dynamics 365 Sales
Connect DuckDB and Microsoft Dynamics 365 Sales for flexible, real-time data sync.
Real-time sync, workflow automation, event queues, EDI, and monitoring, for every DuckDB–Microsoft Dynamics 365 Sales connection.
No-code + pro-code
Workflow automation
Trigger automated workflows whenever DuckDB or Microsoft Dynamics 365 Sales 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 Sales record.
Observability
Monitoring
Track your DuckDB ⇄ Microsoft Dynamics 365 Sales 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 Sales.
How the DuckDB and Microsoft Dynamics 365 Sales 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 Sales
- Integration surface
- Dataverse Web API (OData v4 REST)
- Authentication
- OAuth 2.0 via Microsoft Entra ID
- Change detection
- Dataverse change tracking with delta tokens, plus registered webhooks on table events
- Capabilities
- read · write · webhooks
- Rate limits
- Requests are governed by Dataverse service protection limits evaluated per user and time window.
How it works
How to connect DuckDB to Microsoft Dynamics 365 Sales — 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 Sales 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 Sales
connected
OAuth 2.0SSH tunnelSSL certificateVPC peering - 02
Choose tables
Pick the DuckDB and Microsoft Dynamics 365 Sales 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 365 SalesCustomers 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 365 SalesCompany company_name textEmail email textAmount amount numericCreated created_at timestamp
FAQ
DuckDB and Microsoft Dynamics 365 Sales integration FAQ
-
Yes. Stacksync provides a managed, real-time two-way integration between DuckDB and Microsoft Dynamics 365 Sales: authenticate both systems, choose the objects to sync (such as DuckDB's Views and External files (Parquet/CSV/JSON)), map fields visually, and changes propagate both ways in milliseconds — no code required.
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Microsoft Dynamics 365 Sales: Alternate keys allow upserts against external identifiers, so integrations do not need to store Dataverse GUIDs to write reliably. 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 Sales without custom code.
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Stacksync is SOC 2 Type II and ISO 27001 certified with HIPAA BAA support. Data is encrypted in transit, and a zero-persistent-storage architecture means DuckDB and Microsoft Dynamics 365 Sales records are not retained after a sync operation.
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Stacksync pricing is usage-based and starts at $1,000/month, including the managed DuckDB and Microsoft Dynamics 365 Sales connectors, real-time two-way sync, monitoring, and support. That replaces building and maintaining a custom DuckDB–Microsoft Dynamics 365 Sales integration in-house.
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Yes — Stacksync ships production-grade connectors for both DuckDB and Microsoft Dynamics 365 Sales. The connectors handle authentication, schema detection, rate limits, and retries; you configure the sync, and Stacksync operates it.
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Change detection on DuckDB: Polling or full re-reads; no change feed or transaction log API. On Microsoft Dynamics 365 Sales: Dataverse change tracking with delta tokens, plus registered webhooks on table events. Each detected change propagates to the other side in milliseconds, with field-level conflict resolution and an inspectable event log.
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 Sales.
Popular · 8 of 386
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DuckDB ⇄ Insightly -
DuckDB ⇄ Intercom -
DuckDB ⇄ Kommo -
DuckDB ⇄ Kustomer -
Microsoft Dynamics 365 Sales ⇄ VoltDB -
Microsoft Dynamics 365 Sales ⇄ YugabyteDB -
Microsoft Dynamics 365 Sales ⇄ PostgreSQL -
Microsoft Dynamics 365 Sales ⇄ Amazon RDS
No integrations match .
