Stream data from Microsoft Dynamics 365 Finance and Operations to SingleStore
Move data from Microsoft Dynamics 365 Finance and Operations to SingleStore in minutes using Estuary. Stream, batch, or continuously sync data with control over latency from sub-second to batch.
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How to integrate Microsoft Dynamics 365 Finance and Operations with SingleStore in 3 simple steps
- 1
Connect Microsoft Dynamics 365 Finance and Operations as your data source
Set up a source connector for Microsoft Dynamics 365 Finance and Operations in minutes. Estuary supports streaming (including CDC where available) and batch data capture through events, incremental syncs, or snapshots — without custom pipelines, agents, or manual configuration.
- 2
Configure SingleStore as your destination connector
Estuary supports intelligent schema handling, with schema inference and evolution tools that help align source and destination structures over time. It supports both batch and streaming data movement, reliably delivering data to SingleStore.
- 3
Deploy and Monitor Your End-to-End Data Pipeline
Launch your pipeline and monitor it from a single UI. Estuary guarantees exactly-once delivery, handles backfills and replays, and scales with your data — without engineering overhead.

Microsoft Dynamics 365 Finance and Operations connector details
The Microsoft Dynamics 365 Finance and Operations connector captures business and financial data exported from Dynamics 365 into Estuary collections via Azure Synapse Link and Azure Data Lake Storage. It provides dependable, right-time synchronization for analytics, reporting, and automation.
- Right-time sync: Continuously captures changes from Finance and Operations tables exported as CSV files through Synapse Link.
- Secure authentication: Connect using an Azure Shared Access Signature (SAS) token with read and list permissions.
- Flexible architecture: Works with any Azure-hosted environment exporting Dynamics 365 data in CSV format.
- Simple setup: Authenticate once, discover available tables, and map each to Estuary collections automatically.
- Enterprise visibility: Ideal for financial, supply chain, and operational reporting pipelines built on Azure.
💡 Data freshness: Right-time polling (incremental sync every 15 minutes) — optimized for operational analytics across ERP systems.

SingleStore connector details
The SingleStore materialization connector in Estuary delivers data from Estuary collections directly into tables in a SingleStore database. It supports continuous materialization from real-time or batch pipelines, using standard merge-based updates by default with optional delta updates for applicable workloads.
- Materializes Estuary collections directly into SingleStore tables
- Standard merge-based updates by default to keep destination records synchronized
- Optional delta updates for workloads where changes should be applied incrementally
- Automatic table creation for configured materialization bindings
- Custom SQL after table creation for additional table-level configuration
- Configurable destination table names for individual bindings
- SSL/TLS connection support, including certificate and hostname verification
- Configurable timezone handling for datetime columns
- Username and password authentication
- Support for SingleStoreDB Cloud, including SSL-secured connections
- Option to exclude the root Flow document from standard updates for advanced use cases
Each materialization binding maps an Estuary collection to a SingleStore table. The connector creates the destination table when needed, and you can optionally run additional SQL after table creation for further configuration.
For SingleStoreDB Cloud, SSL is required. Estuary supports several SSL modes, including verify_ca and verify_identity, with support for supplying the SingleStore server CA certificate.

See how Recart uses SingleStore
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Estuary customers not only do 4x more. They also spend 2-5x less on ETL and ELT. Estuary's unique ability to mix and match streaming and batch loading has also helped customers save as much as 40% on data warehouse compute costs.

Microsoft Dynamics 365 Finance and Operations to SingleStore pricing estimate
Estimated monthly cost to move 800 GB from Microsoft Dynamics 365 Finance and Operations to SingleStore is approximately $1,000.
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Frequently Asked Questions
Is this integration suitable for production workloads?
Yes. Estuary pipelines are designed for production use, with exactly-once delivery semantics, automated backfills, and continuous operation at scale.
Can I control where my data runs and is processed?
Yes. Estuary offers multiple deployment options, including fully managed SaaS, private deployments, and bring-your-own-cloud (BYOC). This allows teams to control where their data plane runs and meet security, compliance, and networking requirements. Learn more about Estuary's security and deployment options.
Can I build this Microsoft Dynamics 365 Finance and Operations to SingleStore integration manually?
Yes, it's possible to build a manual pipeline using custom scripts, scheduled jobs, or open-source tools. However, manual approaches typically require ongoing maintenance, custom error handling, schema management, and operational overhead. Estuary simplifies this by providing a managed pipeline with built-in reliability, scaling, and monitoring.
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