Toggl to Microsoft SQL Server Integration
AI-first ETL from Toggl into Microsoft SQL Server. Governed entities, incremental sync, typed landing tables.
How Datrise loads Toggl into Microsoft SQL Server
Datrise syncs Toggl's time entries, projects, clients, workspaces, tags, and users into Microsoft SQL Server as a typed table per source entity. Flexible or custom fields land in NVARCHAR(MAX) JSON columns, and timestamps such as created, updated, and status changes are typed as datetime2.
Sync is incremental: Datrise uses a watermark on updated-at, applied with a MERGE statement, so re-runs update only what changed. Optional partitioned tables on a date partition function. SQL Server defaults to a case-insensitive collation, so Datrise preserves original casing in a metadata column to avoid silent key collisions.
Ideal for Microsoft-stack analytics and Power BI Import models.
Endpoints
Toggl: Time tracking with projects, clients, and reports.
Microsoft SQL Server: Microsoft relational DB with enterprise features.
How Toggl entities map to Microsoft SQL Server
| Toggl entity | Microsoft SQL Server object | Notes |
|---|---|---|
| time entries | toggl_time_entries | id PK · custom fields → NVARCHAR(MAX) JSON columns |
| projects | toggl_projects | id PK · linked to toggl_time_entries |
| clients | toggl_clients | id PK · linked to toggl_time_entries |
| workspaces | toggl_workspaces | id PK · linked to toggl_time_entries |
FAQ
How does Datrise handle Toggl's custom fields in Microsoft SQL Server?
Flexible values are stored as NVARCHAR(MAX) JSON columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Microsoft SQL Server types.
How does the Toggl to Microsoft SQL Server sync stay up to date?
It runs incrementally — Datrise uses a watermark on updated-at, applied with a MERGE statement.
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Early access
Connect Toggl to Microsoft SQL Server the easy way
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