DatriseAI-first ETL

Toggl to Microsoft Power BI Integration

AI-first ETL from Toggl into Microsoft Power BI. Governed entities, incremental sync, typed landing tables.

How Datrise loads Toggl into Microsoft Power BI

Datrise syncs Toggl's time entries, projects, clients, workspaces, tags, and users into Microsoft Power BI as star-schema-friendly tables for an Import or DirectQuery dataset. Flexible or custom fields land in flattened columns (nested fields expanded), and timestamps such as created, updated, and status changes are typed as date/time columns with a date table.

Sync is incremental: Datrise uses incremental-refresh windows aligned to Power BI's RangeStart/RangeEnd, so re-runs update only what changed. Date-partitioned fact tables matching incremental-refresh policies. Power BI measures and relationships live in the .pbix model, so Datrise keeps the underlying tables stable and star-schema-shaped.

Ideal for Microsoft-stack self-serve reporting.

Endpoints

Toggl: Time tracking with projects, clients, and reports.

Microsoft Power BI: Microsoft business intelligence with datasets, reports, and semantic models.

How Toggl entities map to Microsoft Power BI

Toggl entityMicrosoft Power BI objectNotes
time entriestoggl_time_entriesid PK · custom fields → flattened columns (nested fields expanded)
projectstoggl_projectsid PK · linked to toggl_time_entries
clientstoggl_clientsid PK · linked to toggl_time_entries
workspacestoggl_workspacesid PK · linked to toggl_time_entries

FAQ

How does Datrise handle Toggl's custom fields in Microsoft Power BI?

Flexible values are stored as flattened columns (nested fields expanded), so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Microsoft Power BI types.

How does the Toggl to Microsoft Power BI sync stay up to date?

It runs incrementally — Datrise uses incremental-refresh windows aligned to Power BI's RangeStart/RangeEnd.

Related pipelines

Early access

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