DatriseAI-first ETL

Toggl to Holistics Integration

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

How Datrise loads Toggl into Holistics

Datrise syncs Toggl's time entries, projects, clients, workspaces, tags, and users into Holistics as warehouse tables modeled in Holistics. Flexible or custom fields land in flattened columns for the modeling layer, and timestamps such as created, updated, and status changes are typed as date/time dimensions.

Sync is incremental: Datrise uses incremental refresh of the modeled tables, so re-runs update only what changed. Date-partitioned facts for fast aggregates. Holistics models data as code on top of SQL, so Datrise lands stable column names to keep your models from drifting.

Ideal for as-code BI modeling on a warehouse.

Endpoints

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

Holistics: Self-service BI with modeling layers and scheduled report delivery.

How Toggl entities map to Holistics

Toggl entityHolistics objectNotes
time entriestoggl_time_entriesid PK · custom fields → flattened columns for the modeling layer
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 Holistics?

Flexible values are stored as flattened columns for the modeling layer, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Holistics types.

How does the Toggl to Holistics sync stay up to date?

It runs incrementally — Datrise uses incremental refresh of the modeled tables.

Related pipelines

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