Toggl to Amazon Redshift Integration
AI-first ETL from Toggl into Amazon Redshift. Governed entities, incremental sync, typed landing tables.
How Datrise loads Toggl into Amazon Redshift
Datrise syncs Toggl's time entries, projects, clients, workspaces, tags, and users into Amazon Redshift as a typed table per source entity. Flexible or custom fields land in SUPER columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMPTZ.
Sync is incremental: Datrise uses COPY from staged files, then a delete-and-insert merge on stable id, so re-runs update only what changed. A DISTKEY on the join id and a SORTKEY on the load timestamp. Redshift performance hinges on dist/sort keys, so Datrise picks them from your entity ids and sync timestamps rather than defaulting to EVEN distribution.
Ideal for AWS-native warehouses already using the Redshift ecosystem.
Endpoints
Toggl: Time tracking with projects, clients, and reports.
Amazon Redshift: AWS petabyte-scale warehouse with Spectrum.
How Toggl entities map to Amazon Redshift
| Toggl entity | Amazon Redshift object | Notes |
|---|---|---|
| time entries | toggl_time_entries | id PK · custom fields → SUPER 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 Amazon Redshift?
Flexible values are stored as SUPER columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Amazon Redshift types.
How does the Toggl to Amazon Redshift sync stay up to date?
It runs incrementally — Datrise uses COPY from staged files, then a delete-and-insert merge on stable id.
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Early access
Connect Toggl to Amazon Redshift the easy way
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