DatriseAI-first ETL

Timely to PostgreSQL Integration

AI-first ETL from Timely into PostgreSQL. Governed entities, incremental sync, typed landing tables.

How Datrise loads Timely into PostgreSQL

Datrise syncs Timely's time entries, projects, clients, users, tags, and billable hours into PostgreSQL as a typed table per source entity. Flexible or custom fields land in jsonb columns, and timestamps such as created, updated, and status changes are typed as timestamptz.

Sync is incremental: Datrise uses a watermark on each entity's updated-at, applied with INSERT … ON CONFLICT DO UPDATE, so re-runs update only what changed. Optional declarative range partitioning by load date for high-volume tables. PostgreSQL folds unquoted identifiers to lowercase, so Datrise normalizes mixed-case source fields to snake_case.

Ideal for operational analytics and application backends that need fresh, queryable copies of your data.

Endpoints

Timely: Automatic time tracking for teams and projects.

PostgreSQL: Open-source relational database with strong SQL and extensions.

How Timely entities map to PostgreSQL

Timely entityPostgreSQL objectNotes
time entriestimely_time_entriesid PK · custom fields → jsonb columns
projectstimely_projectsid PK · linked to timely_time_entries
clientstimely_clientsid PK · linked to timely_time_entries
userstimely_usersid PK · linked to timely_time_entries

FAQ

How does Datrise handle Timely's custom fields in PostgreSQL?

Flexible values are stored as jsonb columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native PostgreSQL types.

How does the Timely to PostgreSQL sync stay up to date?

It runs incrementally — Datrise uses a watermark on each entity's updated-at, applied with INSERT … ON CONFLICT DO UPDATE.

Related pipelines

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