Twitter/X Ads → DuckDB
AI-first ETL from Twitter/X Ads into DuckDB. Governed entities, incremental sync, typed landing tables.
How Datrise loads Twitter/X Ads into DuckDB
Datrise syncs Twitter/X Ads's campaign metrics, spend, engagement, and ad conversion performance into DuckDB as a typed table per source entity in a DuckDB file. Flexible or custom fields land in JSON or STRUCT columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP WITH TIME ZONE.
Sync is incremental: Datrise uses rewrites changed entities into the local database (or Parquet) on each run, so re-runs update only what changed. Hive-partitioned Parquet by load date when exporting. DuckDB is single-writer and embedded, so Datrise produces a consistent file snapshot rather than concurrent streaming writes.
Ideal for local and notebook analytics without standing up a server.
Endpoints
Twitter/X Ads: Ad performance source for X campaign analytics.
DuckDB: In-process analytics database for fast local OLAP.
How Twitter/X Ads entities map to DuckDB
| Twitter/X Ads entity | DuckDB object | Notes |
|---|---|---|
| campaign metrics | twitter_x_ads_campaign_metrics | id PK · custom fields → JSON or STRUCT columns |
| spend | twitter_x_ads_spend | id PK · linked to twitter_x_ads_campaign_metrics |
| engagement | twitter_x_ads_engagement | id PK · linked to twitter_x_ads_campaign_metrics |
| ad conversion performance | twitter_x_ads_ad_conversion_performance | id PK · linked to twitter_x_ads_campaign_metrics |
FAQ
How does Datrise handle Twitter/X Ads's custom fields in DuckDB?
Flexible values are stored as JSON or STRUCT columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native DuckDB types.
How does the Twitter/X Ads to DuckDB sync stay up to date?
It runs incrementally — Datrise uses rewrites changed entities into the local database (or Parquet) on each run.
Related pipelines
More destinations for Twitter/X Ads
- Twitter/X Ads → Amazon Athena
- Twitter/X Ads → Amazon S3 Data Lake
- Twitter/X Ads → Azure Data Lake Storage
- Twitter/X Ads → Azure Synapse
- Twitter/X Ads → Spreadsheets
- Twitter/X Ads → Airtable
- Twitter/X Ads → CSV Files
- Twitter/X Ads → MongoDB
- Twitter/X Ads → Supabase
- Twitter/X Ads → Neon
- Twitter/X Ads → PlanetScale
- Twitter/X Ads → Amazon DynamoDB
Early access
Connect Twitter/X Ads to DuckDB the easy way
Skip brittle scripts and manual exports. Join the waitlist to get a guided setup, AI-assisted mapping, and reliable incremental sync for this integration.