DatriseAI-first ETL

Meta Ads DuckDB

AI-first ETL from Meta Ads into DuckDB. Governed entities, incremental sync, typed landing tables.

How Datrise loads Meta Ads into DuckDB

Datrise syncs Meta Ads's campaign spend, impressions, clicks, conversions, and audience segments 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

Meta Ads: Facebook and Instagram ad source for spend and engagement.

DuckDB: In-process analytics database for fast local OLAP.

How Meta Ads entities map to DuckDB

Meta Ads entityDuckDB objectNotes
campaign spendmeta_ads_campaign_spendid PK · custom fields → JSON or STRUCT columns
impressionsmeta_ads_impressionsid PK · linked to meta_ads_campaign_spend
clicksmeta_ads_clicksid PK · linked to meta_ads_campaign_spend
conversionsmeta_ads_conversionsid PK · linked to meta_ads_campaign_spend

FAQ

How does Datrise handle Meta 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 Meta 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

Early access

Connect Meta 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.