DatriseAI-first ETL

Twitter/X Ads Microsoft SQL Server

AI-first ETL from Twitter/X Ads into Microsoft SQL Server. Governed entities, incremental sync, typed landing tables.

How Datrise loads Twitter/X Ads into Microsoft SQL Server

Datrise syncs Twitter/X Ads's campaign metrics, spend, engagement, and ad conversion performance into Microsoft SQL Server as a typed table per source entity. Flexible or custom fields land in NVARCHAR(MAX) JSON columns, and timestamps such as created, updated, and status changes are typed as datetime2.

Sync is incremental: Datrise uses a watermark on updated-at, applied with a MERGE statement, so re-runs update only what changed. Optional partitioned tables on a date partition function. SQL Server defaults to a case-insensitive collation, so Datrise preserves original casing in a metadata column to avoid silent key collisions.

Ideal for Microsoft-stack analytics and Power BI Import models.

Endpoints

Twitter/X Ads: Ad performance source for X campaign analytics.

Microsoft SQL Server: Microsoft relational DB with enterprise features.

How Twitter/X Ads entities map to Microsoft SQL Server

Twitter/X Ads entityMicrosoft SQL Server objectNotes
campaign metricstwitter_x_ads_campaign_metricsid PK · custom fields → NVARCHAR(MAX) JSON columns
spendtwitter_x_ads_spendid PK · linked to twitter_x_ads_campaign_metrics
engagementtwitter_x_ads_engagementid PK · linked to twitter_x_ads_campaign_metrics
ad conversion performancetwitter_x_ads_ad_conversion_performanceid PK · linked to twitter_x_ads_campaign_metrics

FAQ

How does Datrise handle Twitter/X Ads's custom fields in Microsoft SQL Server?

Flexible values are stored as NVARCHAR(MAX) JSON columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Microsoft SQL Server types.

How does the Twitter/X Ads to Microsoft SQL Server sync stay up to date?

It runs incrementally — Datrise uses a watermark on updated-at, applied with a MERGE statement.

Related pipelines

Early access

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