DatriseAI-first ETL

TikTok Ads to Azure Data Lake Storage Integration

AI-first ETL from TikTok Ads into Azure Data Lake Storage. Governed entities, incremental sync, typed landing tables.

How Datrise loads TikTok Ads into Azure Data Lake Storage

Datrise syncs TikTok Ads's campaigns, ad groups, ads, creatives, spend, and conversion metrics into Azure Data Lake Storage as partitioned Parquet in ADLS Gen2 per source entity. Flexible or custom fields land in nested struct/map fields in Parquet, and timestamps such as created, updated, and status changes are typed as ISO-8601 timestamp columns.

Sync is incremental: Datrise uses writes new date partitions to the container and compacts on a schedule, so re-runs update only what changed. Hive-style partitioning by load date, readable by Synapse and Databricks. ADLS hierarchical namespace makes folder layout matter, so Datrise keeps a predictable entity/date path your Azure engines mount directly.

Ideal for Azure lakehouse storage shared across Synapse and Databricks.

Endpoints

TikTok Ads: Paid campaign delivery across TikTok placements.

Azure Data Lake Storage: ADLS Gen2 object storage for analytics workloads.

How TikTok Ads entities map to Azure Data Lake Storage

TikTok Ads entityAzure Data Lake Storage objectNotes
campaignstiktok_ads_campaignsid PK · custom fields → nested struct/map fields in Parquet
ad groupstiktok_ads_ad_groupsid PK · linked to tiktok_ads_campaigns
adstiktok_ads_adsid PK · linked to tiktok_ads_campaigns
creativestiktok_ads_creativesid PK · linked to tiktok_ads_campaigns

FAQ

How does Datrise handle TikTok Ads's custom fields in Azure Data Lake Storage?

Flexible values are stored as nested struct/map fields in Parquet, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Azure Data Lake Storage types.

How does the TikTok Ads to Azure Data Lake Storage sync stay up to date?

It runs incrementally — Datrise uses writes new date partitions to the container and compacts on a schedule.

Related pipelines

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