DatriseAI-first ETL

Alpha Vantage to Databricks SQL Warehouse Integration

AI-first ETL from Alpha Vantage into Databricks SQL Warehouse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Alpha Vantage into Databricks SQL Warehouse

Datrise syncs Alpha Vantage's time series quotes, symbols, technical indicators, fundamentals, and FX rates into Databricks SQL Warehouse as a Delta Lake table per source entity. Flexible or custom fields land in VARIANT or STRUCT columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP.

Sync is incremental: Datrise uses a Delta MERGE on stable id, with change history available via time travel, so re-runs update only what changed. Delta partitioning by load date with OPTIMIZE/Z-ORDER on query keys. Datrise writes Unity Catalog–governed Delta tables, so lineage and permissions are managed centrally rather than per-notebook.

Ideal for lakehouse analytics and ML feature tables on Databricks.

Endpoints

Alpha Vantage: Market data API for equities, FX, and indicators.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Alpha Vantage entities map to Databricks SQL Warehouse

Alpha Vantage entityDatabricks SQL Warehouse objectNotes
time series quotesalpha_vantage_time_series_quotesid PK · custom fields → VARIANT or STRUCT columns
symbolsalpha_vantage_symbolsid PK · linked to alpha_vantage_time_series_quotes
technical indicatorsalpha_vantage_technical_indicatorsid PK · linked to alpha_vantage_time_series_quotes
fundamentalsalpha_vantage_fundamentalsid PK · linked to alpha_vantage_time_series_quotes

FAQ

How does Datrise handle Alpha Vantage's custom fields in Databricks SQL Warehouse?

Flexible values are stored as VARIANT or STRUCT columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Databricks SQL Warehouse types.

How does the Alpha Vantage to Databricks SQL Warehouse sync stay up to date?

It runs incrementally — Datrise uses a Delta MERGE on stable id, with change history available via time travel.

Related pipelines

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