DatriseAI-first ETL

Alpha Vantage to Azure Synapse Integration

AI-first ETL from Alpha Vantage into Azure Synapse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Alpha Vantage into Azure Synapse

Datrise syncs Alpha Vantage's time series quotes, symbols, technical indicators, fundamentals, and FX rates into Azure Synapse 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 COPY into staging, then a MERGE on stable id, so re-runs update only what changed. Hash distribution on the join id with date partitioning on facts. Synapse dedicated pools reward good hash-distribution choices, so Datrise distributes on entity ids to avoid data-movement-heavy joins.

Ideal for Azure analytics estates feeding Power BI.

Endpoints

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

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Alpha Vantage entities map to Azure Synapse

Alpha Vantage entityAzure Synapse objectNotes
time series quotesalpha_vantage_time_series_quotesid PK · custom fields → NVARCHAR(MAX) JSON 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 Azure Synapse?

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 Azure Synapse types.

How does the Alpha Vantage to Azure Synapse sync stay up to date?

It runs incrementally — Datrise uses COPY into staging, then a MERGE on stable id.

Related pipelines

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