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Data provider

As explained in Investing for Programmers

A financial data provider is a service that gathers, processes, and distributes financial or market information from source institutions.

A financial data provider gathers information from exchanges, regulators, news sources, corporate websites, and filed accounting statements, then distributes it through data products or APIs. Exchange prices may stream frequently, while fundamental data commonly arrives through quarterly filings. section 3.5

Evaluate a provider by checking:

  • Coverage across countries, exchanges, asset classes, and data types. section 3.5 section 3.5.4
  • API standards, maintenance effort, package pricing, and provider-switching support. section 3.5 section 3.5.4
  • Reproducibility: deterministic collection remains important even when GenAI assists analysis. section 3.5

Provider abstraction with OpenBB

OpenBB can retrieve historical NVDA prices as a DataFrame and select a provider such as yfinance without changing the surrounding call. Similar methods retrieve currency, treasury-rate, and cryptocurrency data. section 3.5.4

Figure 3.7 In a slightly simplified way, users can collect data from financial data providers, who collect technical data from one or more exchanges per country and one regulator per country.
figure

Trace the collection path from users to providers, exchanges, and regulators. section 3.5

How Investing for Programmers covers it

How deep it goes
Explains sources, streaming versus filed data, provider trade-offs, and API integration, but stops short of provider-specific implementation detail.
Examples
Uses NVDA historical prices, yfinance provider selection, currency rates, treasury rates, and cryptocurrency prices.
What you can do after
Operate/configure data collection through OpenBB and compare providers while preserving reproducible workflows.
How it connects
Links financial data providers with exchanges, regulators, APIs, fundamental data, technical data, and OpenBB.

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This explainer was generated by Manning's knowledge graph from the text of Investing for Programmers. The section links point to the parts of the book it draws on.