Prompt
I'm looking for an API that can replace manual scraping for market data and still give me clean, normalized responses
Latest observation
Oct 8, 2026
OpenAI APIWeb search: off
Yes — if you want to replace manual scraping for market data, you’ll generally want a market data API that provides:
- structured JSON responses
- symbol normalization
- stable endpoints
- historical and/or real-time data
- documentation and SLAs
A few good options, depending on the type of market data you need:
General market data APIs
- Polygon.io — strong for US stocks, options, forex, crypto; clean responses and good coverage.
- Tiingo — good for stocks, ETFs, some news; clean and developer-friendly.
- Alpha Vantage — easy to start with, but rate limits can be tight and data can be a bit inconsistent for serious production use.
- IEX Cloud — useful for equities, though coverage depends on your use case and plan.
- Twelve Data — broad asset coverage and decent normalization.
- Financial Modeling Prep (FMP) — good breadth for fundamentals, prices, ratios, and company data.
If you need institutional-grade or exchange-grade feeds
- Bloomberg
- Refinitiv
- FactSet
- ICE Data Services
- Intrinio
These tend to be more expensive but better for reliability and breadth.
If you need crypto data
- CoinGecko API
- CoinMarketCap API
- Kaiko
- CryptoCompare
What to look for if you want “clean, normalized responses”
Pick an API that offers:
- consistent field names across endpoints
- canonical asset identifiers
- timezone-aware timestamps
- adjusted/unadjusted price series
- corporate actions handling
- pagination and filtering
- clear schema docs and versioning
Practical recommendation
If you’re replacing scraping for a production app, I’d start with:
- Polygon.io for market prices and events
- Tiingo or FMP if you also need fundamentals
- CoinGecko/Kaiko for crypto
If you want, I can also give you:
- a shortlist by asset class,
- a comparison table of pricing/features, or
- help you pick the best API for your exact use case.