Medicare Part D Drug Spending Data: Unit Cost, Claims, and Beneficiary Counts via API
Pull Medicare Part D drug spending from CMS: total cost, claims, beneficiaries, and unit price by drug name or manufacturer. Track pharmaceutical pricing trends. No API key required.
NIH RePORTER API: Search Grant Funding, Award Amounts, and Principal Investigators
Search NIH grant awards by topic, agency, institution, or state. Returns project title, abstract, award amount, and PI data for research funding intelligence. No API key required.
OpenCitations API: Build Citation Graphs from 1.6 Billion Open Citation Links
Pull all citing papers and cited references for any DOI from OpenCitations' 1.6B citation index. Build citation networks, map research influence, and run bibliometric analysis without a subscription.
openFDA Scraper: Drug Adverse Events, Device Recalls, and Food Safety Data
Extract FDA drug adverse events, device recalls, 510k clearances, and food enforcement actions from all openFDA endpoints using a single Python script. No API key required.
PubMed Scraper: Search 36M Biomedical Articles, Abstracts, and MeSH Terms via API
Search PubMed for biomedical literature by query, author, or MeSH term. Returns PMID, title, abstract, authors, journal, and DOI. No API key required. Ideal for systematic reviews and RAG pipelines.
AliExpress Product Data API: Prices, Ratings, and Orders in Python
AliExpress affiliate API has restricted coverage. Learn how to scrape AliExpress product listings for prices, ratings, order counts, and seller data as structured JSON, no affiliate approval needed.
How to Scrape AmbitionBox Company Reviews and Ratings
AmbitionBox is India largest employer review platform with 300,000 companies. Learn how to pull ratings, review counts, salary data, and dimension scores as structured JSON without any official API.
ClinicalTrials.gov API v2: How to Search 500,000 Studies and Track Trial Status
ClinicalTrials.gov upgraded to a v2 REST API in 2024. Here is how to use it, what changed from v1, and how to build automated trial monitoring pipelines in Python.
CourtListener API: How to Search US Court Records and Case Law Programmatically
CourtListener exposes 10M+ court opinions and dockets via a free REST API. Here is how to query it, what the rate limits actually are, and when a scraper is faster.
Crossref API: 150 Million DOIs, Citation Counts, and Bibliographic Data for Free
Crossref is the canonical DOI resolver for 150M+ scholarly works. The REST API returns publication metadata, reference lists, and citation counts with no authentication.
How to Scrape Crunchbase Company Profiles in Python (Funding, Investors, No API Key)
Crunchbase has no free public API. Learn how to extract company names, total funding raised, investor counts, latest rounds, and headquarters as structured JSON using an Apify scraper with residential proxy bypass.
FDA Recall Data API: How to Monitor Drug, Device, and Food Recalls Programmatically
openFDA exposes drug recalls, device recalls, and food safety enforcement actions via a REST API. Here is how the endpoints work and what the data actually contains.
Federal Register API: How to Track US Rules, Proposed Rules, and Executive Orders
The Federal Register publishes every US executive action, proposed rule, and final rule via a REST API. Here is how to query it and what the data contains.
Firecrawl vs RAG Crawler: Pricing, Output Quality, and When to Use Each
Firecrawl charges per page on a subscription. RAG Crawler charges per page crawled on pay-per-result. Here is a direct comparison of output, pricing, and failure handling.
How to Scrape Google News in Python (No API Key Required)
Google killed its News API in 2013. Learn how to pull headlines, sources, and publication dates from Google News in Python using the RSS feed, the GNews approach, and a pay-per-result scraper.
Google Trends API for Python in 2025: pytrends vs Scraper
Google Trends has no official API. Learn why pytrends breaks, how the SERP API approach works, and the fastest way to pull trend data into Python without getting rate-limited.
India Government Data API: How to Pull Any data.gov.in Dataset Without the Documentation Confusion
data.gov.in has 10,000+ datasets including mandi prices, foreign trade, and census data. The OGD API works but has quirks that are not documented anywhere.
How to Scrape IndiaMART B2B Suppliers in Python (Phone, Price, Leads)
IndiaMART is India's largest B2B marketplace with no public API. Learn how to extract supplier names, phone numbers, cities, product categories, and price indications as structured JSON for sales prospecting and market research.