We extract condition profiles, drug information, symptom checkers, and medically reviewed article metadata from Medical News Today. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Articles & News objects from medicalnewstoday.com. All fields typed and schema-versioned.
"title": "Type 2 diabetes: Symptoms, early signs, and complications", "category": "Diabetes", "author_name": "Maria Cohut, Ph.D.", "reviewer_name": "Kelly Wood, MD", "published_date": "2023-11-14", "updated_date": "2024-01-22", "citations": "['https://pubmed.ncbi.nlm.nih.gov/31234567/']", "url": "https://www.medicalnewstoday.com/articles/317462"
| # | url | title | category | published_date | updated_date | author_name |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Conditions & Diseases objects from medicalnewstoday.com. All fields typed and schema-versioned.
"condition_name": "Rheumatoid Arthritis", "aliases": "['RA']", "overview": "Rheumatoid arthritis is an autoimmune and inflammatory disease...", "symptoms_list": "['Joint pain', 'Stiffness', 'Swelling']", "causes": "Immune system attacking healthy cells", "diagnosis_methods": "['Blood tests', 'X-rays', 'MRI']", "prevention": "No known prevention, early treatment is key", "related_conditions": "['Osteoarthritis', 'Lupus']"
| # | condition_name | aliases | overview | symptoms_list | causes | diagnosis_methods |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Drug Profiles objects from medicalnewstoday.com. All fields typed and schema-versioned.
"generic_name": "Lisinopril", "brand_names": "['Prinivil', 'Zestril']", "drug_class": "ACE Inhibitor", "indications": "['Hypertension', 'Heart failure']", "dosage_forms": "['Oral tablet']", "side_effects": "['Dry cough', 'Dizziness', 'Headache']", "pregnancy_category": "D", "warnings": "Fetal toxicity"
| # | generic_name | brand_names | drug_class | indications | dosage_forms | side_effects |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Author/Reviewer Metadata objects from medicalnewstoday.com. All fields typed and schema-versioned.
"name": "Kelly Wood", "credentials": "MD", "role": "Medical Reviewer", "specialization": "Endocrinology", "education": "University of Illinois College of Medicine", "article_count": 142, "active_status": true, "linkedin_url": "https://www.linkedin.com/in/kelly-wood-md/"
| # | name | credentials | role | biography | specialization | linkedin_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Nutrition & Wellness objects from medicalnewstoday.com. All fields typed and schema-versioned.
"topic": "Vitamin D", "benefits": "['Bone health', 'Immune support']", "risks": "['Toxicity at high doses']", "recommended_intake": "600-800 IU daily", "food_sources": "['Fatty fish', 'Fortified milk']", "related_diets": "['Mediterranean']", "medically_reviewed": true, "scientific_consensus": "Essential for calcium absorption"
| # | topic | nutritional_profile | benefits | risks | recommended_intake | food_sources |
|---|---|---|---|---|---|---|
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Our pipeline parses complex medical articles, drug tables, and condition hubs into normalised datasets, handling the site's aggressive caching and bot mitigation layers.
Extract full text, nested headings, bulleted lists, and structured summary boxes from thousands of medical articles.
Capture MD, DO, and PhD credentials, publication dates, and 'last medically reviewed' timestamps to ensure data validity.
Extract external DOIs, PubMed links, and academic references embedded within the article text or footnotes.
Parse complex HTML tables containing drug side effects, contraindications, and dosage guidelines into clean JSON arrays.
Map conditions and symptoms to their parent categories and health hubs to maintain hierarchical relationships.
Monitor articles for changes in medical consensus by tracking 'updated' and 'reviewed' timestamps.
Bypass Cloudflare Turnstile and strict rate limits using residential proxy rotation and TLS fingerprint spoofing.
Execute incremental crawls to only extract newly published or recently updated articles, saving compute and storage.
Extract macronutrient breakdowns, vitamin content, and dietary risks from wellness articles.
Brief in. Clean data out.
Provide categories, drug names, or specific health hubs. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for medicalnewstoday.com.
Schema validation, null-rate checks, and text-encoding verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
High-traffic publishers deploy strict bot mitigation. Here is how we maintain pipeline stability.
Medical News Today sits behind Cloudflare. We utilise TLS fingerprinting, residential IPs, and automated Turnstile solvers to maintain access without triggering blocks.
Medical articles contain varied structures: summary boxes, deep-nested lists, and complex tables. Our selectors standardise these into flat, queryable JSON fields.
Category hubs often rely on dynamic loading. We trace API endpoints and simulate user scrolling to capture the complete article index.
Medical content updates frequently. We track article metadata hashes to only extract and deliver records that have changed since the last run.
Dates, author credentials, and drug dosages are cleaned and normalised into standard formats before delivery to your warehouse.
Train medical LLMs on a corpus of peer-reviewed, fact-checked health content and condition summaries.
Populate symptom checkers and patient education portals with structured condition and treatment data.
Analyse publication frequency, topic clusters, and medical reviewer credentials to identify content gaps.
Monitor drug profiles for updates to side effects, contraindications, and FDA warnings.
Extract and correlate citations, health trends, and condition prevalence over time.
Syndicate medically reviewed condition summaries and nutrition facts for clinical portals.
"Medical News Today hosts one of the most rigorously reviewed health corpuses on the web, but extracting clean, structured text from its complex DOM requires dedicated infrastructure."
Scraping medical content requires precision. Missing a 'not' in a drug interaction or failing to capture the 'last medically reviewed' timestamp degrades the dataset's clinical utility. DataFlirt manages the extraction logic, Cloudflare bypass, and schema validation so your data science teams receive reliable, structured medical records.
Everything supported by our medicalnewstoday.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies across regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About medicalnewstoday.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available factual information and articles is generally permissible under applicable law, provided it does not violate copyright on creative expression. DataFlirt extracts factual metadata, drug information, and text for analytical use cases. Clients should consult legal counsel regarding copyright and fair use for their specific application.
We use residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and automated solvers to navigate Turnstile challenges without interruption.
Yes. We extract the author name, medical reviewer name, their credentials (e.g., MD, PhD), and the specific dates the article was published and last reviewed.
Yes. We capture embedded links, DOIs, and PubMed references, formatting them as a structured array within the article record.
We support daily or weekly delta runs, comparing 'last updated' timestamps to ensure you only receive new or modified articles.
Yes. Complex HTML tables containing indications, dosages, and side effects are parsed and delivered as structured JSON arrays rather than raw HTML.
No. Medical News Today overwrites existing articles when updating clinical information. We can only extract the current live version of the page.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a full extraction of the condition corpus or continuous updates on drug profiles — we scope, build, and operate the pipeline. Tell us what you need.
