We extract full article text, author profiles, publication timestamps, category metadata, and comment sections from Independent. 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 objects from independent.co.uk. All fields typed and schema-versioned.
"url": "https://www.independent.co.uk/news/uk/politics/example-article.html", "headline": "Chancellor announces new tax brackets for upcoming fiscal year", "author": "John Smith", "published_at": "2026-03-14T08:30:00Z", "category": "Politics", "premium_flag": false, "word_count": 842
| # | url | headline | subheadline | author | published_at | updated_at |
|---|---|---|---|---|---|---|
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| 2 | ||||||
| 3 |
Complete list of extractable fields for Authors objects from independent.co.uk. All fields typed and schema-versioned.
"author_id": "auth_88291", "name": "Jane Doe", "profile_url": "https://www.independent.co.uk/author/jane-doe", "twitter_handle": "@janedoe_ind", "role": "Chief Political Commentator", "article_count": 412, "latest_article_date": "2026-03-14T09:15:00Z"
| # | author_id | name | profile_url | bio | twitter_handle | role |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Comments objects from independent.co.uk. All fields typed and schema-versioned.
"comment_id": "cmt_993821", "article_url": "https://www.independent.co.uk/news/uk/politics/example-article.html", "user_name": "UKVoter2026", "comment_text": "This policy will disproportionately affect small businesses.", "timestamp": "2026-03-14T10:05:22Z", "upvotes": 142, "replies_count": 12
| # | comment_id | article_url | user_name | comment_text | timestamp | upvotes |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Categories objects from independent.co.uk. All fields typed and schema-versioned.
"category_id": "cat_politics", "name": "Politics", "url": "https://www.independent.co.uk/news/uk/politics", "parent_category": "UK News", "article_count_24h": 84, "trending_score": 9.2, "latest_publish_time": "2026-03-14T11:02:00Z"
| # | category_id | name | url | parent_category | article_count_24h | trending_score |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Independent TV objects from independent.co.uk. All fields typed and schema-versioned.
"video_id": "vid_77392", "title": "Prime Minister's Questions Highlights", "duration": 342, "published_at": "2026-03-13T14:00:00Z", "category": "UK Politics", "views": 45902, "thumbnail_url": "https://static.independent.co.uk/video/thumb.jpg"
| # | video_id | title | description | duration | published_at | category |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Our Independent scraper handles every layer of the publication: standard articles, live blogs, dynamic comment sections, and multimedia metadata with anti-bot circumvention built in.
Headline, body text, subheadings, and inline image URLs extracted cleanly without ad injection artifacts or tracking scripts.
Extract author names, profile links, biographies, and social handles linked directly in the article byline.
Capture both original publication date and last updated timestamps for precise temporal analysis.
Extract primary sections, subsections, and keyword tags assigned to every article for accurate categorisation.
Paginate through user comments, capturing text, upvotes, downvotes, and nested reply threads.
Extract video titles, descriptions, durations, and categorisation from the multimedia section.
Flag articles locked behind Independent Premium subscriptions to filter or route accordingly.
Crawl historical sitemaps and archive pages to build longitudinal datasets spanning years.
Run one-off bulk exports or configure continuous pipelines for breaking news alerts.
Brief in. Clean data out.
Provide category URLs, author lists, or keyword sets. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, and session management for independent.co.uk.
Schema validation, null-rate checks, and text-cleaning verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
News publishers invest heavily in CDN protection and dynamic layouts. Here is how we stay resilient.
Bypass standard CDN rate limits and WAF protections using residential IP pools with realistic browser fingerprints and randomised request timing.
Execute Playwright for dynamic comment sections, live blog websocket updates, and lazy-loaded image galleries that standard HTTP clients miss.
Handle DOM variations between standard articles, live blogs, long-form features, and multimedia posts using multiple fallback chains.
Hash article bodies to detect post-publication edits and headline A/B testing. We push diffs to reduce downstream processing load.
Alert on null-rate spikes or layout changes before downstream NLP models fail. SLA uptime is contractual.
Track brand mentions, executive coverage, and sentiment across national news.
Build high-quality pre-training corpora using structured, grammatically correct journalistic text.
Analyse editorial focus, publication frequency, and author output against competing publishers.
Extract macro-economic news and geopolitical event data for algorithmic trading models.
Track narrative evolution and topic prominence over time for academic or policy research.
Cross-reference reported facts and timeline updates against other media outlets.
"The Independent publishes thousands of articles weekly, representing a critical corpus of UK and global news. Extracting this requires navigating dynamic layouts, live blogs, and strict rate limits."
Most teams underestimate the complexity of news scraping. Reliable extraction from independent.co.uk requires handling live-blog websocket updates, bypassing CDN bot protections, parsing complex multimedia layouts, and tracking post-publication edits. DataFlirt absorbs that infrastructure overhead so your data science team can focus on NLP and sentiment analysis.
Everything supported by our independent.co.uk 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 UK regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda and ECS. 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 independent.co.uk scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated news data. We do not extract personal data or circumvent paywalls. Clients should consult legal counsel for specific use cases.
We configure frequent polling intervals for live blog URLs, capturing new timestamped blocks as they are published and appending them to the article record.
Yes. We traverse historical sitemaps and archive directories to extract content published years ago, building comprehensive longitudinal datasets.
No. We only extract the publicly visible preview text and flag the record as premium. We do not bypass authentication walls.
Real-time streaming pipelines achieve sub-15-minute latency for breaking news and front-page updates.
Yes. We paginate through the comment sections using Playwright, capturing nested replies, timestamps, and vote counts.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off historical archive dump or a continuous news-monitoring feed. Tell us what you need.
