SYSTEM all green source dailymail.co.uk queue 12,403 URLs p99 latency 184ms dataflirt.com · scraper/dailymail-co.uk
RUN · 14 active pipelines · dailymail.co.uk live

MailOnline data,
at warehouse scale.

We extract news articles, showbiz updates, comment threads, author metadata, and media assets from dailymail.co.uk. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
4,218 /day
Comment records
842,914 /day
Image assets
31,402 /day
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from dailymail.co.uk

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 dailymail.co.uk. All fields typed and schema-versioned.

urlheadlinesubheadlineauthorpublished_atupdated_atcategorysubcategoryarticle_bodyimage_countshare_count
articles
● 200 OK
"url": "https://www.dailymail.co.uk/news/article-1234567/Example-headline-text.html",
"headline": "Example headline text for breaking news",
"author": "John Smith",
"published_at": "2026-05-12T09:14:00Z",
"category": "news",
"subcategory": "uk_news",
"share_count": 1402,
"image_count": 8
# urlheadlinesubheadlineauthorpublished_atupdated_at
1
2
3

Complete list of extractable fields for Comments objects from dailymail.co.uk. All fields typed and schema-versioned.

comment_idarticle_urlauthor_nameauthor_locationcomment_textupvotesdownvotesreplies_counttimestampis_reply
comments
● 200 OK
"comment_id": "c_987654321",
"article_url": "https://www.dailymail.co.uk/news/article-1234567/Example-headline-text.html",
"author_name": "AngryTaxpayer",
"author_location": "London, United Kingdom",
"upvotes": 452,
"downvotes": 12,
"replies_count": 5,
"timestamp": "2026-05-12T10:05:00Z"
# comment_idarticle_urlauthor_nameauthor_locationcomment_textupvotes
1
2
3

Complete list of extractable fields for Authors objects from dailymail.co.uk. All fields typed and schema-versioned.

author_nameauthor_urltwitter_handlearticle_countlatest_article_urltopics_coveredbio_textprofile_image
authors
● 200 OK
"author_name": "John Smith",
"author_url": "https://www.dailymail.co.uk/home/search.html?s=&authornamef=John+Smith",
"twitter_handle": "@johnsmith_dm",
"article_count": 412,
"topics_covered": "['Politics', 'UK News', 'Crime']",
"bio_text": "Chief Political Correspondent for MailOnline.",
"latest_article_url": "https://www.dailymail.co.uk/news/article-1234567/Example-headline-text.html"
# author_nameauthor_urltwitter_handlearticle_countlatest_article_urltopics_covered
1
2
3

Complete list of extractable fields for Media Assets objects from dailymail.co.uk. All fields typed and schema-versioned.

asset_idarticle_urlasset_typesource_urlcaptionalt_textwidthheightformatvideo_duration
media_assets
● 200 OK
"asset_id": "img_459201",
"article_url": "https://www.dailymail.co.uk/news/article-1234567/Example-headline-text.html",
"asset_type": "image",
"source_url": "https://i.dailymail.co.uk/1s/2026/05/12/10/example.jpg",
"caption": "The Prime Minister arriving at Downing Street this morning",
"width": 962,
"height": 641,
"format": "jpeg"
# asset_idarticle_urlasset_typesource_urlcaptionalt_text
1
2
3

Complete list of extractable fields for Engagement objects from dailymail.co.uk. All fields typed and schema-versioned.

urltotal_sharesfacebook_sharestwitter_sharespinterest_sharestotal_commentstrending_rankrelated_articles
engagement
● 200 OK
"url": "https://www.dailymail.co.uk/news/article-1234567/Example-headline-text.html",
"total_shares": 1402,
"facebook_shares": 850,
"twitter_shares": 512,
"pinterest_shares": 40,
"total_comments": 842,
"trending_rank": 3,
"related_articles": 4
# urltotal_sharesfacebook_sharestwitter_sharespinterest_sharestotal_comments
1
2
3

Capabilities

Everything you need from MailOnline — nothing you don't

Our Dailymail scraper bypasses heavy ad scripts and dynamic content loading to extract clean text, nested comments, and metadata across all regional editions.

Full Article Text Extraction

Extract headlines, subheadlines, body paragraphs, and bullet points while stripping out intrusive inline advertisements and tracking scripts.

Nested Comment Thread Mining

Capture thousands of user comments per article, including author location, upvotes, downvotes, and full reply hierarchies via API interception.

Sidebar of Shame Tracking

Monitor the right-hand sidebar for trending showbiz and celebrity gossip articles, tracking placement duration and visual prominence.

Multi-Edition Geo-Routing

Scrape content specific to the UK, US, and Australian editions using region-specific residential proxies to bypass geo-blocks.

Author & Journalist Tracking

Compile author profiles, track publication frequency, and map journalists to specific topics and sentiment trends.

Media Asset Extraction

Extract high-resolution image URLs, video source links, captions, and alt-text metadata embedded within articles.

Real-Time Breaking News

Configure high-frequency polling on homepage and category feeds to capture breaking news articles within minutes of publication.

Historic Archive Crawling

Traverse the dailymail.co.uk archive pages to extract historical articles and comments based on specific date ranges or keywords.

Scheduled + Streaming Modes

Run one-off bulk exports or configure continuous pipelines at hourly, daily, or real-time cadences with change-detection diffing.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, keyword sets, or specific date ranges. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and API interception for dailymail.co.uk.

Validation & QA
d 4–6

Schema validation, null-rate checks, and sample comment extractions before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our Dailymail pipeline handles the hard parts

MailOnline is notoriously heavy on ad-tech, infinite scrolling, and dynamic loading. Here is how we extract clean data efficiently.

pipeline-monitor · dailymail.co.uk · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
DOM simplification
Stripping heavy ad-tech and trackers

Dailymail articles are packed with video players, banner ads, and tracking scripts that bloat the DOM and slow down extraction. Our pipeline blocks these domains at the network level, ensuring rapid page loads and clean text extraction without the noise.

API interception
Extracting comments without rendering

Loading thousands of comments via browser automation is slow and error-prone. We intercept the underlying JSON endpoints used by the Dailymail comment widget, allowing us to extract massive comment hierarchies, upvotes, and author locations directly and efficiently.

Infinite scroll
Handling dynamic pagination

Category pages and the 'Sidebar of Shame' rely on infinite scrolling to load more articles. We simulate scroll events and capture the subsequent XHR requests, ensuring full coverage of category feeds without missing intermediate articles.

Geo-routing
Accessing regional editions

MailOnline serves different content and layouts to UK, US, and AU visitors. We route requests through region-specific residential proxies, ensuring you collect the exact edition data required for your analysis.

Change detection
Tracking article updates

News articles are frequently updated after publication. We maintain a hash index of article bodies and headlines, emitting diffs when a story is revised. You get a clear timeline of editorial changes without redundant full-text dumps.

Applications

Who uses Dailymail data — and how

Teams across industries use dailymail.co.uk data to build competitive products and smarter operations.

01
Media Monitoring & PR

Agencies track brand mentions, executive coverage, and crisis developments across news and showbiz sections.

02
Sentiment Analysis

Data science teams ingest millions of user comments to gauge public sentiment on political events, brands, and public figures.

03
Trend Forecasting

Retailers and fashion brands monitor the Femail section and Sidebar of Shame to identify emerging celebrity style trends.

04
Academic Research

Linguists and sociologists analyse tabloid language patterns, editorial bias, and reader engagement over multi-year archives.

05
Misinformation Tracking

Researchers track the spread of specific narratives, correlating article updates with comment section reactions.

06
Competitor News Tracking

Publishers monitor dailymail.co.uk output volume, category distribution, and engagement metrics to benchmark their own editorial strategy.

Why DataFlirt

"MailOnline publishes thousands of articles daily with millions of user comments — a massive corpus of public sentiment and tabloid trends requiring dedicated infrastructure to parse."

Scraping Dailymail requires bypassing aggressive ad-tech scripts, handling infinite scroll mechanics, and intercepting undocumented comment APIs. DataFlirt manages the proxy rotation, JavaScript execution, and schema maintenance so your data science teams receive clean text and engagement metrics without writing a single selector.

Technical Spec

Dailymail scraper — technical capabilities

Everything supported by our dailymail.co.uk scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Full Playwright sessions required for specific dynamic widgets and infinite scroll
Supported
Comment API interception
Direct JSON extraction of nested comment threads and vote counts
Supported
Residential proxy rotation
ISP-grade residential IPs to prevent rate limiting and handle geo-routing
Supported
Multi-edition geo-routing
Explicit targeting of UK, US, or AU homepage and category variants
Supported
Historic date-range filtering
Extraction limited to specific publication dates via archive traversal
Supported
Ad-tech network blocking
Network-level blocking of video players and trackers to speed up extraction
Supported
Change detection (diffs)
Hash-based diff: only emit records when article text or headline is updated
Supported
Webhook delivery
HTTP POST per article for real-time breaking news alerting
Supported
Mail+ Premium articles
Gated content requiring a paid subscription and user authentication
Partial
User account settings
Private user profiles, saved articles, and personal comment history
Partial
Infrastructure

Infrastructure powering the Dailymail pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and deduplication. Playwright handles JavaScript execution for infinite scroll and complex DOM interactions. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across UK/US/AU regions. Rotation happens per-request to bypass rate limits and access geo-fenced editions.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Newline-delimited or nested — schema versioned per run
CSV
Flat file with typed columns — Excel/Sheets compatible
XLS
Spreadsheet format for immediate business analyst use
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery — compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoints to query your extracted Dailymail datasets
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage + COPY INTO workflow — incremental or full-replace
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About dailymail.co.uk scraping, legality, and pipeline operations.

Ask us directly →
Is scraping dailymail.co.uk legal?

Scraping publicly available news articles and comments is generally permissible under applicable law in the UK and US. DataFlirt targets only public, non-authenticated editorial and comment data. We do not extract personal data beyond public user handles, bypass paywalls for Mail+ content, or violate GDPR. Clients should consult legal counsel for their specific use cases.

How do you handle the heavy advertisements and video players?

We intercept network requests at the browser level, blocking known ad-tech domains, video streaming URLs, and tracking pixels. This reduces bandwidth consumption, speeds up page loads, and prevents dynamic layout shifts during extraction.

Can you extract all comments on an article?

Yes. Instead of automating browser clicks on 'Load More Comments', we intercept the internal JSON APIs that populate the comment widget. This allows us to extract thousands of nested comments, including upvotes and downvotes, rapidly and reliably.

Do you support the US and Australian editions?

Yes. MailOnline alters its homepage and category feeds based on visitor IP. We use region-specific residential proxies to target the UK, US, or AU editions explicitly, ensuring accurate data capture for your target market.

How fast can you deliver breaking news?

For real-time monitoring, we can poll specific category feeds or the homepage at minute-level intervals. New articles are extracted and pushed via Webhook immediately upon detection.

Can you scrape historical articles from years ago?

Yes. We utilise the dailymail.co.uk archive pages to traverse historical content based on specific date ranges, extracting full article text and metadata from past years.

What is the minimum viable engagement?

Our smallest packages start at tracking specific categories or author feeds with daily delivery. For full-site archiving or real-time breaking news pipelines, we price based on compute volume and delivery frequency. Contact us for a scoped quote.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 500 articles or specific comment threads as part of the pre-engagement scoping process, allowing you to validate schema fit and text cleanliness.

$ dataflirt scope --new-project --source=dailymail.co.uk ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historic archive export or a continuous feed of breaking news and comments — we scope, build, and operate the pipeline. Tell us what you need.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
Related Scrapers

More in news and media

Services

Data Extraction for Every Industry

View All Services →