SYSTEM all green source abc.es queue 12,841 URLs p99 latency 215ms dataflirt.com · scraper/abc-es
RUN · 42 active pipelines · abc.es live

ABC.es data,
at warehouse scale.

We extract news articles, author profiles, category metadata, and historical archives from abc.es. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
14.2K /day
Archive pages
2.1M /run
Author profiles
840 /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from abc.es

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 abc.es. All fields typed and schema-versioned.

urlheadlinesubheadlineauthorpublish_dateupdate_datecategorysub_categorytagspremium_flagword_countarticle_text
articles_(news)
● 200 OK
"url": "https://www.abc.es/economia/noticia-ejemplo.html",
"headline": "El BCE mantiene los tipos de interés",
"author": "Juan Pérez",
"publish_date": "2026-05-12T09:14:00Z",
"category": "Economía",
"premium_flag": false,
"word_count": 845
# urlheadlinesubheadlineauthorpublish_dateupdate_date
1
2
3

Complete list of extractable fields for Authors objects from abc.es. All fields typed and schema-versioned.

author_idnameprofile_urltwitter_handlebioarticle_countlatest_article_daterole
authors
● 200 OK
"author_id": "auth_8492",
"name": "María García",
"profile_url": "https://www.abc.es/autores/maria-garcia/",
"twitter_handle": "@mariagarcia_abc",
"article_count": 412,
"latest_article_date": "2026-05-11T18:30:00Z",
"role": "Redactora Jefe"
# author_idnameprofile_urltwitter_handlebioarticle_count
1
2
3

Complete list of extractable fields for Categories objects from abc.es. All fields typed and schema-versioned.

section_nameurlparent_sectionarticle_count_24htop_headlinetop_headline_urltrending_tagsscraped_at
categories
● 200 OK
"section_name": "Deportes",
"url": "https://www.abc.es/deportes/",
"parent_section": "Home",
"article_count_24h": 84,
"top_headline": "El Real Madrid gana la final",
"trending_tags": "['Champions League', 'Fútbol', 'Real Madrid']",
"scraped_at": "2026-05-12T09:15:00Z"
# section_nameurlparent_sectionarticle_count_24htop_headlinetop_headline_url
1
2
3

Complete list of extractable fields for Comments objects from abc.es. All fields typed and schema-versioned.

article_urlcomment_countlatest_comment_datetop_comment_texttop_comment_authortop_comment_upvotesengagement_scoreshare_count
comments
● 200 OK
"article_url": "https://www.abc.es/espana/noticia-politica.html",
"comment_count": 342,
"latest_comment_date": "2026-05-12T08:45:00Z",
"top_comment_author": "LectorHabitual",
"top_comment_upvotes": 156,
"share_count": 1205
# article_urlcomment_countlatest_comment_datetop_comment_texttop_comment_authortop_comment_upvotes
1
2
3

Complete list of extractable fields for Hemeroteca objects from abc.es. All fields typed and schema-versioned.

archive_dateeditionpage_numbercover_image_urlheadline_listpdf_availabledigitised_textsource_url
hemeroteca
● 200 OK
"archive_date": "1978-12-06",
"edition": "Madrid",
"page_number": 1,
"pdf_available": true,
"headline_list": "['Aprobada la Constitución']",
"source_url": "https://www.abc.es/archivo/periodicos/abc-madrid-19781206.html"
# archive_dateeditionpage_numbercover_image_urlheadline_listpdf_available
1
2
3

Capabilities

Extract Spanish journalism at scale

Our abc.es scraper navigates modern bot protection, infinite scroll pagination, and regional edition routing to deliver clean, structured news metadata and article text.

Full Article Extraction

Extract headline, subheadline, full body text, tags, and publication timestamps across all abc.es sections.

Author & Byline Tracking

Map articles to specific journalists. Track author output, role, and bio metadata across the publisher.

Hemeroteca Scraping

Extract historical archive data from ABC's Hemeroteca, parsing legacy DOM structures for digitised newspaper records.

Regional Edition Routing

Inject location cookies to scrape specific regional editions like ABC Sevilla, Madrid, or Valencia.

ABC Premium Detection

Accurately flag paywalled articles (ABC Premium) versus free content, extracting available metadata without credential requirements.

Multimedia Metadata

Capture image URLs, video embed links, and captions associated with news articles.

Tag & Taxonomy Mapping

Extract keyword tags and section hierarchies for NLP processing and entity recognition.

Comment Metrics

Track comment counts and basic engagement metrics to gauge public reaction to specific news topics.

Scheduled + Streaming Modes

Run daily archive dumps or configure hourly feeds for breaking news and front-page monitoring.

// engagement pipeline

From section URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target sections, author profiles, or date ranges for the Hemeroteca. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for abc.es.

Validation & QA
d 4–6

Schema validation, null-rate checks, and text-encoding verification 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 abc.es pipeline handles the hard parts

News publishers deploy aggressive caching and bot mitigation. Here is how we maintain reliable extraction.

pipeline-monitor · abc.es · 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
Bot protection layer
Cloudflare/Akamai bypass with residential proxies

Large publishers use edge networks to block datacenter IPs. We route requests through Spanish residential proxies to maintain high success rates without triggering rate limits.

Infinite scroll handling
Playwright execution for dynamic category pages

Section pages on abc.es load older articles via JavaScript infinite scroll. We use Playwright to simulate user scrolling, ensuring complete historical coverage for category feeds.

Paywall state management
Detecting DOM changes for ABC Premium

We detect paywall markers and truncate logic to cleanly separate free text from gated content, preventing pipeline crashes when encountering ABC Premium articles.

Regional cookie injection
Setting location cookies for local editions

ABC serves different content based on region. We manage cookie jars per crawler instance to explicitly target editions like Sevilla or Madrid.

Hemeroteca legacy DOM
Handling inconsistent HTML in older archive pages

The digital archive contains decades of varying HTML structures. Our extraction logic uses broad fallback chains to normalise text from 1990s layouts into modern schemas.

Applications

Who uses abc.es data — and how

Teams across industries use abc.es data to build competitive products and smarter operations.

01
Media Monitoring & PR

Track brand mentions, executive coverage, and sentiment across national and regional Spanish news.

02
NLP & LLM Training

Train language models on high-quality Spanish journalism with accurate metadata and taxonomy tags.

03
Political & Economic Analysis

Track coverage trends, keyword frequency, and editorial focus over time across different political cycles.

04
Competitor Intelligence

Analyze publishing frequency, author output, and section volume for competitive media benchmarking.

05
Academic Research

Conduct linguistic and historical analysis using decades of structured data from the ABC Hemeroteca.

06
Fact-Checking & Archiving

Maintain independent records of news modifications, tracking headline changes and article updates.

Why DataFlirt

"ABC.es holds over a century of Spanish historical record and daily political discourse, but extracting it requires navigating modern bot protection and legacy archive structures."

Most teams underestimate the investment required: reliable abc.es scraping requires residential proxies, full JavaScript rendering for infinite scroll, handling regional edition cookies, and parsing inconsistent DOM structures in historical archives. DataFlirt absorbs that complexity so your engineers can focus on the analysis — not the infrastructure.

Technical Spec

abc.es scraper — technical capabilities

Everything supported by our abc.es scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Full Playwright sessions for infinite scroll and dynamic content loading
Supported
CAPTCHA bypass
Automated 2Captcha + CapSolver integration for edge network challenges
Supported
Residential proxy rotation
ISP-grade residential IPs from ES pools to bypass datacenter blocks
Supported
Regional edition targeting
Cookie injection to scrape specific local editions (e.g., Sevilla)
Supported
Hemeroteca archive extraction
Parsing legacy HTML structures from the digital archive
Supported
Change detection (diffs)
Hash-based diff to track headline or text updates
Supported
Webhook delivery
HTTP POST per article for real-time news monitoring
Supported
ABC Premium full text
Bypassing the paywall to extract gated premium article bodies
Partial
User account data
Extraction of private user profiles or subscription details
Partial
Infrastructure

Infrastructure powering the abc.es 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 rendering, cookie sessions for regional editions, and infinite scroll.

Residential Proxy Infrastructure

We maintain pools of Spanish residential ISP proxies. Rotation happens per-request to bypass edge network bot protection.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling for daily archive runs or hourly breaking news feeds.

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
XLS
Excel compatible format for editorial teams
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoint to query historical extracts
BigQuery
Streamed directly into your dataset
Snowflake
Stage + COPY INTO workflow
Postgres
Upsert into your existing schema
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About abc.es scraping, legality, and pipeline operations.

Ask us directly →
Is scraping abc.es legal?

Scraping publicly available information is generally permissible under applicable law, reinforced by the hiQ v. LinkedIn ruling. DataFlirt targets only public, non-authenticated news data. We do not extract personal user data or bypass paywalls using stolen credentials.

How do you handle Cloudflare/bot protection on abc.es?

We use Spanish residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour to bypass edge network protections.

Can you extract articles from the ABC Hemeroteca (archive)?

Yes. We can crawl the historical archive by date ranges, extracting available text, headlines, and metadata, while handling the inconsistent legacy HTML structures.

Do you extract full text for ABC Premium articles?

No. We extract the metadata, headline, and the free preview text, but we do not bypass the paywall to extract gated content.

Can you target specific regional editions like ABC Sevilla?

Yes. We configure the crawler to inject the necessary location cookies to ensure the targeted regional edition is loaded and scraped.

How fresh is the breaking news data?

For front-page and specific section monitoring, we can configure pipelines to run at sub-15-minute intervals, delivering new articles via Webhook immediately upon detection.

What is the minimum viable engagement?

Our smallest packages start at a defined section list or a specific archive date range. Contact us with your volume requirements for a scoped quote.

$ dataflirt scope --new-project --source=abc.es 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 one-off historical archive dump or a continuous news-monitoring feed — we scope, build, and operate the pipeline. Tell us what you need.

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