SYSTEM all green source xinhuanet.com queue 12,491 URLs p99 latency 215ms dataflirt.com · scraper/xinhuanet-com
RUN · 18 active pipelines · xinhuanet.com live

State media data,
at warehouse scale.

We extract full text articles, multi-language press releases, official statements, and metadata from Xinhuanet. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
142K /day
Media assets
310K /24h
Language portals
15 /run
Active pipelines
18
Uptime
99.98%
Data Dictionary

Every field we extract from xinhuanet.com

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 xinhuanet.com. All fields typed and schema-versioned.

urltitlesubtitleauthorsource_agencypublish_datecontentlanguagetagsword_count
articles
● 200 OK
"url": "https://english.news.cn/20260512/xyz.htm",
"title": "New Economic Policy Announced",
"source_agency": "Xinhua",
"publish_date": "2026-05-12T08:30:00Z",
"language": "en",
"word_count": 1245
# urltitlesubtitleauthorsource_agencypublish_date
1
2
3

Complete list of extractable fields for Press Releases objects from xinhuanet.com. All fields typed and schema-versioned.

idtitleofficial_bodyrelease_datefull_textreferencesattachmentsurlcategory
press_releases
● 200 OK
"id": "PR-2026-8921",
"title": "Ministry Statement on Trade",
"official_body": "Ministry of Commerce",
"release_date": "2026-05-11",
"references": "['Trade Agreement 2026']",
"category": "Economy"
# idtitleofficial_bodyrelease_datefull_textreferences
1
2
3

Complete list of extractable fields for Media & Images objects from xinhuanet.com. All fields typed and schema-versioned.

image_idarticle_urlimage_urlcaptionalt_textresolutionphotographerupload_dateformat
media_& images
● 200 OK
"image_id": "IMG_99210",
"article_url": "https://english.news.cn/20260512/xyz.htm",
"image_url": "https://english.news.cn/images/2026/05/12/img_1.jpg",
"caption": "Delegates at the summit.",
"photographer": "Li Wei",
"format": "JPEG"
# image_idarticle_urlimage_urlcaptionalt_textresolution
1
2
3

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

author_namearticle_countrecent_articlesprimary_topicagency_branchprofile_urllanguageactive_yearslast_published
authors
● 200 OK
"author_name": "Wang Xiaoming",
"article_count": 412,
"primary_topic": "Technology",
"agency_branch": "Beijing HQ",
"language": "zh",
"last_published": "2026-05-10"
# author_namearticle_countrecent_articlesprimary_topicagency_branchprofile_url
1
2
3

Complete list of extractable fields for Regional News objects from xinhuanet.com. All fields typed and schema-versioned.

regionsub_domainheadlinecategorypublish_timestamplocal_sourcetranslation_availableurlsentiment_score
regional_news
● 200 OK
"region": "Guangdong",
"sub_domain": "gd.news.cn",
"headline": "Tech Hub Expansion Approved",
"category": "Local Economy",
"local_source": "Guangzhou Daily",
"translation_available": true
# regionsub_domainheadlinecategorypublish_timestamplocal_source
1
2
3

Capabilities

Extract global state media data at scale

Our Xinhuanet scraper handles diverse regional portal structures, multi-language encoding, and dynamic news feeds. We bypass rate limits and normalise inconsistent metadata fields into clean structured records.

Full Text Extraction

Capture complete article bodies, subtitles, and embedded quotes. We strip out boilerplate HTML and deliver clean text ready for NLP pipelines.

Multi-Language Support

Crawl portals in English, Chinese, French, Russian, Spanish, and Arabic. We handle UTF-8 encoding and right-to-left text alignment natively.

Metadata Normalisation

Extract and standardise publication timestamps, author names, source agencies, and topic tags across visually distinct regional subdomains.

Regional Subdomain Crawling

Target specific provincial portals or aggregate national news feeds. We map the entire subdomain architecture for comprehensive coverage.

Infinite Scroll Hydration

Execute JavaScript to load dynamic news feeds and paginated category archives that standard HTTP clients miss.

Media Asset Mapping

Extract high-resolution image URLs, captions, alt text, and photographer credits linked to their parent articles.

Revision Detection

Track stealth edits to published articles. We hash article content and emit diffs when headlines or body text change.

Geo-Targeted Routing

Use regional proxy pools to access location-restricted content and bypass regional rate limits on specific media assets.

Scheduled Pipelines

Configure continuous pipelines at hourly or daily cadences to maintain a real-time repository of state media announcements.

// engagement pipeline

From target URLs to warehouse records

Brief in. Clean data out.

Define Scope
d 0

Provide categories, language portals, or keyword sets. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers, proxy rotation, and encoding normalisation for Xinhuanet.

Validation & QA
d 4–6

Schema validation, null-rate checks, and text encoding verification before full launch.

Delivery
ongoing

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

Under the hood

How our Xinhuanet pipeline handles the hard parts

Extracting data from fragmented state media portals requires specific infrastructure. Here is how we maintain data quality.

pipeline-monitor · xinhuanet.com · 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 variability
Resilient selectors for fragmented portals

Xinhuanet uses different HTML templates across its language portals and regional subdomains. Our selector strategy uses fallback chains and structural pattern matching so a layout change on the French portal does not break the English pipeline.

Text encoding
Strict multi-language normalisation

Scraping global news requires handling diverse character sets. We enforce strict UTF-8 encoding pipelines, normalise whitespace, and handle right-to-left text alignment for Arabic portals to ensure clean data.

Dynamic loading
JavaScript execution for infinite scroll

Many category pages and breaking news feeds load content dynamically via JavaScript. We run full Playwright browser sessions to trigger lazy loading and capture complete article lists.

Rate limiting
Distributed proxy routing

High volume extraction triggers IP blocks. We distribute requests across global residential proxy pools, randomise request timing, and manage connection limits to maintain high throughput.

Change tracking
Hash-based revision monitoring

News articles are frequently updated after publication. We maintain a hash index of article text and emit differential records when content changes, allowing you to track narrative shifts.

Applications

Who uses Xinhuanet data

Teams across industries use xinhuanet.com data to build competitive products and smarter operations.

01
Geopolitical Intelligence

Analysts monitor policy shifts, official statements, and diplomatic narratives published across state media portals.

02
NLP & LLM Training

Machine learning teams use high quality, multi-language article corpora to train translation models and language classifiers.

03
Financial & Market Signals

Quant funds track state economic announcements, infrastructure project approvals, and trade policy updates in real time.

04
Media Monitoring

PR firms and researchers track global narrative distribution and sentiment across different language editions.

05
Academic Research

Universities analyse historical publication trends, keyword frequency, and propaganda distribution over long time horizons.

06
Event Detection

Risk management platforms ingest breaking news feeds to detect natural disasters, regulatory changes, and local incidents.

Why DataFlirt

"Xinhuanet provides the definitive real time feed of Chinese state policy and global geopolitical narratives, but extracting structured text across its fragmented regional portals requires dedicated infrastructure."

Most teams underestimate the complexity of scraping global state media. Reliable Xinhuanet extraction requires handling diverse DOM structures across 15 language portals, bypassing regional rate limits, and normalising inconsistent metadata fields. DataFlirt absorbs that complexity so your analysts can focus on the signals, not the infrastructure.

Technical Spec

Xinhuanet scraper: technical capabilities

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

JavaScript rendering
Full Playwright sessions required for infinite scroll and dynamic news feeds
Supported
Multi-language extraction
Native handling for Chinese, English, Arabic, Russian, and 10+ other languages
Supported
Full text preservation
Extraction of complete article bodies with boilerplate HTML removed
Supported
Revision tracking
Detect and emit diffs when previously published articles are updated
Supported
Subdomain discovery
Automated crawling of provincial and municipal news portals
Supported
Geo-targeted proxies
Routing requests through specific regions to access localised content
Supported
Premium archive access
Requires authenticated credentials for legacy historical archives
Partial
High resolution video downloads
Video streams are DRM protected; we extract metadata and thumbnail URLs only
Partial
Webhook delivery
HTTP POST per article for real time event detection workflows
Supported
Infrastructure

Infrastructure powering the 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, deduplication, and retry logic. Playwright handles JavaScript rendering and interaction flows for dynamic news feeds.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across global regions. Rotation happens per request to bypass rate limiting and geo-blocking.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state is 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 text records
CSV
Flat file with typed columns for analysis
XLS
Excel compatible format for manual review
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 extracted article data
BigQuery
Streamed directly into your dataset with schema auto detect
Snowflake
Stage and COPY INTO workflow for incremental updates
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About xinhuanet.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Xinhuanet legal?

Scraping publicly available news articles is generally permissible for research and analysis. DataFlirt targets only public, non-authenticated content. We do not extract personal data or bypass authentication walls. Clients should consult legal counsel regarding copyright and redistribution of state media content.

Do you support all language portals?

Yes. We support the English, Chinese, French, Russian, Spanish, Arabic, and other regional language portals provided by Xinhuanet. Our pipelines handle specific text encoding and alignment requirements natively.

How do you handle different website layouts?

Xinhuanet regional subdomains often use different HTML templates. We build specific selector chains for each portal variant and use structural pattern matching to ensure metadata is extracted consistently.

How fresh is the data?

Pipelines can be configured to run continuously. For high priority categories, we achieve sub 15 minute latency from publication to warehouse delivery.

Can you track changes to published articles?

Yes. We maintain a hash index of article content. If an article is updated post publication, we emit a differential record capturing the changes.

What is the minimum viable engagement?

Engagements typically start with a defined set of categories or language portals. Contact us with your specific data requirements for a scoped quote.

Can I request a sample dataset?

Yes. We provide a sample run of up to 500 articles across your requested language portals to validate schema fit and text encoding before signing a contract.

$ dataflirt scope --new-project --source=xinhuanet.com 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 feed of global press releases, we scope, build, and operate the pipeline. Tell us what you need.

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