SYSTEM all green source latimes.com queue 12,492 URLs p99 latency 184ms dataflirt.com · scraper/latimes-com
RUN · 37 active pipelines · latimes.com live

LA Times corpus,
delivered at scale.

We extract full-text articles, author profiles, section metadata, and comment threads from the Los Angeles Times. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
14.2K /day
Author profiles
1.8K /run
Comments scraped
45.1K /24h
Active pipelines
37
Uptime
99.94%
Data Dictionary

Every field we extract from latimes.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 latimes.com. All fields typed and schema-versioned.

urlheadlinesubheadlineauthorpublish_dateupdate_datesectiontagscontent_textword_countpaywall_statusimage_urls
articles
● 200 OK
"url": "https://www.latimes.com/california/story/example-news",
"headline": "California legislature passes new water conservation bill",
"author": "Jane Doe",
"publish_date": "2026-04-12T14:30:00Z",
"section": "California",
"word_count": 1240,
"paywall_status": "metered",
"tags": "['Water Crisis', 'Sacramento', 'Climate']"
# urlheadlinesubheadlineauthorpublish_dateupdate_date
1
2
3

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

author_idnameprofile_urlroletwitter_handleemailbioarticle_countrecent_articles
authors
● 200 OK
"author_id": "auth_84921",
"name": "Jane Doe",
"profile_url": "https://www.latimes.com/people/jane-doe",
"role": "Staff Writer",
"twitter_handle": "@janedoe_lat",
"article_count": 342,
"bio": "Jane covers environmental policy in Sacramento."
# author_idnameprofile_urlroletwitter_handleemail
1
2
3

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

section_nameparent_sectionurltop_headlinestrending_rankarticle_countlast_updatededitor
sections
● 200 OK
"section_name": "Politics",
"parent_section": "California",
"url": "https://www.latimes.com/california/politics",
"trending_rank": 2,
"article_count": 4821,
"last_updated": "2026-04-12T15:00:00Z"
# section_nameparent_sectionurltop_headlinestrending_rankarticle_count
1
2
3

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

comment_idarticle_urluser_nameuser_idtimestampcomment_textupvotesrepliesis_flagged
comments
● 200 OK
"comment_id": "cmt_994821",
"article_url": "https://www.latimes.com/california/story/example-news",
"user_name": "CaliResident99",
"timestamp": "2026-04-12T16:45:12Z",
"comment_text": "This policy is long overdue.",
"upvotes": 42,
"replies": 3,
"is_flagged": false
# comment_idarticle_urluser_nameuser_idtimestampcomment_text
1
2
3

Complete list of extractable fields for Search Results objects from latimes.com. All fields typed and schema-versioned.

keywordpage_numberresult_rankheadlineurlsnippetdateauthormatch_score
search_results
● 200 OK
"keyword": "drought restrictions",
"page_number": 1,
"result_rank": 3,
"headline": "City announces new drought rules",
"url": "https://www.latimes.com/local/story/drought",
"date": "2026-03-10",
"author": "John Smith"
# keywordpage_numberresult_rankheadlineurlsnippet
1
2
3

Capabilities

Complete LA Times extraction, structured for analysis

Our pipeline handles the Los Angeles Times architecture: metered paywalls, dynamic comment loading, infinite scroll sections, and strict bot mitigation systems.

Full Article Text

Extract headline, subhead, body text, and word count. We clean out inline advertisements and related story widgets.

Author Intelligence

Capture byline matching, social handles, email addresses, and biographical text from author profile pages.

Metadata & Taxonomy

Extract section assignments, tags, keywords, and exact publication timestamps for temporal analysis.

Media Extraction

Store high-resolution image URLs, video metadata, and editorial captions embedded within the article body.

Comment Thread Scraping

Paginate through user comments capturing display names, timestamps, upvote counts, and nested replies.

Paywall Status Detection

Flag premium versus free content and navigate metered paywall limits using automated session rotation.

Historical Archive Crawling

Traverse XML sitemaps and historical indexes to compile datasets spanning years of publication history.

Real-Time News Monitoring

Configure streaming pipelines to poll front pages and RSS feeds for breaking news at sub-minute latency.

Section Monitoring

Track front page and category layout changes to determine editorial placement and story prominence.

JavaScript Rendering

Handle Single Page Application elements and lazy-loaded assets using headless browser execution.

// engagement pipeline

From section URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide section URLs, keyword sets, or author lists. We design the extraction schema together.

Pipeline Build
d 2–4

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

Validation & QA
d 4–6

Schema validation, null-rate checks, and structure normalisation before full launch.

Delivery
ongoing

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

Under the hood

Bypassing media paywalls and anti-bot systems

News sites like latimes.com deploy strict rate limits and geographic blocks. Here is how we maintain steady extraction.

pipeline-monitor · latimes.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
Paywall circumvention
Handling metered walls via session clearing

Publishers use cookie tracking and local storage to enforce metered paywalls. Our crawlers isolate sessions per request and clear state automatically, ensuring consistent access to metered articles without triggering blocks.

Geographic proxy routing
Using US IPs to avoid GDPR walls

Many US publishers serve degraded experiences or strict consent walls to European IP addresses. We route all requests through US-based residential proxies to access the native site structure.

Dynamic content rendering
Playwright for lazy-loaded comments

Comment sections and high-resolution media often load asynchronously via JavaScript. We execute full browser sessions to trigger these network requests and capture the resulting DOM.

Sitemap traversal
Efficiently discovering new articles

Instead of relying solely on front-page scraping, we monitor XML sitemaps to detect newly published articles the second they go live, reducing latency and compute overhead.

Structure normalisation
Cleaning varied article templates

Opinion pieces, interactive features, and standard news articles use different HTML templates. Our extraction logic normalises these variants into a single, predictable schema.

Applications

Who uses LA Times data and how

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

01
Media Monitoring

PR firms and corporate communications teams track brand mentions, executive quotes, and coverage sentiment.

02
NLP & LLM Training

Machine learning teams use high-quality editorial text to train language models and improve factual grounding.

03
Sentiment Analysis

Researchers analyse public opinion by extracting and evaluating comment threads on controversial topics.

04
Competitor Intelligence

Other publishers track article velocity, topic selection, and author output to benchmark editorial strategy.

05
Academic Research

Universities study political coverage, bias, and historical trends by querying large textual archives.

06
Financial Intelligence

Hedge funds extract local market trends, real estate developments, and corporate news affecting California-based equities.

Why DataFlirt

"The Los Angeles Times archive represents a massive, unstructured corpus of Californian and global history. Turning it into queryable rows requires specialized infrastructure."

Extracting data from major publishers involves bypassing sophisticated CDN-level bot protection, standardising highly variable article templates, and managing metered paywall states. DataFlirt abstracts this complexity so your data science teams receive clean, structured text ready for NLP pipelines.

Technical Spec

LA Times scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for comments and lazy-loaded media
Supported
US Residential proxies
ISP-grade residential IPs to bypass regional blocks
Supported
Sitemap parsing
Automated discovery of new URLs via XML feeds
Supported
Author normalisation
Linking articles to canonical author profiles
Supported
Comment pagination
Extracting nested replies across multiple pages
Supported
Change detection
Tracking headline adjustments and article updates
Supported
Premium subscriber-only articles
Hard-paywalled content requiring paid credentials
Partial
User account settings
Private data associated with registered subscriber accounts
Partial
Infrastructure

Infrastructure powering the extraction

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, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

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 text structures
CSV
Flat file with typed columns for simple tabular data
XLS
Spreadsheet format for editorial teams
Parquet
Columnar format optimized for big data workloads
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per record for real-time news alerts
API
REST endpoints to query extracted data on demand
PostgreSQL
Direct database insertion with schema management
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping news articles legal?

Scraping publicly available factual data is generally permissible. However, copyright law protects the creative expression in articles. Clients typically use this data for internal analysis, text and data mining, or NLP training under fair use principles. We do not provide legal advice; consult your counsel regarding your specific use case.

How do you handle the LA Times paywall?

We manage metered paywalls by isolating sessions and rotating IP addresses, allowing us to read publicly accessible metered content. We do not bypass hard paywalls that require a paid subscription.

Can you extract data in real time?

Yes. We can configure streaming pipelines to monitor RSS feeds, sitemaps, and front pages, delivering new articles within minutes of publication.

Do you scrape the comment sections?

Yes. We execute JavaScript to load the comment modules and paginate through the threads, capturing usernames, timestamps, text, and nested replies.

How far back can you extract historical data?

We can traverse the site's historical sitemaps and archive pages to extract articles dating back to the start of their digital records, subject to availability.

Do you download the actual images and videos?

By default, we extract the high-resolution URLs and metadata for media assets to keep delivery payloads small. Direct binary download to your S3 bucket can be configured upon request.

$ dataflirt scope --new-project --source=latimes.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Need a daily feed of California politics or a one-off archive dump of entertainment news? We scope, build, and operate the pipeline.

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