SYSTEM all green source androidauthority.com queue 14,892 URLs p99 latency 218ms dataflirt.com · scraper/androidauthority-com
RUN · 31 active pipelines · androidauthority.com live

Tech media data,
at warehouse scale.

We extract smartphone reviews, hardware specifications, news archives, and buyer's guides from Android Authority. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
142K /run
Spec sheets
8.4K /run
Daily updates
1,492 /24h
Active pipelines
31
Uptime
99.98%
Data Dictionary

Every field we extract from androidauthority.com

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

urltitleauthor_namepublish_dateupdate_datecategorytagscontent_bodyimage_urlscomment_count
articles_& news
● 200 OK
"url": "https://www.androidauthority.com/google-pixel-9-pro-review-3469123/",
"title": "Google Pixel 9 Pro review: The goldilocks phone",
"author_name": "Ryan Haines",
"publish_date": "2024-08-21T14:00:00Z",
"category": "Reviews",
"tags": "['Google', 'Smartphones', 'Pixel 9 Pro']",
"comment_count": 84
# urltitleauthor_namepublish_dateupdate_datecategory
1
2
3

Complete list of extractable fields for Device Reviews objects from androidauthority.com. All fields typed and schema-versioned.

device_namebrandreview_scoreprosconsverdictreviewerpublish_datespec_summaryaffiliate_links
device_reviews
● 200 OK
"device_name": "Pixel 9 Pro",
"brand": "Google",
"review_score": 4.5,
"pros": "['Excellent camera system', 'Premium build', 'Long software support']",
"cons": "['Slow charging', 'Tensor G4 runs warm']",
"verdict": "The best Android phone for most people right now.",
"reviewer": "Ryan Haines"
# device_namebrandreview_scoreprosconsverdict
1
2
3

Complete list of extractable fields for Hardware Specs objects from androidauthority.com. All fields typed and schema-versioned.

device_namesocramstoragedisplay_sizedisplay_typebattery_capacitycharging_speedcamera_maincamera_ultrawideos_version
hardware_specs
● 200 OK
"device_name": "Samsung Galaxy S24 Ultra",
"soc": "Snapdragon 8 Gen 3 for Galaxy",
"ram": "12GB",
"storage": "256GB / 512GB / 1TB",
"display_size": "6.8 inches",
"battery_capacity": "5000 mAh",
"camera_main": "200MP",
"os_version": "Android 14 (One UI 6.1)"
# device_namesocramstoragedisplay_sizedisplay_type
1
2
3

Complete list of extractable fields for Deals & Offers objects from androidauthority.com. All fields typed and schema-versioned.

post_titleproduct_nameoriginal_pricedeal_pricediscount_pctstore_nameaffiliate_urlpost_dateauthorexpired_flag
deals_& offers
● 200 OK
"product_name": "Sony WH-1000XM5",
"original_price": 398.0,
"deal_price": 298.0,
"discount_pct": 25,
"store_name": "Amazon",
"affiliate_url": "https://www.androidauthority.com/out/...",
"post_date": "2024-09-15T09:30:00Z",
"expired_flag": false
# post_titleproduct_nameoriginal_pricedeal_pricediscount_pctstore_name
1
2
3

Complete list of extractable fields for Author Profiles objects from androidauthority.com. All fields typed and schema-versioned.

author_namerolebiotwitter_handlearticle_countfirst_publish_datelatest_publish_dateprofile_image_urltopics_covered
author_profiles
● 200 OK
"author_name": "Mishaal Rahman",
"role": "Contributor",
"twitter_handle": "@MishaalRahman",
"article_count": 342,
"first_publish_date": "2020-01-15",
"latest_publish_date": "2024-10-01",
"topics_covered": "['Android OS', 'AOSP', 'Google Pixel']"
# author_namerolebiotwitter_handlearticle_countfirst_publish_date
1
2
3

Capabilities

Extract the complete tech journalism corpus

Our Android Authority scraper targets the underlying data structures: transforming unstructured reviews, spec sheets, and news archives into queryable datasets.

Article Body Extraction

Extract clean text, headings, and embedded media from news posts, stripping out ads, sidebars, and promotional banners.

Spec Sheet Normalisation

Parse HTML tables into structured JSON, normalising fields like battery capacity, SoC, and camera megapixel counts across devices.

Review Score Aggregation

Capture numerical scores, pros/cons lists, and final verdicts from hardware and software reviews.

Affiliate Link Unrolling

Trace and unroll obfuscated affiliate links to identify the true destination URL, store name, and product ID.

Historical Archives

Traverse years of paginated archives to build comprehensive datasets of smartphone evolution and tech news.

Comment Extraction

Render dynamic comment sections to extract user sentiment, timestamps, and upvote counts on controversial posts.

Author Tracking

Map articles to specific journalists, tracking publication frequency, topic specialisation, and engagement metrics.

Category & Tag Mapping

Preserve the site's taxonomy, allowing you to filter datasets by specific manufacturers, operating systems, or device types.

Daily Delta Updates

Monitor the RSS feeds and sitemaps to ingest new articles and update previously scraped articles if edits occur.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide categories, author URLs, or date ranges. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and session management for androidauthority.com.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

Navigating media site complexity

Tech media sites optimise for ad delivery and reader engagement, resulting in complex DOM structures and heavy JavaScript payloads. Here is how we extract the signal.

pipeline-monitor · androidauthority.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
Bot protection
Cloudflare bypass via residential IPs

Media sites employ strict WAF rules to prevent scraping. We route requests through residential proxies with verified TLS fingerprints to bypass Cloudflare challenges.

Dynamic content
Playwright execution for lazy-loaded assets

Comments, embedded tweets, and high-resolution images load dynamically as the user scrolls. We use Playwright to simulate user behaviour and capture the complete DOM.

Link tracing
Following affiliate redirects

Deal posts use intermediate tracking URLs. Our pipeline follows HTTP redirects to capture the final endpoint, allowing you to map deals to specific Amazon ASINs or Best Buy SKUs.

Schema standardisation
Normalising legacy layouts

A 2014 review looks structurally different from a 2024 review. We maintain multiple parsing logic branches to ensure historical data fits into modern schemas.

Change tracking
Monitoring 'Updated' timestamps

Buyer's guides and 'Best Of' lists are updated frequently. We track modification timestamps and emit delta records when content changes.

Applications

Who uses Android Authority data

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

01
Market Sentiment Analysis

Correlate review scores and pros/cons lists across multiple devices to quantify brand perception.

02
Competitor Hardware Tracking

Extract spec sheets to build relational databases of hardware evolution and standardisation.

03
Affiliate Marketing Intelligence

Monitor which external stores and specific products tech media sites push to their audiences.

04
LLM Training Corpora

Ingest high-quality, domain-specific journalism to fine-tune models on consumer technology.

05
PR & Media Monitoring

Track brand mentions, author sentiment, and narrative shifts following major product launches.

06
Tech Trend Forecasting

Analyse article tags and category volumes over time to identify rising technologies.

Why DataFlirt

"Android Authority holds a decade of structured smartphone evolution data — extracting it requires navigating aggressive caching and dynamic article layouts."

Tech media sites optimise for ad delivery and reader engagement, resulting in complex DOM structures and heavy JavaScript payloads. DataFlirt manages the rendering, proxy rotation, and schema normalisation so your data science teams receive clean, structured device intelligence.

Technical Spec

Android Authority scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions for comments and lazy-loaded media
Supported
Cloudflare bypass
Residential proxies and automated CAPTCHA solving
Supported
Spec sheet normalisation
HTML tables converted to strict JSON key-value pairs
Supported
Comment extraction
Capture user discussions and upvote metrics
Supported
Affiliate redirect tracing
Follow tracking links to final destination URLs
Supported
Historical archive scraping
Traverse sitemaps and paginated category lists
Supported
Delta diffing
Only emit records when articles are updated
Supported
Video content download
Downloading embedded YouTube or native video files
Partial
User account details
Scraping private user profiles or saved article lists
Partial
Infrastructure

Infrastructure powering the media 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, 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 (burst) and ECS (sustained). 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
Excel format for non-technical teams
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 endpoint to query your extracted datasets
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage + COPY INTO workflow — incremental or full-replace
Postgres
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Android Authority legal?

Scraping publicly available information is generally permissible. DataFlirt targets only public articles, reviews, and specifications. We do not extract personal data or circumvent authentication walls.

How do you handle Cloudflare?

We use residential ISP proxies and full Playwright browser sessions with realistic fingerprints to navigate WAF rules without triggering blocks.

Can you extract historical device specs?

Yes. We can traverse the site's archive to extract specifications for devices released years ago, normalising the data into a consistent schema.

Do you unroll affiliate links?

Yes. Our pipeline follows HTTP redirects on deal posts to capture the final destination URL, allowing you to identify the specific retailer and product.

How fresh is the news data?

Pipelines can be configured to poll RSS feeds and sitemaps at high frequencies, delivering new articles within minutes of publication.

Can you extract user comments?

Yes. We render the dynamic comment sections (often powered by third-party plugins) to extract the text, timestamps, and engagement metrics.

$ dataflirt scope --new-project --source=androidauthority.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 historical archive of device reviews or a daily feed of hardware news — we scope, build, and operate the pipeline. Tell us what you need.

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