SYSTEM all green source dogtime.com queue 1,842 pages p99 latency 118ms dataflirt.com · scraper/dogtime-com
RUN · 14 active pipelines · dogtime.com live

Dogtime data,
structured for analysis.

We extract dog breed profiles, trait scoring, behavioural guides, and health directories from Dogtime. Delivered as clean JSON, CSV, or Parquet to your warehouse.

Breeds extracted
384 /run
Trait ratings
14.2K /run
Article records
12.4K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from dogtime.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

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

breed_nameakc_groupheight_min_inchesheight_max_inchesweight_min_lbsweight_max_lbslifespan_min_yearslifespan_max_yearsorigin
breed_profiles
● 200 OK
"breed_name": "Golden Retriever",
"akc_group": "Sporting Dogs",
"height_min_inches": 21.5,
"height_max_inches": 24.0,
"weight_min_lbs": 55.0,
"weight_max_lbs": 75.0
# breed_nameakc_groupheight_min_inchesheight_max_inchesweight_min_lbsweight_max_lbs
1
2
3

Complete list of extractable fields for Trait Ratings objects from dogtime.com. All fields typed and schema-versioned.

breed_nameadaptability_scoreall_around_friendlinesshealth_grooming_scoretrainability_scoreexercise_needsapartment_friendlybark_tendency
trait_ratings
● 200 OK
"breed_name": "Golden Retriever",
"adaptability_score": 4,
"all_around_friendliness": 5,
"health_grooming_score": 3,
"trainability_score": 5,
"exercise_needs": 5
# breed_nameadaptability_scoreall_around_friendlinesshealth_grooming_scoretrainability_scoreexercise_needs
1
2
3

Complete list of extractable fields for Dog Names objects from dogtime.com. All fields typed and schema-versioned.

namegenderoriginmeaningpopularity_rankthemesyllable_countstarting_letter
dog_names
● 200 OK
"name": "Bella",
"gender": "Female",
"origin": "Italian",
"meaning": "Beautiful",
"popularity_rank": 3,
"starting_letter": "B"
# namegenderoriginmeaningpopularity_ranktheme
1
2
3

Complete list of extractable fields for Health Conditions objects from dogtime.com. All fields typed and schema-versioned.

condition_namebreed_susceptibilitysymptoms_listdiagnostic_methodstreatment_optionsprevention_tipsseverity_indexarticle_url
health_conditions
● 200 OK
"condition_name": "Hip Dysplasia",
"breed_susceptibility": "['Golden Retriever', 'German Shepherd', 'Labrador Retriever']",
"symptoms_list": "['Decreased activity', 'Decreased range of motion', 'Lameness in the hind end']",
"treatment_options": "['Weight reduction', 'Exercise restriction', 'Physical therapy', 'Surgery']",
"severity_index": 4,
"article_url": "https://dogtime.com/dog-health/hip-dysplasia"
# condition_namebreed_susceptibilitysymptoms_listdiagnostic_methodstreatment_optionsprevention_tips
1
2
3

Complete list of extractable fields for Editorial Content objects from dogtime.com. All fields typed and schema-versioned.

article_idtitleauthor_namepublish_datecategorytagsbody_textimage_urls
editorial_content
● 200 OK
"article_id": "dt-art-8492",
"title": "How to Stop Your Dog from Jumping Up",
"author_name": "Dogtime Staff",
"publish_date": "2024-02-15T08:00:00Z",
"category": "Dog Training",
"tags": "['Behavior', 'Training', 'Jumping']"
# article_idtitleauthor_namepublish_datecategorytags
1
2
3

Capabilities

Extracting the canine catalogue

Dogtime encodes breed data in DOM elements and CSS-based star ratings. We convert visual indicators into normalised numerical datasets, ready for immediate database ingestion.

Breed Profile Extraction

Capture physical dimensions, lifespan ranges, and AKC group classifications for over 300 recognised breeds.

Visual Rating Conversion

Parse CSS classes and DOM structures to convert 5-star visual trait ratings into strictly typed integer fields.

Health & Grooming Data

Extract known health predispositions, shedding levels, and grooming frequency requirements per breed.

Dog Name Database

Scrape thousands of dog names, including origin, meaning, and thematic categorisation.

Article & Guide Parsing

Extract full text, author metadata, and publication dates from training guides and behavioural articles.

Media Capture

Extract high-resolution image URLs for breed galleries, resolving CDN links to their source.

Taxonomy Mapping

Preserve category hierarchies and tag relationships for all editorial content.

Change Detection

Hash-based diffing ensures you only receive updates when a breed profile or article is modified.

Scheduled Updates

Run pipelines on a weekly or monthly cadence to capture new articles and breed updates.

// engagement pipeline

From target URLs to structured tables

Brief in. Clean data out.

Define Scope
d 0

Select target categories: breed profiles, dog names, or editorial content. We define the exact schema.

Pipeline Build
d 2–4

We configure extraction logic, handling DOM parsing for visual ratings and pagination traversal.

Validation & QA
d 4–6

Schema validation ensures all integer ratings fall within the 1-5 range and text fields are properly encoded.

Delivery
ongoing

Data is pushed to your requested destination in JSON, CSV, or Parquet format.

Under the hood

Handling unstructured pet data

Converting a consumer-facing media site into a relational database requires specific parsing strategies.

pipeline-monitor · dogtime.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 Parsing
Converting visual ratings to integers

Dogtime displays breed traits using star icons driven by CSS classes. Our parsers map these classes directly to 1-5 integer values, outputting clean numerical data for your models.

Text cleaning
Normalising measurement units

Physical characteristics are often embedded in descriptive text. We use regex pattern matching to extract minimum and maximum height and weight values, converting them into strict float types.

Pagination
Deep article traversal

Editorial content spans hundreds of paginated category pages. We orchestrate comprehensive crawls to ensure complete capture of historical articles without missing nested links.

Taxonomy
Preserving content relationships

We capture breadcrumb trails and internal tags, allowing you to reconstruct the site's category hierarchy in your own database.

Media resolution
Extracting source images

We bypass thumbnail versions and extract the highest available resolution image URLs from the underlying CDN paths.

Applications

Applications for Dogtime data

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

01
Pet Insurance Risk Modelling

Actuaries use breed-specific health predispositions and lifespan data to adjust premium calculations.

02
Recommendation Engines

Pet adoption platforms match users with ideal breeds based on adaptability, energy levels, and apartment suitability scores.

03
Veterinary Research

Researchers aggregate breed trait data to study correlations between physical characteristics and specific health conditions.

04
Pet Tech Applications

App developers seed their databases with comprehensive dog name lists and basic breed profiles for user onboarding.

05
Content Aggregation

Publishers monitor trending topics in pet care and training to inform their own editorial strategies.

06
Product Development

Pet food manufacturers analyse weight ranges and energy levels to formulate breed-specific nutritional guidelines.

Why DataFlirt

"Dogtime holds the most comprehensive, categorically scored database of canine traits and health profiles on the web - essential for any pet-tech application."

Building pet recommendation engines or insurance risk models requires clean, normalised breed data. We extract Dogtime's visual star ratings and unstructured text into strictly typed schemas, handling the taxonomy mapping so your data science teams receive production-ready datasets without writing a single parser.

Technical Spec

Extraction capabilities

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

Visual star rating conversion
Maps CSS classes to 1-5 integer values automatically
Supported
Breed characteristic normalisation
Extracts min/max ranges from text strings
Supported
Article content extraction
Captures full body text, authors, and publication dates
Supported
Pagination handling
Traverses all category and index pages
Supported
Image CDN URL extraction
Resolves high-resolution image assets
Supported
Proxy rotation
Datacenter IP rotation to prevent rate limiting
Supported
User forum comments
Historical forum data has been removed or gated by the publisher
Partial
Premium veterinary consultation history
Requires authenticated user access to private telehealth portals
Partial
Infrastructure

Pipeline infrastructure

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy Orchestration

High-throughput asynchronous crawling handles Dogtime's static content rapidly, minimising execution time.

Data Normalisation

Python-based item pipelines clean text, cast data types, and enforce schema constraints before delivery.

Observability

Prometheus and Grafana monitor extraction yields, alerting on schema drift or missing fields.

Output & Delivery

Your data, your destination

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

JSON
Nested structures for breed profiles and associated traits
CSV
Flat files suitable for spreadsheet analysis
XLS
Excel format for non-technical stakeholders
Parquet
Columnar format for efficient data warehouse querying
AWS S3
Direct upload to your cloud storage buckets
Webhook
HTTP POST delivery for immediate application ingestion
API
REST endpoints to poll completed extraction jobs
Postgres
Direct database insertion with schema matching
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data for every breed listed on Dogtime?

Yes. Our crawlers traverse the primary breed index, capturing profiles for all recognised breeds, including mixed breeds and hybrids listed on the site.

How do you handle the 5-star rating system?

Dogtime uses CSS classes to display star ratings. Our parsers map these specific classes to integer values ranging from 1 to 5, providing you with quantifiable metrics rather than visual indicators.

Is the dog names database included?

Yes. We can extract the complete directory of dog names, including associated metadata such as origin, meaning, and popularity rankings.

How often does the data need to be refreshed?

Breed characteristics rarely change, making them suitable for a one-off extraction. However, editorial content and new breed additions can be captured via monthly or quarterly scheduled runs.

Do you also scrape Cattime.com?

Yes. Cattime operates on an identical platform architecture. We can deploy the exact same pipeline configuration to extract cat breed profiles and feline health data.

Can you provide the raw HTML for the articles?

Yes. While we typically extract the cleaned text into a 'body_text' field, we can also provide the raw HTML payload if you need to preserve specific formatting or embedded links.

$ dataflirt scope --new-project --source=dogtime.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 are building a recommendation engine or seeding a veterinary database, we deliver the exact breed parameters you require. Contact us to define your schema.

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