We extract professional profiles, service categories, verified reviews, and location coverage from Bark. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Professional Profiles objects from bark.com. All fields typed and schema-versioned.
"profile_url": "https://www.bark.com/en/gb/company/smith-plumbing/xyz123/", "business_name": "Smith Plumbing Services", "primary_category": "Plumbing", "location": "London, UK", "rating": 4.9, "review_count": 142, "elite_pro_status": true, "bark_certificate": true
| # | profile_url | business_name | primary_category | location | rating | review_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews & Ratings objects from bark.com. All fields typed and schema-versioned.
"review_id": "rev_849201", "profile_url": "https://www.bark.com/en/gb/company/smith-plumbing/xyz123/", "reviewer_name": "James T.", "star_rating": 5, "review_date": "2026-03-14", "verified_status": true, "service_provided": "Emergency Plumbing"
| # | review_id | profile_url | reviewer_name | star_rating | review_text | review_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Service Categories objects from bark.com. All fields typed and schema-versioned.
"category_id": "cat_092", "category_name": "Plumbing", "parent_category": "Home Improvement", "url_slug": "plumbing", "total_professionals": 8450, "average_rating": 4.6, "popular_locations": "['London', 'Manchester', 'Birmingham']"
| # | category_id | category_name | parent_category | url_slug | total_professionals | average_rating |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Location Data objects from bark.com. All fields typed and schema-versioned.
"profile_url": "https://www.bark.com/en/gb/company/smith-plumbing/xyz123/", "primary_location": "London, UK", "coverage_radius": "25 miles", "remote_service_available": false, "cities_served": "['London', 'Croydon', 'Bromley']", "travel_policy": "Travels up to 25 miles from base"
| # | profile_url | primary_location | coverage_radius | cities_served | postcodes_served | remote_service_available |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Performance Metrics objects from bark.com. All fields typed and schema-versioned.
"profile_url": "https://www.bark.com/en/gb/company/smith-plumbing/xyz123/", "response_time": "Under 1 hour", "hires_on_bark": 47, "identity_verified": true, "phone_verified": true, "email_verified": true
| # | profile_url | response_time | hires_on_bark | profile_views | lead_response_rate | identity_verified |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Bark scraper navigates category taxonomies, paginates through local search results, and renders dynamic profile data to capture the complete professional directory.
Business name, description, website URLs, social media links, and years in business scraped at the individual profile level.
Capture the complete review text, star ratings, reviewer names, dates, and verification status across all paginated review views.
Traverse Bark's category tree from top-level industries down to niche local services, mapping professionals to their exact service offerings.
Extract primary locations, travel radii, and specific postcodes served to build accurate geographical coverage maps.
Identify top-performing professionals by tracking Elite Pro badges, Bark Certificates, and total hires on the platform.
Extract identity, phone, and email verification flags to filter for highly credible service providers.
Capture advertised lead response times and historical engagement metrics to evaluate professional activity levels.
Extract data across Bark UK, Bark US, and other supported international domains using a normalised output schema.
Run one-off bulk exports or configure continuous pipelines at weekly cadences with change-detection diffing for new reviews.
Brief in. Clean data out.
Provide target categories, geographic regions, or specific profile URLs. We design the extraction schema together.
We configure Scrapy and Playwright crawlers, proxy rotation, and session management for bark.com.
Schema validation, null-rate checks, and data normalisation routines run before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Directory scraping requires navigating rate limits and dynamic DOM structures. Here is how we maintain pipeline stability.
Bark protects its directory with rate limits and IP tracking. Our crawlers use residential ISP proxies with realistic browser fingerprints and randomised request timing to maintain access without triggering blocks.
Many profile elements, including expanded reviews and contact reveals, require JavaScript execution. We run full Playwright browser sessions to trigger lazy-loaded elements and capture complete data.
Directory layouts change frequently. Our selector strategy uses multiple fallback chains per field, combining CSS selectors, XPath, and structured data extraction to ensure consistent output.
For large regional directories, we maintain a hash index of last-seen values per profile. Subsequent runs only push diffs, such as new reviews or updated descriptions, reducing downstream processing load.
Every run emits structured logs to our observability stack. We alert on null-rate spikes, schema drift, and coverage drops, responding to structural changes before they impact your data warehouse.
Sales teams extract professional profiles and website URLs to enrich local business outreach campaigns.
Analysts track category density and geographic coverage to identify underserved markets for specific service types.
Service platforms monitor professional overlap, review volumes, and Elite Pro distribution across competing directories.
Marketing agencies aggregate citation data, business names, and locations to audit local search consistency.
Brands and franchises track local branch reputation by parsing verified reviews and star ratings at scale.
Marketplace operators analyse supply-side metrics like response times and platform engagement to benchmark their own networks.
"Bark holds a massive, concentrated dataset of independent service professionals across the UK and US, but extracting it requires navigating aggressive anti-scraping layers."
Directory scraping requires more than simple HTTP GET requests. Bark implements strict rate limits, IP bans, and dynamic content loading for reviews. DataFlirt manages the proxy rotation, JavaScript hydration, and schema maintenance so your data engineering team receives normalised records without managing infrastructure.
Everything supported by our bark.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies across UK and US regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About bark.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available directory information is generally permissible under applicable law. DataFlirt targets only public professional profiles, reviews, and category data. We do not extract private lead information, circumvent authentication walls, or extract personal consumer data. Clients should review Bark ToS and consult legal counsel for specific use cases.
We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. We monitor for rate-limit responses in real time and trigger pool rotation automatically.
We extract data across the UK and US domains, adapting to regional category taxonomies and location formats while maintaining a normalised output schema.
Full category refreshes complete within a 12-24 hour window depending on the target region size. We recommend weekly or monthly cadences for directory data.
No. We only extract the public professional profiles and business information. We do not scrape the private contact details of consumers requesting services, as this data is gated behind paid credits and platform authentication.
Yes. Every pipeline run produces timestamped snapshots. We maintain a state index to identify and extract only new reviews added since the previous run.
Our smallest packages start at a defined category or location list (typically 10,000 to 50,000 profiles) with weekly delivery. Contact us with your specific category requirements for a scoped quote.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off directory export or a continuous profile monitoring feed across multiple regions, we scope, build, and operate the pipeline. Tell us what you need.
