SYSTEM all green source seamless.ai queue 18,942 profiles p99 latency 214ms dataflirt.com · scraper/seamless-ai
RUN : 114 active pipelines : seamless.ai live

B2B contact data,
at warehouse scale.

We extract verified emails, direct dials, firmographics, and organisational charts from Seamless.Ai. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Contacts extracted
1.2M /day
Company profiles
340K /24h
Phone numbers
89K /run
Active pipelines
114
Uptime
99.94%
Data Dictionary

Every field we extract from seamless.ai

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

Complete list of extractable fields for Contact Profiles objects from seamless.ai. All fields typed and schema-versioned.

profile_idfirst_namelast_namejob_titleseniority_leveldepartmentlocationlinkedin_url
contact_profiles
● 200 OK
"profile_id": "CNT_8492018",
"first_name": "Arjun",
"last_name": "Mehta",
"job_title": "VP of Engineering",
"seniority_level": "VP",
"department": "Engineering"
# profile_idfirst_namelast_namejob_titleseniority_leveldepartment
1
2
3

Complete list of extractable fields for Company Firmographics objects from seamless.ai. All fields typed and schema-versioned.

company_idcompany_namewebsite_urlindustryemployee_countrevenue_rangehq_locationfounded_year
company_firmographics
● 200 OK
"company_id": "CMP_99210",
"company_name": "FinTech Solutions Ltd",
"website_url": "fintechsolutions.example.com",
"industry": "Financial Services",
"employee_count": "501-1000",
"revenue_range": "$50M-$100M"
# company_idcompany_namewebsite_urlindustryemployee_countrevenue_range
1
2
3

Complete list of extractable fields for Contact Info objects from seamless.ai. All fields typed and schema-versioned.

profile_idprimary_emailsecondary_emailemail_validation_statusdirect_dialmobile_phonehq_phoneextension
contact_info
● 200 OK
"profile_id": "CNT_8492018",
"primary_email": "arjun.m@fintechsolutions.example.com",
"email_validation_status": "Verified",
"direct_dial": "+1-415-555-0198",
"mobile_phone": "+1-415-555-0199",
"hq_phone": "+1-415-555-0000"
# profile_idprimary_emailsecondary_emailemail_validation_statusdirect_dialmobile_phone
1
2
3

Complete list of extractable fields for Social & Web objects from seamless.ai. All fields typed and schema-versioned.

profile_idlinkedin_profiletwitter_profilefacebook_profilegithub_profilepersonal_websitecompany_blogcrunchbase_url
social_& web
● 200 OK
"profile_id": "CNT_8492018",
"linkedin_profile": "linkedin.com/in/arjunmehta",
"twitter_profile": "twitter.com/arjunm",
"github_profile": "github.com/arjunm-eng",
"personal_website": "arjunmehta.example.com",
"company_blog": "fintechsolutions.example.com/blog"
# profile_idlinkedin_profiletwitter_profilefacebook_profilegithub_profilepersonal_website
1
2
3

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

search_queryjob_title_filterindustry_filterresult_positionprofile_idcompany_idscraped_atpage_number
search_results
● 200 OK
"search_query": "VP Engineering Financial Services",
"job_title_filter": "VP Engineering",
"industry_filter": "Financial Services",
"result_position": 14,
"profile_id": "CNT_8492018",
"scraped_at": "2026-05-12T09:14:33Z"
# search_queryjob_title_filterindustry_filterresult_positionprofile_idcompany_id
1
2
3

Capabilities

Everything you need from Seamless.Ai, nothing you don't

Our scraper handles the dynamic search interfaces, pagination, and data enrichment layers of Seamless.Ai with JavaScript rendering, session management, and rate-limit circumvention built in.

Contact Extraction

Extract verified emails, direct dials, and mobile numbers tied to specific decision-makers.

Firmographic Data

Capture company size, revenue estimates, industry classifications, and HQ locations.

Search Automation

Automate complex queries using title, industry, and location filters to build targeted lists.

Pagination Handling

Deep crawl search results across thousands of pages without hitting display limits.

Email Validation Status

Capture bounce risk indicators and validation scores natively provided by the platform.

Tech Stack Intelligence

Extract the software and tools used by target companies to refine your outreach.

Social Media Mapping

Gather LinkedIn, Twitter, and GitHub URLs for multi-channel sales cadences.

Organisational Charts

Map reporting structures and department headcounts within large enterprise accounts.

Scheduled Updates

Run one-off bulk exports or configure continuous pipelines to catch job changes.

// engagement pipeline

From search query to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target accounts, ICP criteria, or specific search URLs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and session management for seamless.ai.

Validation & QA
d 4–6

Schema validation, null-rate checks, and sample data review before full launch.

Delivery
ongoing

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

Under the hood

How our pipeline handles the hard parts

B2B data platforms invest heavily in scraping detection. Here is how we stay resilient and why teams choose managed infrastructure over DIY.

pipeline-monitor · seamless.ai · 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
Anti-bot layer
Residential proxy rotation + fingerprint spoofing

We route requests through residential ISP proxies with realistic browser fingerprints and full cookie session management to avoid IP bans.

JavaScript rendering
Full Playwright execution for SPA content

Seamless.Ai relies heavily on React. We run full Playwright browser sessions to execute JavaScript and hydrate data tables.

Rate limit management
Throttling and session rotation

We distribute requests across hundreds of concurrent sessions to stay strictly under the platform's API rate limits.

Schema stability
Resilient selectors with fallback chains

Our selector strategy uses multiple fallback chains per field so a layout change does not break your data pipeline overnight.

Monitoring & alerting
24/7 pipeline health with anomaly detection

Every run emits structured logs to our observability stack. We alert on null-rate spikes and coverage drops automatically.

Applications

Who uses Seamless.Ai data and how

Teams across industries use seamless.ai data to build competitive products and smarter operations.

01
Outbound Sales Sequences

SDR teams use extracted direct dials and verified emails to feed their outreach tools at scale.

02
TAM Expansion

RevOps teams scrape entire industry categories to map their Total Addressable Market accurately.

03
CRM Enrichment

Marketing operations automatically append missing phone numbers and titles to existing Salesforce records.

04
Talent Acquisition

Recruiters build passive candidate lists by targeting specific seniority levels and technical skills.

05
Competitor Analysis

Strategy teams monitor competitor headcounts and departmental growth over time.

06
Account-Based Marketing

Growth teams map all decision-makers within target enterprise accounts to launch coordinated ad campaigns.

Why DataFlirt

"Seamless.Ai holds a massive repository of B2B contact intelligence, but extracting it at scale requires dedicated infrastructure and session management."

Most teams underestimate the investment required: reliable B2B directory scraping requires residential proxies, full JavaScript rendering, CAPTCHA handling, and daily selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Seamless.Ai scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for dynamic search results
Supported
CAPTCHA bypass
Automated solver integration for login and search walls
Supported
Residential proxy rotation
ISP-grade residential IPs rotated per request to avoid bans
Supported
Pagination traversal
Deep crawling of search results beyond initial display limits
Supported
Change detection
Hash-based diff to track job changes and company updates
Supported
Webhook delivery
HTTP POST per record for real-time CRM updates
Supported
Bulk list exports
Extract entire saved lists from user accounts
Supported
CRM API write-back credentials
Requires direct OAuth integration not supported via scraping
Partial
Credit card billing details
Payment information is strictly gated and not extracted
Partial
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 and deduplication. Playwright handles JavaScript rendering and interaction flows.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per-request with sticky sessions where required.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested arrays
CSV
Flat file with typed columns for CRM upload
XLS
Standard spreadsheet format for sales teams
Parquet
Columnar format for BigQuery and Snowflake
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per record for real-time processing
API
REST endpoints to query your extracted data
Snowflake
Stage and COPY INTO workflow
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About seamless.ai scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Seamless.Ai legal?

Scraping publicly accessible B2B contact data is generally permissible, but extracting gated data behind a login requires adherence to terms of service. Clients must provide their own access credentials if targeting authenticated views and consult legal counsel for specific use cases.

How do you handle rate limits and bans?

We use residential ISP proxies, full Playwright browser sessions, and request timing modelled on human behaviour. We distribute load across multiple sessions to stay within acceptable limits.

How fresh is the data?

Data is extracted in real-time based on your pipeline schedule. Continuous pipelines ensure you capture the latest job titles and verified contact details as they update on the platform.

What is the minimum viable engagement?

Our smallest packages start at a defined list of 10,000 target accounts or specific search criteria. Contact us with your use case for a scoped quote.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 500 profiles as part of the pre-engagement scoping process so you can validate data quality before signing any contract.

Do you handle pagination limits?

Yes. We bypass standard display limits by programmatically adjusting search filters to slice large result sets into smaller, fully extractable chunks.

$ dataflirt scope --new-project --source=seamless.ai 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 list export or a continuous enrichment feed across thousands of accounts, we scope, build, and operate the pipeline. Tell us what you need.

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