Data Pipelines
Automated extraction from websites, APIs, and web platforms. Scrapers, parsers, and data flows built to your specifications.
WEB DATA INTELLIGENCE
Web data holds insights worth billions.
We turn that data into structured intelligence you can act on.
What are rental prices doing in Austin, TX?
$2,103 +14%
Listing platforms
Real Estate
50,000+ listings tracked
Median 1BR rent
$2,103 +14%
New listings (30d)
1,847
Avg. days on market
18 −4 days
Price drops detected
312
How fast are competitors repricing?
3.2 days avg
E-commerce sites
E-Commerce
12,847 SKUs across 6 competitors
Avg. repricing frequency
3.2 days
Price changes (30d)
4,291 +34%
Undercut rate
23% of catalog
Out-of-stock events
847
Is customer sentiment shifting?
4.2 → 3.1 ↓
Review sites
Brand Intel
18,000+ reviews analyzed
Rating trend (3mo)
4.2 → 3.1 −26%
Negative mention spike
“shipping” +340%
Competitor avg. rating
4.4 stable
Review volume (30d)
2,103
Where is talent leaving?
23% YoY
LinkedIn profiles
HR & Talent
4,200 employee profiles tracked
Turnover rate (YoY)
23% +8pts
Top destination
Competitor B
Avg. tenure before exit
1.8 years −0.6
Open roles (current)
142 +67%
BUILT BY ENGINEERS AND RESEARCHERS FROM
Citadel
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Amazon
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AQR
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University of Chicago
WHAT WE BUILD
Data systems engineered for production.
We specialize in extracting, transforming, and delivering data from web sources—from one-time research projects to always-on enterprise pipelines.
Analytics & Research
Structured datasets and analyses derived from web sources. Market research, competitive intelligence, pricing studies, and trend analysis.
Recurring Data Feeds
Continuously updated data streams from monitored web sources. Real-time or scheduled delivery to your systems.
Custom Systems
End-to-end platforms for web data acquisition, processing, and delivery. Built for scale, resilience, and long-term reliability.
From question to answer. We handle everything.
You don't need to know where the data lives or how to extract it. Tell us what you want to know—we find the sources, build the systems, and deliver the insights.
Source Discovery
Don't know where to find the data? We identify and evaluate the right web sources for your use case.
Cross-Source Standardization
Data from multiple sites in different formats? We clean, normalize, and merge into a unified schema.
Flexible Delivery
Receive data however you need it—API endpoint, cloud storage (S3, GCS), scheduled email, CSV, FTP, or direct database sync.
Anti-Bot & Access Handling
CAPTCHAs, rate limits, IP blocks, login walls—we've solved these problems at scale.
Auto-Detection & Repair
Websites change. Our systems detect schema shifts and structural changes, alerting and auto-fixing before data breaks.
Guaranteed Accuracy
Every pipeline includes engineer validation. No black-box guessing—human review on every output.
AI and engineers, working in tandem.
Agents handle scale; engineers ensure precision. The result: production-ready output, every time.
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Research & Scoping
Agents surface data sources and patterns. Engineers validate feasibility and design the approach.
AI-Assisted Build
Proprietary tools generate extraction logic, transformations, and pipelines. Engineers review and refine in real-time.
Engineer Validation
Every output is audited for accuracy, edge cases, and production readiness. Nothing ships unchecked.
Delivery & Iteration
Systems are delivered to spec—and we stay engaged. Ongoing refinement as your needs evolve.
Two ways to work with us.
Whether you need a focused deliverable or an ongoing data engineering partner, we adapt to your requirements.
Sprints
For teams that need a specific deliverable—fast.
What you get:- One-time data extractions and exports
- Custom analyses with structured datasets
- Standalone pipelines and scripts
- Full documentation and handoff
Embedded Engineering
For teams that need a dedicated data engineering partner.
What you get:- Recurring data feeds and automated updates
- Ongoing pipeline maintenance and monitoring
- Regular reports and scheduled analyses
- Direct access via Slack, Teams, or email
Results from the field.
Investment Theme Extraction
Large-scale PDF scraping and analysis system extracting tickers, positioning, and investment themes from investor commentary across 50+ sources.
20,000+
Documents Processed
Data Ingestion Pipeline
Automated ingestion of trading card prices and reference data across multiple marketplaces, handling data normalization and entity resolution.
100,000+
Listings Tracked
Lead Generation Engine
Custom lead generation system with automated prospecting, qualification scoring, and CRM integration.
1,000+
Qualified Leads
"Aptiq delivered in days what would have taken us months to build internally. The breadth and depth of insights exceeded our expectations."
Head of Research
Multi-Manager Hedge Fund
EXPERIMENTAL
BETA
Self-Serve Web Scraper
For simpler extraction needs, skip the engagement. Configure and run scrapers directly through our lightweight web app—no engineering support required.
Launch Web Scraper →Request a free assessment.
Tell us what you're trying to learn or build. We'll identify the right data sources and approach.
Request received.
We'll review your project and reach out within one business day.