SPECIALTY CAPABILITIES

SportsTech & Computer Vision Analytics

High-speed computer vision pipelines, player tracking telemetry, and real-time athletic performance scoring. Built with high reliability, automated observability, and enterprise-grade performance.

SportsTech & Computer Vision Analytics
★★★★★
5.0 / 5.0 Verified Clutch Rating
★★★★★
100% Upwork Enterprise Success
★★★★★
5.0 / 5.0 GoodFirms Top Data Firm
DELIVERABLES

Capabilities We Provide

Specific, battle-tested solutions delivered by senior data engineers and systems architects.

Live Computer Vision Tracking

Frame-by-frame 2D/3D pose estimation and ball-trajectory tracking from broadcast video streams.

What you get:
  • ✓ Sub-30ms video inference on GPU clusters
  • ✓ Multi-camera spatial calibration & stitching
  • ✓ Automated event annotation (passes, shots, fouls)

Biomechanical Load Scoring

Calculate acute-to-chronic workload ratios and kinetic energy exertion to reduce athletic injury rates.

What you get:
  • ✓ GPS & accelerometer sensor fusion
  • ✓ Kinematic joint stress analytics
  • ✓ Fatigue alert dashboards for training staff

Tactical Opponent Analysis

Automated clustering of opponent formations, set-piece tendencies, and player movement heatmaps.

What you get:
  • ✓ Spatial pitch-control modeling
  • ✓ Video clip indexing by tactical phase
  • ✓ Interactive tablet application for coaching staff

Fan Engagement Telemetry

Low-latency graphical overlays and statistical prediction displays for live OTT broadcasts and stadium screens.

What you get:
  • ✓ Ultra-low latency WebSocket data distribution
  • ✓ Real-time win probability algorithms
  • ✓ Custom broadcast graphic engine integrations
ENGINEERING ECOSYSTEM

Technologies Used

We build with proven data infrastructure, distributed compute engines, and modern cloud technologies.

Python PySpark SQL Snowflake Databricks Google BigQuery PostgreSQL Apache Kafka dbt Apache Airflow Docker Kubernetes AWS Google Cloud Microsoft Azure FastAPI TypeScript / React
METHODOLOGY

Our Engineering Process

Disciplined agile delivery that prevents scope creep and guarantees measurable results.

01

Discovery & Assessment

Deep-dive technical assessment of your schemas, throughput requirements, data sources, and cloud spending.

02

Architecture Blueprint

Design decoupled, scalable data flows, defining lineage contracts, SLAs, and security perimeters.

03

Agile Engineering

Two-week sprint delivery of modular pipelines with automated testing, CI/CD, and transparent code reviews.

04

QA & Observability

Data contract tests, freshness alerts, anomaly checks, and stress-testing to guarantee zero data loss.

05

Production Deployment

Zero-downtime cutover to production with automated rollback strategies and monitoring dashboards.

06

Continuous Optimization

Ongoing cluster tuning, query cost reduction, and engineering support as data scale expands.

FAQ

Frequently Asked Questions

Clear answers regarding our engagement models, technical standards, and delivery guarantees.

For on-demand projects and staff augmentation, vetted senior engineers can be integrated into your development workflows within 48 to 72 hours. For custom bespoke platform builds, we typically conduct a 1-week discovery phase before kicking off full engineering sprints.

You retain 100% ownership of all code, architecture designs, data models, and configurations generated during the engagement. Work is committed directly to your enterprise GitHub/GitLab repositories.

We design and implement systems that adhere to strict zero-trust security principles. We sign mutual non-disclosure agreements (NDAs) and Business Associate Agreements (BAAs) where applicable. Our engineers operate using principle-of-least-privilege access, automated PII masking, and customer-managed encryption keys.

Yes. Cloud cost optimization (FinOps) is one of our primary core competencies. We routinely audit Snowflake, Databricks, and BigQuery consumption to restructure warehouse sizing, partition keys, clustering strategies, and materialized views, frequently delivering 30% to 50% monthly cost reductions.

We offer flexible engagement structures: fixed-price packages (such as our $899 Strategy Validation and $4,499 20-Day MVP), dedicated monthly engineering squads, or time-and-materials staff augmentation.

FIXED-PRICE PACKAGES

Build Fast, Scale Reliably

Get started immediately with a defined timeline and transparent pricing.

Validate Data Strategy

$899 / one-time

Architecture audit, pipeline feasibility, and concrete implementation roadmap.

✓Cloud Architecture Audit
✓Pipeline Bottleneck Analysis
✓Cost Reduction Blueprint
✓90-min Strategy Workshop
Get Started
FAST TRACK

Build Data MVP / Foundation

$4,499 / one-time

Turnkey lakehouse and automated data pipeline delivered in 20 days.

✓Cloud Data Lakehouse Setup
✓Automated ELT Workflows
✓Executive BI Dashboard
✓Delivered in 20 Days
Launch in 20 Days
DISCOVERY WORKSHOP

Book a Free Discovery Call

In your first discovery session, our Principal Solutions Architect will unpack your goals, evaluate pipeline bottlenecks, and outline what it takes to build it right.

Book a Call No pressure • 30-min architectural audit
Discovery Session Agenda:
  • • Ingestion & volume audit
  • • Cloud infrastructure & query latency review
  • • AI / ML operational feasibility check
  • • Dedicated squad scoping & transparent timeline
GLOBAL LOCATIONS

Offices

Western Data Lynx operates across strategic engineering hubs in North America and Europe.