How a payments startup cut IT hiring time by 8 months.
After three failed senior hires, the team hired two QGTM graduates instead. Both were shipping production DAGs within their first 30 days.
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Time saved
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Lower cost
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Faster shipping
Solutions
Built for the industries hiring IT talent right now.
From FinTech transaction pipelines to healthcare warehouses — see exactly where our graduates land and the impact they make.
Industries we serve
Where IT talent creates business leverage.
FinTech
Real-time transaction pipelines, fraud detection, regulatory reporting.
Healthcare
HIPAA-compliant warehouses, claims processing, clinical analytics.
Retail & E-commerce
Customer 360 platforms, inventory forecasting, recommendation engines.
Logistics
Supply-chain visibility, route optimization, predictive maintenance.
Media & Streaming
Viewing analytics, content recommendations, ad-tech pipelines.
EdTech
Learning analytics, personalization engines, course-outcome modeling.
Energy & Utilities
IoT telemetry, grid optimization, ESG reporting pipelines.
Enterprise SaaS
Usage analytics, billing pipelines, customer-success scoring.
Use case
Replace a $40K consulting engagement with one QGTM graduate.
Our employer partners report that one junior IT professional trained at QGTM delivers more durable value than six months of outsourced consulting — at a fraction of the cost.
- Owns the pipeline they build, end to end
- No knowledge transfer when the engagement ends
- Grows with your stack instead of churning out
Live now
# pipeline_health.sql
SELECT pipeline, latency_p95, error_rate
FROM warehouse.dbt_runs
WHERE run_date >= '2026-01-01'
ORDER BY latency_p95 DESC;
Case studies
Real teams, real outcomes.
A hospital network rebuilt its claims warehouse with junior engineers.
Migrated a legacy SSIS pipeline to Snowflake + dbt with a team of three QGTM graduates. Reduced nightly batch runtime from 6 hours to 22 minutes.
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Faster batches
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From QGTM
How a shipping platform cleared its cloud monitoring backlog.
Hired a QGTM graduate who built automated Grafana dashboards and Prometheus alerts on AWS within two weeks, saving the senior team 15+ hours weekly.
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Time saved
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Alert coverage
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From QGTM
By the numbers
The QGTM track record.
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Graduates worldwide
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Hired within 90 days
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Average starting salary
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Hiring partner companies
Hiring IT talent? Let's talk.
Partner with QGTM and get first access to graduates trained on the stack your team actually uses.